Lorenz, G Odel and Penrose: New Perspectives On Determinism and Causality in Fundamental Physics
Lorenz, G Odel and Penrose: New Perspectives On Determinism and Causality in Fundamental Physics
Contemporary Physics
Vol. 00, No. 00, Month 0000, 1–29
T.N.Palmer
arXiv:1309.2396v2 [quant-ph] 25 Mar 2014
Despite being known for his pioneering work on chaotic unpredictability, the key discovery at the core of me-
teorologist Ed Lorenz’s work is the link between space-time calculus and state-space fractal geometry. Indeed,
properties of Lorenz’s fractal invariant set relate space-time calculus to deep areas of mathematics such as
Gödel’s Incompleteness Theorem. These properties, combined with some recent developments in theoretical
and observational cosmology, motivate what is referred to as the ‘cosmological invariant set postulate’: that
the universe U can be considered a deterministic dynamical system evolving on a causal measure-zero fractal
invariant set IU in its state space. Symbolic representations of IU are constructed explicitly based on permu-
tation representations of quaternions. The resulting ‘invariant set theory’ provides some new perspectives on
determinism and causality in fundamental physics. For example, whilst the cosmological invariant set appears
to have a rich enough structure to allow a description of quantum probability, its measure-zero character en-
sures it is sparse enough to prevent invariant set theory being constrained by the Bell inequality (consistent
with a partial violation of the so-called measurement independence postulate). The primacy of geometry as
embodied in the proposed theory extends the principles underpinning general relativity. As a result, the physi-
cal basis for contemporary programmes which apply standard field quantisation to some putative gravitational
lagrangian is questioned. Consistent with Penrose’s suggestion of a deterministic but non-computable theory
of fundamental physics, a ‘gravitational theory of the quantum’ is proposed based on the geometry of IU , with
potential observational consequences for the dark universe.
1. Introduction
There were three great revolutions in 20th Century theoretical physics: relativity theory, quan-
tum theory and chaos theory (Fig 1). Each has had a profound impact on the development
of science, and yet their domains of impact remain quite distinct. Despite over a half century
of intense research, there is still no consensus on how to combine quantum theory and general
relativity theory into a supposed ‘quantum theory of gravity’, nor even a consensus about what
such a notion means physically (left edge of triangle). Moreover, the unpredictability of non-
linear chaotic systems is generally considered quite unrelated to the indeterminism of quantum
measurement (right edge of triangle). Finally, whilst an essential characteristic of chaos is the
existence of positive Lyapunov exponents (measuring exponential divergence of neighbouring
state-space trajectories in time) this is not a relativistically invariant characteristic; under a
logarithmic transformation of time, a positive exponent can be transformed to a zero exponent
(bottom edge of triangle). The purpose of this paper is to develop new ideas which may lead to
some unification of these three revolutions. These ideas evolve around Einstein’s great insight
that geometry provides the ultimate expression of the laws of physics. Motivated by develop-
ments in cosmology on the one hand and nonlinear dynamics on the other, here we attempt
to extend this geometric insight from space-time to state-space. The key idea which motivates
the discussion in this paper is the fractal state-space geometry associated with certain classes of
nonlinear dynamical system exemplified by the Lorenz equations [29] (see Section 2). The key
cosmological developments which justify this discussion are those of quasi-cyclic cosmologies,
Email: tim.palmer@physics.ox.ac.uk
2 T.N.Palmer
Quantum
Theory
Iu
Relativity Chaos
Theory Theory
Figure 1. It is proposed that the three great revolutions of 20th Century physics can be unified if the universe is considered
a deterministic dynamical system evolving on a fractal invariant set IU in state space.
the discovery of a positive cosmological constant and the black-hole no-hair theorem.
In Section 2 it is shown how properties of Lorenzian fractal geometry have links to one of
the most famous theorem in 20th Century mathematics - the Gödel incompleteness theorem -
and indeed also to some of the number-theoretic tools used in Wiles’ proof of Fermat’s Last
Theorem. If this geometry relates to deep concepts from 20th Century mathematics, could it
also relate to deep but still troublesome concepts from 20th Century physics; concepts such
as state superposition, incompatible observables and quantum non-locality? Above all, could
a focus on state-space geometry provide some new perspectives on the problem of ‘quantum
gravity’ ? In Section 3, the strong formal similarities between the Schrödinger equation and the
classical Liouville equation for conservation of state-space probability are discussed. Not least,
both equations are linear. Just as the linearity of the Liouville equation is no constraint to how
nonlinear and chaotic may be the underpinning deterministic evolution equations, is it possible
that the linearity of the Schrödinger equation hides some underpinning deterministic dynamic
that is also profoundly nonlinear? The standard view is that it is not possible if we require these
dynamics to be locally causal; this is the Bell Theorem, a focus for discussion in this paper.
By introducing a causal concept called ‘the cosmological invariant set postulate’ [36], an im-
portant conclusion of this paper is that this standard acausal interpretation of the Bell Theorem
is incorrect. The cosmological invariant set postulate, that the universe U is evolving causally
and deterministically on some measure-zero fractal invariant set IU in its state space, is intro-
duced in Section 4. As discussed in Section 5, this postulate is a potential game changer as
far as the Bell Theorem is concerned, raising the possibility that the experimentally verified
existence of nonclassical correlations can be explained deterministically without resorting to any
violation of local causality in space-time (the technical role of the invariant set postulate in the
Bell Theorem is that it provides a non-conspiratorial cosmological basis for a partial violation
of the so-called measurement independence postulate [23] [24]). In Section 6 these ideas are de-
veloped more explicitly. In particular, a symbolic representation of IU is constructed; from this
it is shown how key properties of qubit quantum physics are emergent. ‘Invariant set theory’
provides the means to explain the three key differences between the Schrödinger equation and
the classical Liouville equation: the existence of the square root of minus one and of Planck’s
constant (Section 6.1), and of the complex Hilbert Space (Section 6.2). In particular the sym-
bolic construction of IU makes use of a novel permutation/negation representation of complex
numbers and it is outlined how the complex Hilbert Space of quantum theory can be viewed as
the singular limit [6] of symbolic bit strings associated with the construction. In Section 7, two
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Contemporary Physics 3
features which emerge from this causal deterministic construction are discussed: the notion of
incompatible observables and violation of the Bell inequalities. In both cases, the emergence of
these features hinges on an application of simple (but profound) number-theoretic properties of
the cosine function. As discussed, in Section 7, these features also allows a new perspective on
the iconic two-slit experiment.
This paper is based on the author’s 9th Dennis Sciama Memorial Lecture given in 2013 1 .
The author was a student of Dennis Sciama in the 1970s, working on the gravitational energy-
momentum problem in general relativity theory [33] [34]. During this period, he was strongly
influenced by the work of Roger Penrose, one of the protagonists in the title of this paper. As
Penrose wrote in the 1970s [39]:
Despite impressive progress . . . towards the intended goal of a satisfactory quantum theory of gravity,
there remain fundamental problems whose solutions do not appear to be yet in sight. . . . [I]t has
been argued that Einsteins equations should perhaps be replaced by something more compatible
with conventional quantum theory. There is also the alternative possibility, which has occasionally
been aired, that some of the basic principles of quantum mechanics may need to be called into
question.
Consistent with this ‘alternative possibility’, it is suggested that quantum theory is not fun-
damental, but rather should be considered the (singular) limit of a causal deterministic theory
of gravity which is geometric not only in space-time but also in state space. That is to say,
it is proposed that invariant set theory be considered the basis for a causal ‘gravitational the-
ory of the quantum’. As a result, in Section 8 it is claimed that contemporary programmes,
which seek a ‘quantum theory of gravity’ by applying standard field quantisation to some puta-
tive gravitational lagrangian, are misguided, erroneously putting the (quantum) cart before the
(gravitational) horse. As a specific illustration of the potential of invariant set theory to provide
new thinking about contemporary problems in quantum gravity, ideas developed in this paper
are applied to the black-hole information paradox, and to the inconsistency between vacuum
energy and the cosmological constant.
In Section 9, links between invariant set theory and other approaches to quantum physics
(decoherence, Bohmian theory, Everettian theory and objective reduction theories) are briefly
discussed. In Section 10, in describing future work, it is concluded that tools from noncommu-
tative geometry may be needed to describe rigorously a version of the Schrödinger equation
consistent with the invariant set hypothesis. We conclude in Section 10 by returning to Fig 1.
Ẋ = −σX + σY
Ẏ = −XZ + rX − Y
Ż = XY − bZ (1)
is familiar to most physicists. Lorenz’s motivation in deriving this model - a low-order trun-
cation of the partial differential equations for thermal convection in a dissipative fluid - was
to show that the concept of long-range weather forecasting using statistical analogue methods
was fundamentally flawed. Under the irreversible action of the dynamics (see the discussion in
Section 4 below), state-space volumes converge onto some zero-volume subset of the system’s
three dimensional state space. But what sort of subset is this? Lorenz agonised about this for
some time. Initially he imagined that the attractor of his equations comprised a pair of surfaces
4 T.N.Palmer
which somehow merged at their intersection. However, he rapidly realised this cannot be. In his
notes he writes [35]:
‘We see that each surface is really a pair of surfaces, so that, where they appear to merge, there
are really four surfaces. Continuing this process for another circuit, we see that there are really eight
surfaces etc and we finally conclude that there is an infinite complex of surfaces, each extremely
close to one or the other of two merging surfaces.’
With hindsight, we now understand that Lorenz was describing a fractal geometry IL in the
three dimensional state space spanned by (X, Y, Z). The differential equations (1), which the
founding father of classical physics, Isaac Newton, would have certainly understood, give rise to
a type of nonclassical geometry that would have been utterly alien to Newton. Curiously, one
of the founding fathers of fractal geometry was also a meteorologist from an earlier generation:
Lewis Fry Richardson [30].
On the other hand, the notion of chaotic unpredictability attributed to Lorenz and based on
the concept of sensitive dependence on initial conditions, predates Lorenz by many decades,
going back at least to Poincaré’s work on the gravitational three-body problem. Indeed Poincaré
himself understood that such sensitive dependence underpinned the unreliability of deterministic
weather forecasts. So what was Lorenz’s enduring contribution to science? At one level, he gave
the world a simple (and remarkably compact) set of ordinary differential equations with which to
study chaos. But at a much deeper level, he demonstrated a profound link between the classical
space-time calculus of Newton and the nonclassical state-space fractal geometry of Cantor and
Richardson. In order to show just how remarkable this link is, we shall relate Lorenzian geometry
to two of the most famous theorems of 20th Century mathematics.
Consider a point p in the three-dimensional Lorenz state space. Is there an algorithm for
determining whether p belongs to IL ? There are certainly large parts of state space which don’t
contain any part of IL . However, suppose p was a point which ‘looked’ as if it might belong to
IL . How would one establish whether this really is the case or not? If we could initialise the
Lorenz equations at some point which was known to lie on IL , we could then run (1) forward to
see if the trajectory passes through p. If the integration is terminated after any finite time and
the trajectory still hasn’t passed through p, we can’t really deduce anything. We can’t be sure
that if the integration was continued, it would pass through p at some future stage.
The Lorenz attractor provides a geometric illustration of the Gödel/Turing incompleteness
theorems: not all problems in mathematics are solvable by algorithm. This linkage has been
made rigorous by the following theorem [7]: so-called Halting Sets must have integral Hausdorff
dimension. IL has fractional Hausdorff dimension - this is why it is called a fractal. Hence we can
say that IL is formally non-computational. To be a bit more concrete, consider one of the classic
undecidable problems of computing theory: the Post Correspondence Problem [46]. Dube [16]
has shown that this problem is equivalent to asking whether a given line intersects the fractal
invariant set of an iterated function system [4]. In general, non-computational problems can all
be posed in this fractal geometric way.
The notion of non-computability is uncommon in physics. However, black-hole event horizons
provide a relatively simple and illuminating example of non-computability. Consider the question:
Is there a finite algorithm for determining the position in space of a black hole event horizon
at some time t0 (i.e. on a spacelike hypersurface labelled by t0 )? The answer is no. Like an
invariant set, the event horizon is a global concept, but defined in space-time rather than state
space (an event horizon is bounding null surface between regions where light rays either escape
to infinity or are trapped). As such, the event horizon’s position at t0 can be influenced by events
arbitrarily in the future of t0 (e.g. whether a massive object falls into the black hole at some
t1 ≫ t0 ). For t1 sufficiently far into the future of t0 , no algorithm of given finite length will be
able to compute, at t0 , whether or not the object will fall into the black hole at t1 . Hence the
question of determining whether the event horizon passes through a given point in space time
is similarly non-computable.
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Contemporary Physics 5
15 15
10 a 10
b
5
5
Z
0
Z
−5
−5
−10
−10
−15
−15 −20
−20 −15 −10 −5 0 5 10 15 20 −20 −15 −10 −5 0 5 10 15 20
X X
20
15
c
10
Z
−5
−10
−15
−20
−20 −15 −10 −5 0 5 10 15 20
X
Figure 2. Examples of periodic orbits associated with the Lorenz equations (1). These can be described by the symbolic
bit strings: a) LR, b) LRLRL c) RLLRLLLRRRLLRLRRRRLL
Let us turn to another area of mathematics. Consider, for example, the unstable periodic
orbits ‘embedded’ in IL . Fig 2 shows some examples of such orbits. If we partition state space
so that the region associated with the left-hand wing of the ‘butterfly’ IL is labelled ‘L’ and
the region associated with the right-hand wing ‘R’, then periodic orbits can be described by
finite sequences of these labels such as LRLRL, LRLRLRL, or LRLRRRLRRR. In general these
periodic orbits are knotted. For example, the orbit ‘LRLRL’ is topologically equivalent to the
trefoil knot. On the other hand, there is no periodic orbit of the Lorenz equations which is
equivalent to a figure-of-eight knot. Is there some way of characterising the knottedness of all of
the unstable periodic orbits of the Lorenz equations (there are infinitely many of them)?
Remarkably, Ghys [19] has shown that the so-called Lorenz knots coincide precisely with the
knots of a mathematically much simpler dynamical system called a modular flow. The modular
group SL(2, Z)/{I, −I} is the group of 2 × 2 matrices with unit determinant (and where ± the
identity element are identified). For example, the matrix
164 133
A=
127 103
then, modulo cyclic permutations, A=LRRRLLRRRLLLLR. It turns out that the symbolic
sequences of periodic orbits of the Lorenz equations are the same as symbolic sequences of
representations of elements of the modular group [19]. The mathematics needed to demonstrate
this linkage will be familiar to number theorists - it involves lattices in the complex plane,
and associated Eisenstein series and Weierstrass elliptic functions. In turn, these relates to the
mathematics of modular forms and elliptic curves, the mathematics that Andrew Wiles unified
in his celebrated proof of Fermat’s Last Theorem. This linkage means that if we want to find
representations of the periodic orbits of the Lorenz equations to within topological equivalence,
we do not need to solve the differential equations (1), rather we choose elements of the modular
group. Since a trajectory on IL will eventually return arbitrarily closely to its initial point under
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6 T.N.Palmer
the action of the dynamics, symbolic sequences associated with the fractal IL are composed of
these modular strings.
The ‘relegation’ of differential equations in space-time (the lifeblood of standard theoretical
physics) and the corresponding ‘promotion’ of some underlying nonclassical geometry in state
space is a primary theme of this paper. The symbolic representation of the invariant set concept,
as discussed here, will be central to the mathematical development of these ideas.
In the last section was described some remarkable links between the differential equations (1)
and two of the deepest theorems of 20th Century mathematics. These links were uncovered by
focussing on the state-space geometry IL associated with these equations, rather than on the
differential equations themselves. Is it possible, by focussing on state-space geometry rather than
space-time differential equations, we may gain new insights into some of the deepest problems
of fundamental physics? By ‘fundamental physics’ we certainly include quantum theory and
quantum field theory - the bedrock of standard approaches to the still-sought grand unification
of forces in physics. Could these new insights include a reappraisal of the possibility that quantum
physics is, after all, underpinned by determinism (no dice) and causality (no spooky action at a
distance)?
The canonical view about the indeterminism of quantum physics has been expressed by Hawk-
ing [26]:
‘According to quantum physics, no matter how much information we obtain or how powerful our
computing abilities, the outcomes of physical processes cannot be predicted with certainty because
they are not determined with certainty.’
According to this view there can be no link between quantum theory and determinism, fractal
or otherwise, simply because quantum physics is not believed to be deterministic at all. The pio-
neers of quantum theory were not so unequivocal. Dirac, speaking for himself and his illustrious
colleagues, said [15]:
‘I must say that [like Einstein and Schrödinger] I also do not like indeterminism. I have to accept
it because it is certainly the best that we can do with our present knowledge. One can always hope
that there will be future developments which will lead to a drastically different theory from the
present quantum mechanical theory and for which there may be a partial return to determinism.’
Could determinism on non-computable fractals provide the ‘partial’ return of determinism for
which Dirac hoped? Some support for this is provided by Penrose [40] who says:
‘It seems to me to be quite plausible that the correct theory of quantum gravity might be a
deterministic but non-computable theory.’
At the level of differential equations such as (1), the notion that deterministic chaos could
explain the unpredictability of quantum measurement would appear to be nonsensical: chaotic
equations are nonlinear whilst the Schrödinger equation (in either non-relativistic or relativistic
form) is linear. How could a focus on state-space geometry help when trying to bridge this
seemingly unbridgeable gap?
Fig 3 illustrates three instances of the evolution close to IL of a set of points arranged in a
‘ring’ around some central point. The ring characterises some uncertainty in the initial state. A
number of points can be made. Firstly, the three panels together illustrate the nonlinearity of
the underlying equations (1); if we write (1) in the general form Ẋ = F [X] and linearise about
a particular state X, then the equation which describes the growth of small perturbations δX
about X can be written δẊ = dF/dXδX where dF/dX is the so-called Jacobian operator. Now
because F is nonlinear, it is at least quadratic in X, which means that the Jacobian cannot be
independent of X. We see in Fig 3 the dependence of the growth of small perturbations on X.
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Contemporary Physics 7
a b
Figure 3. The top left figure illustrates evolution of uncertainty on the Lorenz Attractor IL for a) a relatively stable part
of IL , b) a more ‘typical’ situation, c) a particularly unstable part of IL .
The initial ring of points in each panel in Fig 3 samples a contour of equal values of a distri-
bution or measure ρ, giving the probability that the ‘true’ initial state lies within that contour.
The equation which describes the evolution of ρ is the classical Liouville equation
∂ρ
+ ∇.(ρv) = 0 (2)
∂t
Here v denotes a state-space velocity vector, equal to (Ẋ, Ẏ , Ż) for the Lorenz system. The
Liouville equation describes conservation of probability. Hence if there is a 90% probability that
the true initial state lies within a particular contour at initial time, there is a 90% probability
that the true state at some future time t lies within that same contour evolved to t. Note that
even though the deterministic equations which underpin the evolution of states e.g. (1) are non-
linear, the Liouville equation is itself precisely linear in ρ. Unfortunately, this doesnt make this
(effectively infinite dimensional) equation easy to solve, even for relatively low-order dynamical
systems [18]. In the case where state evolution is Hamiltonian (or can be well approximated as
Hamiltonian), the Liouville equation (2) can be written in the form
∂ρ
+ [ρ, H] = 0 (3)
∂t
where the bracket [. . . , . . .] denotes the well-known Poisson Bracket [21]. In should be noted in
passing that in Hamiltonian theory, what here is called ‘state space’, is often referred to as ‘phase
space’. For the present purposes, the two terms can be considered synonymous.
Suppose it was known that, although uncertain, the state certainly lies on the invariant set
IL . The evolution of uncertainty will still be governed by a Liouville equation. However, the
geometry of IU is too irregular to allow us to use the simple calculus as in the second term in
(2). One would need a mathematical structure which is general enough to allow the irregular
non-differentiable geometric properties of IL . Even though fractal geometries such as IL are
commutative, the mathematics of non-commutative geometry is general enough to take on this
role [12] [28]. A discussion of the mathematics of non-commutative geometry is beyond the scope
of this paper.
We can compare the classical Liouville equation with the Schrödinger equation written in the
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8 T.N.Palmer
form
∂ρ
i~ + [ρ, H] = 0 (4)
∂t
where now ρ is the density matrix operator and [. . . , . . .] denotes the operator commutator in
complex Hilbert Space. The structure of the Schrödinger equation in the form (4) is remarkably
similar to that of the classical Liouville equation (3). Hence, just as the linearity of the clas-
sical Liouville equation says nothing about the nonlinearity of the underpinning deterministic
equations from which the probability distribution ρ is derived, could it be that the linearity of
the Schrödinger equation may not in any way imply the non-existence of a deeper deterministic
description of physics which is profoundly nonlinear?
Of course there are differences between the Liouville equation and the Schrödinger equation
[10]. For example, a square root of minus one times Planck’s constant multiplies the partial
time derivative in the latter. Also, the dependent variables of the Schrödinger equation are not
simple functions in some Euclidean state space, but are operators in a complex Hilbert Space.
Are these differences important? Yes, for sure! Because of these differences there are a number
of ‘no-go’ theorems which seemingly prevent (4) from being interpreted as a Liouville equation.
The most famous of these no-go theorems is the Bell Theorem, discussed in Sections 5 and 7
below (which asserts that models based on some realistic definition of state must necessarily
violate local causality). Another is the Kocken-Specker [44] theorem also discussed briefly in
Section 7 (which asserts the impossibility of assigning values to all physical quantities whilst, at
the same time preserving the functional relations between them).
Are these ‘no-go’ theorems showstoppers, as far as the (deterministic/causal) aspirations of
Dirac, Penrose and others are concerned? Overwhelmingly the view of the physics community
is that they are. In the coming sections, it is discussed why, by treating fractal (measure-zero)
state-space geometry as a primitive concept in fundamental physics, these ‘no-go’ theorems may
not be showstoppers at all!
The first step in our search for a causal deterministic description of quantum physics is to link
some of the dynamical systems discussion above with modern ideas from the field of cosmology
and general relativity. First, consider the universe U as a nonlinear dynamical system [49]. Let
p denote a point in the state space of U . Then the values of some set of coordinates which span
that space will provide all the information needed to determine the state of the universe at some
moment in time. A trajectory in state space therefore describes a space-time: both the geometry
of the space-time and the evolution of all the matter that exists in that space-time. Following
recent developments (e.g. [47] and [43]), we consider quasi-cyclic cosmologies evolving through
a series of aeons from one big bang to the next.
Given such quasi-periodicity, is it possible that U lies on a zero-volume fractal subset IU
of some compact volume in state space (similar to IL )? A key point here is that in nonlinear
dynamical systems’ theory, such zero volume sets arise when the dynamics are irreversible (i.e.
dissipative). To see this, consider the Lorenz equations (1). Under their action, some comoving
volume V in state space evolves according to
dV
Z
= v.dS
dt ∂V
where, again, v = (Ẋ, Ẏ , Ż) and ∂V is the boundary of V . From Gauss’ theorem and the fact
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Contemporary Physics 9
dV
Z
= ∇ · v dv = −(σ + b + 1)V < 0 (5)
dt V
Hence V (t) → 0 as t → ∞. An important point (for all that follows) is that such zero volume
fractal invariant sets cannot arise in Hamiltonian chaos. For such systems, Liouville’s theorem
states that ∇ · v = 0, implying no shrinkage of volume. (It is important to note that the Liouville
equation (2) describes conservation of probability even when ∇ · v 6= 0.)
If U lies on a zero volume invariant set IU , there must be some cosmological equivalent of the
state-space convergence ∇ · v < 0. What could this be? To begin to answer this, consider the
problem of the ‘Hawking Box’ discussed extensively by Penrose [40] [41] [42] [43]. The problem
is to describe the asymptotic evolution of an isolated distribution of matter sufficiently large
that it can collapse to one or more black holes. When formed, such black holes will re-radiate
this matter back into space through Hawking radiation. Because of the link to black holes, it
is convenient to partition the state space of the Hawking Box into a region B containing black
holes, and a complement B ′ free of black holes. A key element of Penrose’s discussion of the
‘phase flow’ of the Hawking Box concerns the role of black hole information loss, which can be
considered a consequence of the black-hole no-hair theorem. As discussed in Section 8 below,
this notion of information loss is a controversial one [48] (and new ideas will be presented below
to try to resolve the controversy). However, to quote Penrose [43]
‘A better way of describing this [information loss] is as a loss of degrees of freedom, so that . . . the
phase space [of the universe] has actually become smaller than it was before. ’
Penrose argues that this process of state-space convergence is critical if we are to account for
the second law of thermodynamics in an oscillatory universe.
By analogy with (5), consider the asymptotic evolution of some hypothetical volume V in
the state space of U . We will assume the process described by Penrose i.e. that ∇ · v < 0 in
the region B of the state space of U . Hence, V will eventually shrink to nothing. This does not
immediately imply that the asymptotic state of V is a fractal. Measure-zero fractal invariant sets
are generic features of forced dissipative dynamical systems. In multi-scale dynamical systems
(e.g. describing turbulent Navier-Stokes flow) the dissipation occurs on small scales whilst the
forcing occurs on large scales. The forcing and dissipation must be in some overall balance in order
that the invariant set is structurally stable. If the asymptotic state of V is a fractal, and if Planck-
scale black-hole information loss provides the process which mimics small-scale dissipation, what
is the process that might mimic the corresponding large-scale forcing? As discussed further in
Section 8, it can be speculated that the recently discovered positive cosmological constant, which
is accelerating the universe, is this large-scale forcing. As such, the cosmological constant can
be neither too small, nor too large. Too small and the invariant set becomes a fixed point or
completely periodic limit cycle (with no associated probability structure). Too large and the
system and has no (compact) invariant set structure at all. That is to say, the balance described
below, where the invariant set has enough fractal structure to allow a description of quantum
probability, but not so much that it is constrained by the Bell inequality, may require some
subtle balance between large and small scale processes acting in the universe.
By analogy with the theory of forced dissipative dynamical systems theory (but, to repeat,
not Hamiltonian theory) it is plausible that V , left to evolve over countless aeons, will evolve to
a zero-volume fractal invariant set IU in the state space of the universe. However, the notion of
having to wait an infinite number of aeons for this to happen is awkward from a physical point
of view. Hence one can simply postulate as a (new) primitive law of physics that the state of
the universe lies precisely on the fractal invariant set IU (and hence has lain on IU for all past
time and will lie on IU for all future time). This is referred to as the ‘Cosmological Invariant
Set Postulate’ [35]. Like the event horizon of a black hole, the invariant set concept is causal,
atemporal and non-computable.
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10 T.N.Palmer
The notion of the universe evolving on a fractal invariant set implies a rather novel perspective
on the multiverse, a concept so prevalent in modern cosmology. That is to say, the ‘parallel
universes’ in the neighbourhood of some p ∈ IU do not actually represent ‘other worlds’ at all,
but rather represent states of our own world at future aeons (when the state of U has returned to
points close to p). The state-space closeness of these neighbouring states, given their remoteness
in terms of conventional ‘time’, could be seen as a manifestation of the distinction Bohm made
between implicate and explicate order [8]. 1 .
We are now in a position to begin a discussion of what is generally considered to be the principal
reason why quantum physics cannot be described both realistically and causally. Bell’s Theorem
[5] is usually interpreted as saying that no physical theory based on locally causal hidden variables
can ever reproduce all the predictions of quantum mechanics.
Using Bohm’s adaptation of the famous EPR experiment (e.g. [45]), consider a pair of spin-1/2
particles in the superposed singlet spin state (using quantum mechanical language). Consistent
with the invariant set postulate, we assume local realism. Hence, if particle 1 is measured in the
â direction, the outcome is given by A(â, λ) = ±1, with an analogous function B(b̂, λ) = ±1
for particle 2, where the auxiliary (or hidden) variable λ labels the elements of reality of the
composite system 1+2. By definition, the result B for particle 2 does not depend on the setting
â of the magnet for particle 1, nor A on b̂. According to Bell’s definition [5], a theory can be
said to be locally causal if the value of an observable (what Bell calls a ‘beable’) at some point
p in space-time is determined by the values of observables within the past light cone of p. The
assumption A = A(â, λ), B = B(b̂, λ) is consistent with local causality. Conversely, if it were
the case that B depended on the setting â, and the devices measuring the two particles were
sufficiently remote, then local causality would certainly be violated. As endless commentators
have noted, any violation of local causality would sit uneasily with relativity theory.
The correlation of outcomes of spin measurements in the â and b̂ directions on a sample of
such particles 1 and 2 is given by
Z
Corrρ (â, b̂) = A(â, λ)B(b̂, λ)dρ (6)
Λ
where Λ is some suitably complete probability distribution over λ (about which more will be
written below). Now for all λ and ĉ,
|Corrρ (â, b̂) − Corrρ (â, ĉ)| ≤ 1 + Corrρ (b̂, ĉ) (8)
Correlations which violate this (or the alternative Clauser Horn Shimony and Holt -CHSH[11])
inequality are generally referred to as ‘nonlocal correlations’ [3], but (so as not to prejudge the
matter) we refer to them here as ‘nonclassical correlations’ instead. There is no doubt whatsoever
that, consistent with quantum theory, experimentally determined correlations are nonclassical
in the sense described above [2]. These experiments are completely robust and not sensitive to
particular experimental choices of parameters â and b̂.
1 It is interesting to note that Bohm’s ideas about implicate and explicate order were inspired by watching the stretching
and folding of treacle, similar to the essential stretching and folding of the Smale horseshoe map, a canonical mapping for
generating chaotic invariant sets in state space
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Contemporary Physics 11
Certainly IU is both realistic and causal. Does this mean it is necessarily constrained by
the Bell inequality? No. For a putative deterministic causal theory to be constrained by the
Bell inequality (8), it has additionally to be assumed that for any particular λ ∈ Λ, all three
of the triples (â, b̂, λ), (â, ĉ, λ) and (b̂, ĉ, λ) exist, i.e. all three triples correspond to states of
physical reality. Without this assumption, the inequality (8) could manifestly not be derived.
This assumption can be considered a particular case of the so-called measurement independence
postulate (eg [23]) - that the probability ρ(λ|â, b̂) = ρ(λ|â′ , b̂′ ) for all â, b̂, â′ , b̂′ .
A universe where the measurement independence postulate is maximally violated (ie where
a particular λ is uniquely associated with a specific pair of measurement orientations â, b̂) is
usually referred to as ‘superdeterministic’. The state space of a superdeterministic universe is
a lone trajectory with no neighbours (in the present dynamical system’s context, this could be
associated with an invariant set which was a simple limit cycle). In particular, this state space
has no natural structure with which to define alternative counterfactual worlds where, for a
given λ, the experimenters might have chosen alternative measurement orientations to the ones
they actually chose. For this reason, the concept of probability has to be ‘put in by hand’ into a
superdeterministic theory, and inevitably this appears extremely artificial and hence implausible
(Bell [5] used the word ‘conspiratorial’ to describe the emergence of quantum probability in a
superdeterministic world). As a result most physicists, quite rightly in the authors’ view, find
this type of extreme superdeterminism to be completely unacceptable as a theory of fundamental
physics.
However, as has recently been shown [23] [24], it is not necessary to maximally violate the
measurement independence postulate in order to explain quantum entanglement correlations;
explaining quantum singlet correlations in a causal deterministic framework requires just 1/15
of one bit of correlation between the measurement settings and λ. This raises the question as
to whether there exists a cosmological invariant set whose state-space structure is on the one
hand rich enough to allow (quantum) probabilities to be defined naturally (ie without conspiracy
and without restricting experimenter choice in any practical sense), but is on the other hand
sparse enough to allow a partial violation of the measurement independence postulate, sufficient
to account for the experimental violation of the Bell inequality. It is argued in Section 7.2 that
there does exist such a cosmological invariant set.
In the last section, we discussed the possibility of nullifying the Bell Theorem using the cosmo-
logical invariant set concept. In this Section we construct a fractal invariant set (a prototype for
IU ), using the type of symbolic representations discussed in Section 2, for which this nullification
can become an actuality. In constructing this symbolic representation, we focus on the three key
differences highlighted in Section 3 between the classical Liouville equation and the Schrödinger
equation:
• i
• ~
• The complex Hilbert Space
and show how these arise naturally from the cosmological invariant set postulate.
12 T.N.Palmer
C0
C1
C2
C3
Figure 4. The first four approximations of the famous ‘middle-thirds’ Cantor Set C.
simplest fractal set, the Cantor ternary set C, which can be defined as
\
C= Ck
k∈N
where the Ck denote iterative approximations to C (see Fig 4). One can represent a point in C
as a real number 0 ≤ r ≤ 1 whose base-3 representation contains no digit 1. Hence .02002020222
is an element of C but .0221022002 is not. Associated with each individual interval of Ck−1 , the
intervals of Ck can therefore be labelled by two integers e.g. 0 and 2.
In order to construct fractal sets from which the properties of quantum qubit physics are
emergent, it is necessary to generalise this particular ‘middle-thirds’ rule. In particular, consider
a family of Cantor Sets
(N )
\
C (N ) = Ck
k∈N
(N ) (N )
where Ck comprises 2N (2N + 1) copies of Ck−1 (see Appendix A for more details). Fig 5 shows
(2) (2)
two different possible representations of Ck associated with a given interval of Ck−1 . These
two representations, labelled by ti (Fig 5 middle line) or tf (Fig 5 bottom line) have the same
fractal dimension, but differ in terms of what Mandelbrot [30] has referred to as ‘lacunarity’.
Hence in Fig 5, C (2) (ti ) comprises 5 uniformly spaced groupings of 4 intervals with relatively
small lacunarity, whilst C (2) (tf ) comprises 2 groupings of 10 intervals, having relatively large
(2)
lacunarity. The two groupings of intervals of Ck (tf ) are labelled as ‘a’ (and coloured red) and
‘¬a’ (and coloured black) respectively.
(2)
A generic binary labelling of any one of the 5 groupings of intervals of Ck (ti ) can be written
as
a1 a2 a3 a4
Contemporary Physics 13
Ck-1(2)
i0(aaaa) i1/2(aaaa) i1(aaaa) i3/2(aaaa) i2(aaaa)
Ck(2)(ti )
Ck(2)(tf )
a ¬a
Figure 5. For a given interval of the k − 1th approximation for the Cantor Set C (2) (top row), two different kth approxima-
(2)
tions are illustrated with low and high fractal lacunarity (middle and bottom row respectively). The intervals of Ck (tf ) are
(2)
labelled ‘a’ or ‘¬a’ according to which of the two groupings an interval belongs. Each interval of Ck (ti ) is labelled ‘a’ (and
coloured red) or ‘¬a’ (and coloured black) according to a permutation/negation representation of the complex numbers.
(2) (2)
Symbolic representation of the riddled-basin dynamical evolution from Ck (ti ) to Ck (tf ) is indicated by arrow-headed
lines. A generalisation from C (2) to C (N) , N ≫ 0, provides a representation of both complex numbers and quantum mea-
surement in invariant set theory. As discussed in the text, it is proposed that this evolution is fundamentally gravitational
in origin.
then i1/2 is a ‘square root of i’ (so i1/2 ◦ i1/2 = i). Let Pa [iα (aaaa)] denote the frequency of
occurrence of the symbol ‘a’ in the grouping iα (aaaa), where 0 ≤ α ≤ 4 is an integer multiple
of 1/2. Then
α
Pa [iα (aaaa)] = |1 − | (12)
2
(2)
Pa is referred to as a symbolic probability function. All 5 groupings of Ck (ti ) in Fig 5 can be
labelled as
where i0 ≡ id and i3/2 = i ◦ i1/2 . Notice, consistent with Liouville evolution, the mapping given
by the red and black arrows in Fig 5 preserves probability. For example, since equal numbers of
(2) (2)
intervals of Ck (ti ) have ‘a’ and ‘¬a’ labels, so too do intervals of Ck (tf ).
(N )
The construction above is readily generalised for arbitrary N > 0 [37]. For all N Ck (tf )
continues to have just two groupings (labelled a and ¬a as before). However, the larger is N
(N )
the bigger the set of fractional roots of i used to label the multiple groupings of Ck (ti ). Hence
for large N , the mapping D : C (N ) (ti ) → C (N ) (tf ), as defined by these roots of i, is a bijection
between a quasi-uniform fractal and a highly lacunar fractal. As will be discussed in more detail
(N )
in Section 6.3, the two groupings of Ck (tf ) are to be considered gravitational attractors on IU
(N )
and define discrete measurement outcomes in qubit quantum physics. The labelling of Ck (ti )
(N )
defines the (generically riddled [1]) basins of attraction into which the intervals of Ck (ti )
belong.
The operator i defined by (9) above is one of many square roots of minus one. For example,
March 26, 2014 0:25 Contemporary Physics Palmer˙Sciama˙Rev˙2f
14 T.N.Palmer
not only satisfy E2j = −1), but collectively satisfy the familiar rules for quaternionic multiplica-
tion e.g.
E0 ◦ E1 = E2 (15)
It is left as an exercise for the reader to show that the Pauli spin matrices can be written in
terms of Ej and the square-root-of-minus-one representation i, expressed as matrices.
As outlined in Appendix B (see also [37]), this construction is readily generalised to construct
sets {Eβ } of independent quaternion operators acting on symbolic strings of length 2N , where
β is drawn from the set of dyadic rational numbers (between 0 and 4) describable with N bits.
Again, as outlined in Appendix B, this can be generalised further to include fractional powers
Eαβ , where again α is a dyadic rational numbers between 0 and 4 and describable with N bits.
Consistent with (12)
α
Pa [Eαβ (aaa . . . a)] = |1 − | (16)
2
The fractional quaternionic permutation/negation operators Eαβ are needed to label multi-
(N )
dimensional generalisations of Ck (ti ), required to describe multi-qubit physics. Using a metric
on the bit strings (eg the Hamming distance), a crucial remark for all that follows is that as
N → ∞, the bit strings Eβ (aaa . . . a) do not vary continuously with β. Hereafter, the superscript
‘(N )’ is dropped, but with the assumption that N ≫ 0.
We conclude this section with a brief discussion of one of the key consequences of the role of
complex numbers in quantum theory, E = ~ω. Consider some fiducial trajectory on IU , e.g. as
shown in Fig 6. Since the dynamics on IU are assumed chaotic, neighbouring trajectories will
in general diverge exponentially from the fiducial trajectory. It is possible to use the permuta-
tion/negation operators Eβ associated with different levels of iteration k, to reveal a temporal
oscillatory structure in the labelling patterns, as higher-and-higher approximations Ck of the
Cantor Set C are exponentially amplified and ‘brought to the fore’.
At this point it is worth considering a correspondence with general relativity, where space-time
geometry is considered a primitive concept. In general relativity, the geodesic equation
describes how inertial properties of a test particle moving on some fiducial space-time geodesic
are defined by the geometry of space-time in the neighbourhood of this trajectory. By the Jacobi
equation for geodesic deviation, this neighbourhood geometry can in turn be estimated from the
deviation of geodesics neighbouring the fiducial geodesic That is to say, in general relativity, the
kinetic energy of a test particle on the fiducial geodesic can be determined by the divergence of
neighbouring geodesics from the fiducial geodesic.
As discussed, the cosmological invariant set postulate attempts to extend Einstein’s insights
about the primacy of geometry from space-time to state space. Hence, by extending the argument
above into state space, let us assume that the energy E of a particle associated with a fiducial
trajectory on IU is determined by the state-space divergence of neighbouring trajectories from
the fiducial trajectory on IU . By virtue of the log-oscillatory structure illustrated in Fig 6 we can
March 26, 2014 0:25 Contemporary Physics Palmer˙Sciama˙Rev˙2f
Contemporary Physics 15
Eβ + 4 = Eβ t
E β + 3 = − Eβ +1
Eβ +2 = − Eβ
E β +1
Eβ
Figure 6. The exponential state-space divergence of neighbouring trajectories in time from some fiducial trajectory (dashed
line), and the quaternionic labelling of successive levels of approximation of the invariant set (as defined in Section (6.1)),
leads naturally to oscillations in time. By analogy with the geodesic equation in general relativity, invariant set theory’s
interpretation of E = ~ω suggests that the quantity we call the ‘energy’ of a particle on the fiducial central trajectory is
defined by the divergence of neighbouring trajectories, as measured by the invariant set’s Lyapunov exponents.
p p
v(Pa ) = Pa i + 1 − Pa j (18)
has unit norm, and can therefore represent a sample space associated with any probability
assignment Pa . With (18) in mind, we can therefore make the assignments
θ θ
Eαβ (aaa . . . a) ∼ cos |ai + sin eiφ |¬ai (19)
2 2
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16 T.N.Palmer
between sample spaces of symbolic symbols and unit vectors in complex space, where
implying that cos θ and φ/π must be describable by N bits and hence be dyadic rational. From
(16) and (20), the probability that a given element of the symbol sequence Eαβ (aaa . . . a) is the
label a, is equal to cos2 θ/2.
This association between symbolic sequences and vectors is straightforward. So why is the
Hilbert Space of quantum theory so conceptually problematic? The problem is that Hilbert
Space is a complete vector space - indeed the consequent continuity of Hilbert Space can be
made an essential axiom of quantum theory [25]. Hence Hilbert Space vectors are defined not
only when the squared amplitudes of the basis vectors are rational (as would be the case in (18)
and (19)), but also when they are irrational. In invariant set theory, by contrast, these vectors
are undefined when the squared amplitudes are irrational.
Now although it is straightforward to use well-established 19th Century mathematics to com-
plete the dyadic rationals cos θ and φ/π into the space of real numbers, we cannot infer from
(19) that the corresponding complex Hilbert Space of quantum theory is the abstract comple-
tion of the space of symbolic sequences. As mentioned above, the bit strings Eβ (aaa . . . a) do not
depend continuously√ on β. Consider, for example, a Cauchy sequence {βk } of dyadic rationals
βk whose limit is 2. Associated with each βk is a symbolic sequence Eβk (aa . . . a) and, by (19),
an assignment to an element of a Hilbert Space. However,
√
because the sequence {Eβk (aa . . . a)}
is not convergent [37], we cannot assign |ai + e iπ/ 2 |¬ai to the limit√of {Eβk (aa . . . a)} in the
conventional mathematical sense of the word ‘limit’. Rather, |ai + eiπ/ 2 |¬ai would have to be
described as a singular limit [6].
Usually a singular limit denotes a change in the type of an equation, labelled by a parameter,
as some parameter limit is reached. For example in the inviscid limit of fluid mechanics (where
the inverse Reynolds number goes to zero), the dynamical equations change from parabolic to
hyperbolic type. In our discussion of quantum physics, we note a similar change of type: in the
irrational limit of the phase angle φ/π, the mathematical object describing the notion of ‘state’
is an element of an abstract vector space which cannot be linked to any underpinning frequentist
(bit string) sample space. No wonder quantum theory, whose state space is the full Hilbert Space,
can appear paradoxical from a physical point of view! Michael Berry [6] has argued that singular
limits abound in physics and are fundamental in the description of nature at different levels. In
particular Berry concludes:
‘... there are both reassuring and creative aspects to singular limits. And by regarding them as
a general feature of physical science, we get insight into two related philosophical problems: how a
more general theory can reduce to a less general theory and how higher-level phenomena can emerge
from lower-level ones.’
Of course, just as inviscid fluid dynamics is an extremely useful computational tool for fluid
dynamicists, the complex Hilbert Space is an extremely useful computational tool for quantum
physicists. However, we shouldn’t take these tools too seriously. If we took inviscid fluid dynamics
seriously we would end up believing things that are manifest nonsense e.g. that aeroplanes could
never fly. Similarly, if we take Hilbert Space too seriously we will end up believing things that
are also manifest nonsense, like half-alive half-dead cats, or particles that go through more than
one diffraction slit at the same time!
The notion of the Hilbert Space as a singular limit of the space of bit strings is central to the
re-interpretation of Bell’s inequality, discussed below.
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Contemporary Physics 17
6.3. Measurement
One of the key problems of standard quantum theory is the measurement problem. Convention-
ally, the evolution of the quantum state during measurement is seen as something additional to
Schrödinger evolution. However, measurement is an integral aspect of the fractal structure of IU ,
and hence the physics of the measurement problem is easily described in invariant set theory, as
discussed in this Section. This is consistent with the Hilbert Space notion of state superposition
as having no fundamental status within invariant set theory.
(2)
As mentioned earlier, the two groupings of intervals in Ck (tf ) are considered as distinct
attractors on IU and correspond to discrete measurement outcomes. As discussed in this section,
the existence of such attractors on IU is consistent with the notion that gravity itself may
be a key process acting during quantum measurement (e.g. [14] [41]). Hence the probability
conserving dynamical evolution described by D : C(ti ) → C(tf ), as described above, is consistent
with the dynamical evolution of the Cantor Set from a quasi-uniform to a highly lacunar (i.e.
‘gravitationally clumped’) form in state space.
In Section 6.1 state-space trajectory segments were labelled using the symbols ‘a’ and ‘¬a’. By
labelling one segment ‘a’ and another ‘¬a’, then these trajectory segments (each one describing
a space time) are to be considered physically distinct. Consistent with numerical estimates in
[14] [41] two space-times M1 and M2 will be said to be physically indistinct if
Z t
EG (M1 , M2 )dt < O(~) (21)
t0
where EG denotes the gravitational interaction energy associated with these space times (i.e.
the energy needed to move the mass distribution in M1 to the mass distribution in M2 against
the gravitational field in M2 ). This notion is well defined in a Newtonian context, but becomes
problematic in a general relativistic context because the Principle of Equivalence prevents a
pointwise identification of two distinct space times. In this sense, inequality (21) is a criterion
which uses ~ to define situations where the space-times are sufficiently indistinct that a pointwise
identification is possible, i.e. where the Principle of Equivalence breaks down. As discussed in
Section 8, this may have observable cosmological consequences
To illustrate these concepts (and to illustrate the role of the fractal structure of C), consider
a spin-1/2 particle fed into a measuring apparatus comprising three sequential Stern-Gerlach
(SG) devices (SG1 to SG3: Fig 7a). Let us assume the particle is emitted from the source at
time t0 and leaves SG1 at time t1 . If the particle is deflected ‘up’ by SG1 then it is detected by
A at time tA . If the particle is deflected ‘down’ by SG1 and ‘up’ by SG2 then it is detected by
B at time tB . Otherwise the particle is detected by either C or D at time tCD .
Let the symbol ‘a’ label a space-time in which a particle is emitted by the source at t0 and
is deflected ‘up’ by SG1 and detected by A. Similarly, label a space-time in which a particle is
emitted by the source and is deflected ‘down’ by SG1 with the symbol ‘¬a’. It might be thought
that the trajectories associated with these two space-times will have diverged sufficiently to be
characterised as distinct by t1 . However, this is not the case if (21) is used as the state-space
metric characterising distinctiveness. Rather, the divergence between these two space-times is
only significant - in the sense that inequality (21) breaks down - when in one of the space-times
the particle has entered A and disturbed the motion of the many particles which comprise A,
and in the other space-time the particle is deflected ‘down’ by SG1. That is,
Z t1 Z tA
EG (a, ¬a)dt < O(~); EG (a, ¬a)dt ≮ O(~) (22)
t0 t0
Similarly, let the symbol ‘b’ label a space-time in which the particle is emitted by the source
and is deflected ‘up’ by SG2 and detected by B; ‘¬b’ labels a space-time in which the particle is
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18 T.N.Palmer
a)
A
SG1 B
SG2 D
SG3
C
b)
a b d
c
abcd
c)
a a b d
c
bcd
d)
a a b d
c
b
bcd
cd
e)
a a b d
b c
bcd
c
cd
d
emitted by the source and is deflected ‘down’ by SG2. Based on the same estimates, we have
Z tA Z tB
EG (b, ¬b)dt < O(~); EG (b, ¬b)dt ≮ O(~) (23)
t0 t0
Finally, let ‘c’ label a space-time in which the particle is emitted by the source and is deflected
‘up’ by SG3 and detected by C, and ‘d’ label a space-time in which the particle is emitted by
the source and is deflected ‘down’ by SG3 and detected by D. Then
Z tB Z tCD
EG (c, d)dt < O(~); EG (c, d)dt ≮ O(~) (24)
t0 t0
Fig 7b-e illustrates the state-space trajectories associated with these space-times on C × R at
different levels of approximation. As shown in Fig 7b, an interval of the approximation Ck−1 (t0 )
of C(t0 ) is too coarse to be able to distinguish between the ‘a’, ‘b’, ‘c’ and ‘d’ trajectories at
initial time. Hence an interval is labelled with the single composite ‘abcd’ label. At this level the
corresponding trajectory appears as a single trajectory which subsequently splits (reminiscent
of the many-worlds interpretation, discussed in more detail below!).
However, by zooming into the finer-scale approximations of C(t0 ), the a, b, c and d tra-
jectories can start to be distinguished and any sense that the trajectories are splitting non-
deterministically can be seen to be illusory. In Fig 7c we have zoomed in to the Ck0 level of C.
This allows us to distinguish the ‘a’-labelled trajectories from the ‘¬a’-labelled trajectories (the
latter comprising the ‘b’, ‘c’ and ‘d’ trajectories). In Fig 7d we have zoomed in further, to the
Ck1 level. This allows us to separate the ‘¬a’ trajectories in Fig 7c into those labelled ‘b’ and ¬b
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Contemporary Physics 19
(the latter comprising ‘c’ and ‘d’ trajectories). Finally, in Fig 7e we have zoomed in further to
Ck2 . This allows us to separate the trajectories labelled ‘¬b’ in Fig 7d into those labelled ‘c’ and
‘d’.
Now in any particular experiment with such sequential SG devices, the fraction of occurrences
that the detectors A, B, C and D register particles depends on the orientation of the devices
SG1-SG3. The next stage in the construction is to relate these orientations with the frequency
of occurrence of the labels a and ¬a on Ck0 , of b and ¬b on Ck1 , and of c and d on Ck2 . As
discussed in Section 6.1, these frequencies are functions of the groupings to which the intervals
belong, (16), and relate to the parameter α in the quaternion operators Eαβ .
Here we are now in a position to discuss the emergence from invariant set theory of one of the
key properties of quantum physics: existence of incompatible observables. This will lead directly
to the nullification of the Bell Theorem.
20 T.N.Palmer
a) b)
p p
φ θ
φ
p´ p´
p´´ p´´
Figure 8. The symbolic sequences Eβα (aaa . . . a) represented by ‘dyadic rational points’ on the sphere, relative to two polar
orientations p and p′ . The granularity of the rational points of the sphere make a) and b) incommensurate. For example,
using simple number theory (see Appendix C) it can easily be shown that p′′ is a dyadic rational point in b) but not in a).
This is consistent with the notion of incompatible observables in quantum theory, and allows invariant set theory to evade
the Bell Theorem, despite being deterministic and locally causal.
the non-commutativity of operators in quantum theory. Fortunately for invariant set theory,
simple number theory can be used to establish that p′′ is not available to Alice. To see this, note
in Fig 8b that cos θp′ p′′ must be dyadic rational. Let 0 < φ = θp′ p′′ < π/2 as in Fig 8a. Then, from
the theorem in Appendix C, φ cannot be a dyadic rational multiple of π if cos φ is dyadic rational.
Since p′′ is not a dyadic rational point relative to p it is therefore not a possible choice for Alice.
In other words, measurements relative to p′ and p′′ are not possible simultaneous measurements.
Alice has all the choices in the world - effectively a dense set of orientations on the sphere. But
this is not quite the same as saying her choices constitute a continuum. In practice, N is a finite
number. However, if the results above hold in the limit N → ∞, they will certainly hold when N
is finite. It is the ‘granularity’ of the rational points, the fact that Eβ (aaa . . . a) does not depend
continuously on β and the nonlinearity of the cosine function, that produces this indeterminacy.
It is well known that in quantum theory the impossibility of making simultaneous measure-
ments (for non-commuting observables) lies at the heart of Heisenberg’s Uncertainty Principle.
In this paper, by focussing on qubit physics, it is not possible to derive the traditional ‘position-
momentum’ uncertainty relations for non-commuting observables with continuous spectra; to do
this would require analysis of systems described by multiple bit strings. This will be discussed
elsewhere. However, it is conjectured here that such uncertainty relations are founded on the
type of indeterminacy discussed in this Section. It is interesting to note that, in his early papers,
Heisenberg refers to the Uncertainty Principle by the expression ‘Das Unbestimmtheitsprinzip’
- the Indeterminacy Principle. From the invariant set perspective, this latter name seems the
more appropriate.
Contemporary Physics 21
relative angles θab for which the triple (â, b̂, λ) corresponds to a state of physical reality, is the
set where cos θab is describable by N bits and hence is dyadic rational, c.f. Section 6.
In assessing whether invariant set theory is constrained by the Bell inequality (8), consider
three points a, b and c on the unit sphere corresponding to the three (measurement) directions
â, b̂ and ĉ in (8) and defining a spherical triangle △abc. If we fix â as the North Pole of
the sphere, then (â, b̂, λ) and (â, ĉ, λ) correspond to states on IU providing the cosine of the
colatitudes of b and c are describable by N bits. So far so good. But for invariant set theory
to be constrained by the Bell inequality (8), the third triple (b̂, ĉ, λ) must also correspond to a
state on IU . This implies that cos θbc must also be dyadic rational. However, by the cosine rule
for spherical triangles
cos θbc = cos θab cos θac + sin θab sin θac cos φ (25)
where φ is the angle subtended by the two great circles of △abc at a. Now the first term on
the right hand side of (25) is dyadic rational by definition. However, by (20), φ/π must also be
dyadic rational and by the discussion in Section 7.1 and Appendix C, no 0 < φ < π/2, cos φ
can be dyadic rational. Hence cos θbc cannot be dyadic rational. (We may wish to consider a
physical situation where a, b and c are approximately collinear. In this case φ will be small, but
with vanishing probability for large enough N cannot be precisely 0.) Similar arguments can be
made with the North Pole at b or c. In every case it is impossible for all three correlations in
the Bell inequality to be simultaneously defined, no matter how large is N . Hence, consistent
with a partial violation of the measurement independence postulate, invariant set theory is not
constrained by the Bell inequality, determinism and causality notwithstanding. This argument
extends to the CHSH version of the Bell inequality, but this extension will be discussed elsewhere
for lack of space. Moreover, the argument here is reminiscent of the finite-precision loophole
put forward by Meyer [32] to nullify the Kochen-Specker theorem (indeed, invariant set theory
provides a physical model for this loophole).
Since it is impossible to simultaneously define all three correlations, one might ask how invari-
ant set theory could predict that the Bell inequality will actually be violated experimentally (and
where the three correlations are each well defined)? To discuss this point, it is necessary to note
that when an experiment is performed to test the Bell (or CHSH) inequality, a sub-experiment
has to be performed to estimate each individual correlation. That is to say, in an experimental
test of (8), the experimentally correlations can be written
X
CorrΛ1 (â, b̂) = A(â, λ)B(b̂, λ) = − cos θab
Λ1
X
CorrΛ2 (â, ĉ) = A(â, λ)B(ĉ, λ) = − cos θac
Λ2
X
CorrΛ3 (b̂, ĉ′ ) = A(b̂, λ)B(ĉ′ , λ) = − cos θbc′ (26)
Λ3
where Λ1 6= Λ2 6= Λ3 are finite disjoint spaces of hidden variables, each large enough that
the correlation estimates are statistically significant. Now, for experiments to estimate these
correlations to be physically realisable (ie are associated with points on IU ), then all of cos θab ,
cos θac and cos θbc′ must be dyadic rational. However, crucially (by the discussion above) c′
cannot equal c precisely because we know from the argument above that cos θbc is not dyadic
rational. However, because 2π/N is smaller than the assumed angular resolution of the measuring
instruments, it is possible for the experimenter to ensure that c′ ≈ c to within the finite-precision
accuracy of the measuring apparatuses.
Since c′ and c can be made as close as one likes on the sphere with large enough N , is it not
possible to use ‘epsilon-delta’ arguments to approximate the bit string at c by the bit string
March 26, 2014 0:25 Contemporary Physics Palmer˙Sciama˙Rev˙2f
22 T.N.Palmer
at c′ , the error of the approximation going to zero as N → ∞? No! The reason (as mentioned
above) is that the bit strings do not vary continuously with respect to the phase angle φ, as
can be seen from the construction described in Appendix B. The crucial point here is that
an experimenter, by measuring correlations with respect to θab , θac and θbc′ might think she
has actually measured correlations with respect to θab , θac and θbc . If the bit strings varied
continuously with respect to φ this would be a correct assumption. However, they don’t vary
continuously and so the assumption is invalid. (Although the bit strings themselves do not vary
continously, the probabilities associated with these bit strings do vary continuously. Hence the
argument put forward by Mermin [31] against Meyer’s finite-precision construction [32] is not
valid here.)
Whilst superdeterministic theories are counterfactually void, invariant set theory is instead
merely counterfactually incomplete. It is on the one hand complete enough to allow a natural
definition of probability and correlation, but is on the other hand incomplete enough to allow a
partial violation of the measurement independence postulate sufficient to nullify the Bell inequal-
ity. This notion of counterfactual incompleteness can be used to resolve other famous conceptual
conundrums in quantum physics. Consider the two-slit experiment. The observed diffraction
structure when particles are allowed to travel through either slit without detection seems logi-
cally inconsistent with the realistic notion that these same particles must have travelled either
through one slit or the other. If the slits are far enough apart, this seems causally inconsistent
too. However, in an actual situation where both slits are open and a particular particle (labelled
by λ) travels though one of the slits (open, open, λ), a counterfactual world in which that same
particle travelled through the same slit, but the other slit was closed off (open, closed, λ), would
lie off IU and hence would not correspond to a state of physical reality. The actual proximity of
one slit to the other is irrelevant to this argument. Hence the cosmological invariant set postulate
allows one of the most iconic of quantum observations to be explained in a perfectly causal and
realistic way.
If invariant set theory is correct, then quantum theory should not be considered a fundamental
theory of physics, but rather is the singular limit of a deeper theory based on state-space ge-
ometry. Five lines of evidence from this study suggest that this deeper theory is fundamentally
gravitational in character.
• IU is presumed to be the invariant set of a self-contained self-gravitating system: the universe.
• Like general relativity, invariant set theory assumes the primacy of geometry in determining
dynamical evolution.
• As discussed in Section 6.3, the symbolic representation of the invariant set IU is consistent
with the notion of gravitational distinctness.
• As discussed in Section 4, the zero-volume nature of IU has been linked to state-space conver-
gence at space-time singularities (with the corresponding cosmological-scale forcing associated
with the positive cosmological constant).
• As discussed in Section 6.1, the determination of the energy (=~ω) of a particle from the di-
vergence of neighbouring trajectories on IU is analogous to the way in which the kinetic energy
of a test particle is determined by the equation for geodesic deviation in general relativity.
This in turn suggests that conventional approaches to the unification of gravity with the other
forces of nature are misguided. These standard approaches take as fundamental the axioms
(and more particularly the Ansätze) of quantum field theory, applying them to some putative
lagrangian which includes gravity (cf the second sentence of the Penrose quote in Section 1).
However, based on the analysis presented here, this approach may be putting the cart before
the horse - the cart being quantum theory and the horse gravitation theory. Rather than trying
to formulate a ‘quantum theory of gravity’, perhaps we should instead, as invariant set theory
March 26, 2014 0:25 Contemporary Physics Palmer˙Sciama˙Rev˙2f
Contemporary Physics 23
attempts, be trying to formulate a ‘gravitational theory of the quantum’. Below we discuss three
consequences of this volte face: black hole information loss, vacuum energy and detection of
gravitons.
There are some profound enigmas reconciling black holes, information and the foundations
of physics, which some consider to lie at the heart of the difficulty in formulating a consistent
theory of quantum gravity. Indeed this problem has been described as threatening to overthrow
the current foundations of physics, and as posing a crisis with similarities to the classical crises
which led to the development of quantum theory itself [20]. Invariant set theory provides a novel
solution to this foundational crisis.
The notion of information, like entropy, is not a primary concept in standard theoretical
physics, but rather derives from Boltzmann’s concept of coarse-grained variations of microstates
defined over volumes in state space (i.e. the full-volume Euclidean space in which the measure-
zero invariant set IU is embedded). Penrose [42] [43] argues that black-hole information loss can
be interpreted in terms of state-space convergence (in this full volume Euclidean space) associated
with space-time singularities. Others argue that if unitarity is violated in black-holes, it will be
violated everywhere [48] - conservation of probability can never be guaranteed. This is one aspect
of the ‘crisis’ referred to above. By contrast, as discussed in Section 6, conservation of probability
is not violated by evolution on IU . Rather it is violated by mathematical transformations which
take states on IU to physically unrealisable counterfactual states in the embedding space off
IU . This is relevant to the discussion about information loss. More specifically, there can be no
physical information loss in invariant set theory because states of physical reality are undefined
in the embedding Euclidean space off IU . Put another way, the notion of information loss in
the (full-volume) Boltzmannian sense can exist peaceably with the cosmological invariant set
postulate where there is no physical information loss. The argument here is quite similar to
that for the Bell Theorem. As discussed in Section 7.2, invariant set theory is not constrained
by Bell’s inequality because Bell’s inequality necessarily requires us to consider states off the
invariant set, and in invariant set theory, these states are undefined. Hence the Bell inequality
defined by states off the invariant set can exist peaceably with local causality (and determinism)
on the invariant set. This whole discussion can be broadened to include the relationship between
invariant set theory and the second law of thermodynamics; this will be done elsewhere. In short,
whilst the black-hole information paradox may well pose a crisis for conventional approaches to
quantum gravity, it is not problematic for invariant set theory where geometry and hence gravity
are primary concepts.
Let us now briefly mention another consequence of invariant set theory The > 100 orders of
magnitude discrepancy between quantum field theoretic estimates of the cosmological constant
and the observed value is well known. Zero-point vacuum fluctuations are constrained by the
Heisenberg energy-time uncertainty principle. According to the discussion in Section 6.3, two
space-times M1 and M2 which differ solely in terms of such miniscule vacuum fluctuations
would be deemed indistinct according to criterion (21). As such, in invariant set theory, such
minimal fluctuations in space time would not be gravitationally coupled and would therefore not
contribute to the cosmological constant. Rather, as mentioned in Section 4, large-scale forcing
can be associated with the repulsive cosmological constant, whilst small-scale irreversibility can
be associated with Planck-scale state-space trajectory convergence. Just as with other multi-
scale systems (such as the turbulent Navier-Stokes equations), these large-scale and small-scale
forcings must be in some overall balance in order that IU is structurally stable. For example,
too much state space convergence (or too weak large-scale forcing) and IU could not be fractal,
but would rather collapse to a limit cycle or fixed point. Too much large-scale forcing (or too
weak small-scale convergence) and U would not be confined to a compact set in state space.
Since the Planck-scale state-space trajectory convergence is largely determined by the amount
of dark matter in the universe, then the existence of a structurally stable fractal IU (from which
quantum physics can be emergent) implies some close balance between dark matter and dark
energy, of a type not hitherto considered. The possible insights that invariant set theory may
March 26, 2014 0:25 Contemporary Physics Palmer˙Sciama˙Rev˙2f
24 T.N.Palmer
How does invariant set theory compare with other models of quantum physics? These days, a
standard model for quantum measurement is provided by the notion of decoherence, where state
evolution is strictly unitary at all times (cf the first two columns of Table 2). Consistent with
this, the notion of a superposed state is fundamental and irreducible. An alternative to standard
quantum theory is provided by appending collapse models to Schrödinger evolution during the
measurement process [38]. Hence, in these models, unitary evolution breaks down during the
measurement process. A key motivation for such models is that after measurement, the system
is no longer in a superposed state. Although time evolution is not unitary in a quantum theory
with explicit collapse, all counterfactual transformations of the type discussed above continue
to be describable by unitary operators acting on the quantum state vector (cf third and fourth
columns of Table 2). Often, these collapse models (e.g. the ‘Objective Reduction’ model of
Penrose [41]) have their physical basis in gravitation theory.
Invariant set theory provides a ‘third way’. Like quantum theory with collapse, invariant
set theory assumes an objectively realistic macroscopic world. However, invariant set theory is
realistic on the microscale too. In invariant set theory, the notion of unitarity is defined through
the quaternion operators Eβ . For example, as shown in Appendix B, Eβ can be represented as
unitary matrices, i.e. where Eβ E∗β = id and E∗β is the matrix transpose of Eβ with all occurrences
of the permutation/negation operator i replaced by −i. In invariant set theory, as in decoherent
quantum theory, real-world evolution from preparation to measurement is described by these
unitary operators. On the other hand, as we have discussed above, unitarity breaks down in
invariant set theory in considering transformations to certain unphysical counterfactual worlds
off the invariant set (see fifth and sixth columns of Table 2).
It is worth commenting on relationships between invariant set theory and yet other approaches
to quantum theory. For example, the de Broglie-Bohm interpretation is also a deterministic ap-
proach to quantum physics [9], but is explicitly non-local. This non-locality is manifest in the
so-called quantum potential Q acting in configuration space. Relative to invariant set theory, the
March 26, 2014 0:25 Contemporary Physics Palmer˙Sciama˙Rev˙2f
Contemporary Physics 25
10. Conclusions
In this paper a physical postulate has been introduced which provides some new perspectives
firstly on determinism and causality in fundamental physics, and secondly on the programme
to unify gravitation and quantum physics. The ‘cosmological invariant set postulate’ states that
the universe U is evolving on a measure-zero fractal invariant set IU in its state space. It is
motivated by recent advances in observational and theoretical cosmology, and by the state space
geometry of certain nonlinear dynamical systems.
To summarise what has been achieved, let us return to Fig 1. Least importantly perhaps, the
analysis in this paper makes clear that the notion of chaos can be formulated in a perfectly
relativistic manner (bottom edge of triangle). In particular, a relativistic definition of chaos
should be based on geometric properties of the corresponding invariant set, such as its fractional
dimension, rather than non relativistic concepts such as Lyapunov exponent (see also [13]).
More importantly, by constructing a symbolic representation of IU using permutation/negation
representations of complex numbers, we can account for many of the conceptual conundrums
of quantum theory within a purely deterministic and locally causal framework (right hand edge
of triangle). In particular, the experimental violation of Bell inequalities is ascribable to the
non-trivial measure-zero structure of the perfectly causal set IU in state space, and not to any
breakdown of determinism or local causality in space-time. The analysis has suggested that the
complex Hilbert Space of quantum theory can be treated as the singular limit of probabilistic
descriptions of the symbolic representation of IU . Most importantly, perhaps, this has suggested
a new approach to the unification of gravitation theory and quantum theory, where the quantum
cart is not put before the gravitational horse (left hand edge of triangle). This has led to novel
speculations about the nature of the dark universe and to the physical status of the graviton.
Of course, there is still much to be achieved. The discussion in this paper has been entirely
in terms of individual and entangled qubits. The extension of invariant set theory to observ-
ables with continuous spectra, hence position and momentum, is currently being development.
March 26, 2014 0:25 Contemporary Physics Palmer˙Sciama˙Rev˙2f
26 REFERENCES
In addition, although we have discussed how differences between the classical Liouville equation
and the Schrödinger equation (i, ~ and the Hilbert Space) can be explained in a causal and
deterministic framework, a specific ‘invariant set’ alternative to the Schrödinger equation (or
the relativistic Dirac equation) has not been proposed. A key variable in such an equation is
the invariant measure µ of IU . However, this immediately raises the question of what mathe-
matical framework would be needed to describe an evolution equation based on such a singular
variable. For example, µ is much too irregular to be treated using the conventional calculus. As
discussed above, the mathematics of non-commutative geometry may be needed, not because
fractal geometry is itself non-commutative, but because the mathematical structures which arise
in non-commutative geometry (e.g. spectral triples) are powerful enough to also treat commuta-
tive singular spaces of the type discussed here [12] [28] [22]. Indeed, based on this, one can begin
to understand how non-singular but non-commutative variables - generic quantum observables
- arise naturally in a description of the singular but commutative properties of µ.
In conclusion, motivated by Ed Lorenz’s great contributions to the field of nonlinear dynamics
and the physical insights of Roger Penrose concerning the nature of quantum physics and rela-
tivistic cosmology, the elements of a theory have been developed, based not on the calculus of
fields in space-time, but instead on measure-zero geometry in state space. This geometry links
to some of the deepest theories of 20th Century mathematics, not least Gödel’s incompleteness
theorem. Invariant set theory attempts to extend Einstein’s great insight about the primacy
of geometry in fundamental physics. Perhaps fittingly, this theory not only strongly supports
Einstein’s beliefs about the deterministic causal nature of reality (no dice, no spooky action),
it also suggest that the quantum world is profoundly subservient to the geometric phenomenon
we call gravity, and without incorporating this into out theories of fundamental physics, we will
never satisfactorily unify gravity and quantum theory.
Acknowledgements
My thanks to Dr Irene Moroz for Fig 2, and to Drs Andreas Döring, Lucien Hardy, Adrian
Kent, Terry Rudolph, Antje Weisheimer and anonymous referees for very useful discussions and
correspondence.
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(N ) (N )
Let Ck comprise 2N (2N +1) copies of Ck−1 , each copy reduced by a factor 1/[22N (2N +1)]. The
fractal (similarity) dimension of C (N ) is therefore equal to log[2N (2N +1)]/ log[22N (2N +1)] ≈ 2/3
(N )
for large N . Consider two realisation of C (N ) . In particular, Ck (ti ) comprises 2N + 1 uniformly
(N )
spaced groupings of 2N intervals. If an interval of Ck−1 has unit length, the width of a grouping
(N )
of Ck (ti ) is 1/[2N −1 (2N + 1)] i.e. O(2−2N ), whilst the gap between groupings has length
(N )
1/2N − 1/2N −1 i.e. O(2−N ). Hence, as illustrated in Table 2, for large N Ck (ti ) has the
superficial appearance of a dense set of uniformly-spaced ‘points’ (though on sufficient ‘zooming’,
all of these ‘points’ can be seen to be groupings of intervals that contain further structure). By
(N )
contrast, the highly lacunar Ck (tf ) always comprises just 2 groupings, each of 2N −1 (2N + 1)
(N )
intervals. Whilst the width of a grouping of Ck (tf ) is 1/2N , the gap between the two groupings
(N )
has length 1 − 1/2N −1 , i.e. O(1). Hence for large N , Ck (tf ) appears superficially to comprise
just two ‘points’.
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28 REFERENCES
The quaternions E0 , E1 , E2 defined in Section 6.1 (see (14)) can be written as 22 × 22 matrices
i i 1
E0 = ; E1 = ; E2 =
i −i −1
Using the notion of self-similarity, the operators {E0 , E1 } can in turn be used as block matrix
elements to generate the four 23 × 23 square-root-of-minus-one operators.
E0 E1
E00 = ; E01 =
E0 E1
E0 E1
E10 = ; E11 =
−E0 −E1
REFERENCES 29
Continuing in this way, sets of independent quaternions can be generated, associated with square
matrices whose order equals N , where N is any power of 2. If we insert a radix point after the first
digit in each of the subscript sequences above, then the ordered set of independent quaternion
operators can be written as {Eβ } where 0 ≤ β < 2 is a dyadic rational number which can be
described by N − 1 bits. If we include the negations −Eβ in {Eβ }, then 0 ≤ β < 4 is a dyadic
rational which can be described by N bits.
Let Ēβ denote 2N ×2N block diagonal matrix containing 2N /N copies of Eβ . Repeatedly using
the fact that for any matrix A,
A 1 1
=
A A A
we can define Ēαβ where α is a dyadic rational number which, like β, can be described by N bits.
See [37] for details. The overbar is dropped in the main text above.
Appendix C. When does the cosine of a rational angle give a rational number?
Theorem[27]. Let 0 < φ < π/2 and φ/π ∈ Q2 , the space of dyadic rationals. Then cos φ ∈ / Q.
We derive a reductio ad absurdum. Assume that cos φ = a/b is rational, where a, b ∈ Z, b 6= 0
have no common factors. Using the identity 2 cos 2φ = (2 cos φ)2 − 2 we have
a2 − 2b2
2 cos 2φ = (C1)
b2
Now a2 − 2b2 and b2 have no common factors, since if p were a prime number dividing both, then
p|b2 =⇒ p|b and p|(a2 − 2b2 ) =⇒ p|a, a contradiction. Hence if b 6= ±1, then the denominators
in 2 cos φ, 2 cos 2φ, 2 cos 4φ, 2 cos 8φ . . . get bigger and bigger without limit. On the other hand,
with 0 < φ/π < 1/2 ∈ Q, then φ/π = m/n where m, n ∈ Z have no common factors. This implies
that the sequence (2 cos 2k φ)k∈N admits at most n values. Hence we have a contradiction. Hence
b = ±1 and cos φ = 0, ±1/2, ±1. No 0 < φ < π/2 with φ/π ∈ Q2 has cos φ with these values.