62                                    M. Serra, J. Vétel and G.
Haller
                                                                                                                ∇ · f = 0. Lagrangian spiking point:            (sp , 0)
                                                                                               Steady          Time-periodic: f (z, t + Tp ) = f (z, t)                Temporally aperiodic
                                                                                                                            T = nTp , n ∈ N+
                                                                                                                 Z t0 +Tp                                      Z t0 +T
                                                                                                                               vsssηη (sp , 0, t) dt = 0                    vsssηη (sp , 0, t) dt = 0
                                                                                                                 
                                                                                                                                                               
                                                                                                                                                                
                                                                                                                
                                                                                                                                                               
                                                                                                                                                                
                                                                                      vsssηη (sp , 0) = 0       Zt0t0 +Tp                                     Zt0t0 +T
                                                                                                                 
                                                                                                                                                               
                                                                                                                                                                
                                                                                                                                                              
                                                                                        vssssηη (sp , 0) > 0                   vssssηη (sp , 0, t) dt > 0                   vssssηη (sp , 0, t) dt > 0
                                                                                      v (s , 0) < 0
                                                                                                                
                                                                                                                    t0                                         
                                                                                                                                                                  t0
                                                                                         ssηη p                  
                                                                                                                  Z    t0 +Tp
                                                                                                                                                                
                                                                                                                                                                 Z   t0 +T
                                                                                                                               vssηη (sp , 0, t) dt < 0                     vssηη (sp , 0, t) dt < 0
                                                                                                                 
                                                                                                                                                               
                                                                                                                                                                
                                                                                                                 
                                                                                                                                                               
                                                                                                                                                                
                                                                                                                       t0                                           t0
                                                                                      TABLE 4. The same as the right column of table 2, but expressed in terms of averaged
                                                                                                                      Eulerian quantities.
                                                                                      P ROPOSITION 2. Over the finite time interval [t0 , t0 + T], we have the following.
                                                                                       (i) The initial position B (t0 ) of the Lagrangian backbone of separation can be
                                                                                           computed as the set of points s ∈ [s1 , s2 ], η ∈ [0, η1 ],
                                                                                                                          
                                                                                                                          ∂s κ t0 (s, η) = 0, η ∈ (0, η1 ],
                                                                                                                                 t0 +T
                                                                                                                          
                                                                                                                          ∂ κ t0 +T (s, η) < 0, η ∈ (0, η ],
                                                                                                                          
                                                                                                                             ss t0                           1
                                                                                                               B (t0 ) :=                                          (4.6)
                                                                                                                           κ
                                                                                                                           t0
                                                                                                                          
                                                                                                                              t0 +T
                                                                                                                                     (s, η) > 0,  η  ∈ (0, η 1 ],
                                                                                                                          (s , η),
                                                                                                                          
                                                                                                                                                  η = 0.
                                                                                                                                      p
                                                                                            The Lagrangian spiking point (sp , 0) can be computed in terms of Lagrangian
                                                                                            quantities using the formulae in table 2, in terms of averaged Eulerian quantities
                                                                                            using the formulae in tables 3 and 4, or as the intersection of B (t0 ) with the
                                                                                            no-slip boundary (cf. (4.5)).
                                                                                       (ii) Later positions B (t) of the Lagrangian backbone of separation can be computed
                                                                                            as B (t) = Ftt0 (B (t0 )), t ∈ [t0 , t0 + T].
                                                                                      (iii) The Lagrangian spiking point (sp , 0)
https://doi.org/10.1017/jfm.2018.206 Published online by Cambridge University Press
                                                                                                 Steady flow                Time-periodic flow: f(z, t + Tp ) = f(z, t)       Aperiodic flow
                                                                                                   is fixed                      if T = nTp , n ∈ N+ , is fixed                   moves
                                                                                           and independent of t0 , T               and independent of t0 , n                depending on t0 , T.
                                                                                         By Proposition 1, the Lagrangian backbone of separation is objective. Although the
                                                                                      analytic formulae in tables 3 and 4 involve higher derivatives of the velocity field, the
                                                                                      spiking point can also be identified as the intersection of B (t0 ) with the wall (cf. (4.5))
                                                                                      with low numerical effort.
                                                                                         While our main interest is to capture the birth of material spikes, in appendix D.3,
                                                                                      we also derive explicit formulae for the asymptotic (T → ∞) mean location of the
                                                                                      Lagrangian spiking point in the case of general unsteady velocity fields that admit a
                                                                                      finite asymptotic mean, such as periodic and quasiperiodic velocity fields. The latter
                                                                                      is relevant for several separation problems, such as separation behind a cylinder or a
                                                                                      backward facing step, which admit a finite number of dominant frequencies in their
                                                                                      Fourier spectra. In these flows, we find that the asymptotic Lagrangian spiking point
                                                                                      oscillates with respect to a well-defined mean position. We summarize these formulae