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The technical seminar report titled 'Digital Twins for Consumer Electronics' explores the application of digital twin technology in the consumer electronics industry, highlighting its benefits in product design, predictive maintenance, and sustainability. It discusses the integration of hardware, data collection, and security measures necessary for effective implementation, as well as the challenges faced. The report emphasizes the transformative potential of digital twins in enhancing product development and operational efficiency within the sector.

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0% found this document useful (0 votes)
16 views22 pages

TECHSEM

The technical seminar report titled 'Digital Twins for Consumer Electronics' explores the application of digital twin technology in the consumer electronics industry, highlighting its benefits in product design, predictive maintenance, and sustainability. It discusses the integration of hardware, data collection, and security measures necessary for effective implementation, as well as the challenges faced. The report emphasizes the transformative potential of digital twins in enhancing product development and operational efficiency within the sector.

Uploaded by

Shashanka
Copyright
© © All Rights Reserved
We take content rights seriously. If you suspect this is your content, claim it here.
Available Formats
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VISVESVARAYA TECHNOLOGICAL UNIVERSITY

BELAGAVI, KARNATAKA-590018

TECHNICAL SEMINAR REPORT


ON

“DIGITAL TWINS FOR CONSUMER ELECTRONICS”

Submitted in partial fulfilment of the requirements for the award of the degree of

BACHELOR OF ENGINEERING IN ELECTRONICS AND


COMMUNICATION

Submitted By
THEERTHALINGA Y E 4UB22EC405

Under the guidance of

Dr.Hanumanthappa S.N
Assistant Professor

2024-25

DEPARTMENT OF ELECTRONICS AND COMMUNICATION ENGINEERING

UNIVERSITY B.D.T COLLEGE OF ENGINEERING, DAVANAGERE-577004

Page | 1
UNIVERSITY B.D.T COLLEGE OF ENGINEERING
DEPARTMENT OF ELECTRONICS AND COMMUNICATIONENGINEERING

CERTIFICATE
This is to certify that Technical Seminar Report entitled “DIGITAL TWINS
FOR CONSUMER ELECTRONICS”has been sucessfully carried by
THEERTHALINGA Y E,4UB22EC405 Bonafide student of University B.D.T
College of Engineering in Electronics and Communication Engineering in
Visvesvaraya Technological University, Belgavi during academic 24-25
indicated for Internal Assessment have been incorporated in the report deposited
in the department library. Technical Seminar report has been approved as it
satisfies the academic respect of Technical Seminar report work prescribed for
the said degree.

Signature of the Guide Signature of the Coordinator


Dr.HANUMANTHAPPA S N Mrs. ASHA G M
Assistant Professor Ad-Hoc Assistant Professor
ECE dept ECE dept

Signature of theChairman
Dr. N Manja Naik
Chairman & Professor,
Department of ECE,
UBDTCE,Davanagere.

Page | 2
VISION AND MISSION OF THE COLLEGE:-
VISION: To be a center of Excellence in engineering education, technology and research with an emphasis
on regional and societal needs.

MISSION: To impart quality technical education through practice-based teaching learning process in the
present and emerging technological scenario.

DEPARTMENT VISION AND MISSION:-


M1: To impart excellence knowledge and enrich the problem solving skills in the field of Electronics and
Communication Engineering capable of contributing to the societal and industry needs.

M2: To implement holistic approach in curriculum and pedagogy through Industry, Integrated interaction
to meet the needs of real-life problems.

M3: To nurture students with knowledge, attitude and skills employability, entrepreneurship, research
potential and professionally ethical citizens.

PROGRAM EDUCATION OBJECTIVES (PEO):


PEO1: To apply the knowledge of mathematics and science to identify, Analyze and solve problems in
Electronics and Communication Engineering and develop electronics and communication systems to
meet the societal needs.

PEO2: To exhibit their innovative ideas and management skills to solve the day-to-day technical problems.
PEO3: To build leadership qualities, management skills, communication skills, moral values, team spirit,
research skills and lifelong learning ability there by bridging the gap between Academia and Industry.

PROGRAM SPECIFIC OUTCOMES: -


PSO1: Apply the fundamental concepts of Electronics and Communication Engineering to .design a
variety of components and systems for applications including signal and image processing,
communication, networking, embedded systems, VLSI, IoT, Machine learning.

PSO2: Select and apply cutting edge engineering hardware and software tools to solve Engineering
problems in real life applications.

Page | 3
ACKNOWLEDGEMENT

Consider it as a great privilege to express my gratitude and respect to all those who guided
and inspired me in the completion of this seminar. It is difficult for me to express my sense of
gratitude and appreciation for the help I have received in this endeavor. My effort here is a
feeble attempt to do so.

First of all, I acknowledge for the provision of the required infrastructure by my esteemed
University B D T College of Engineering, Department of Electronics and Communication
Engineering.

I would like to thank our head of the department Dr.Manjanaik N Chairman & Professor who stood
as a guiding spirit and lending guidance to achieve the aim with added zeal. I thank the seminar
coordinator Mrs Asha G M, Ad-Hoc Assistant Professor for his valuable suggestions and treasured
assistance throughout the preparation of the seminar.

My special thanks to Dr.Hanumanthappa S N Assistant Professor Guide, my project guide


for providing gall the inputs and corrections needed for the preparation of the report. Lastly, I
am thankful to my classmates, teaching and non-teaching staff and everyone who has helped
me directly or indirectly for the successful completion of the seminar.

Thank you All,

- Theerthalinga Y E

4UB22EC405

Page | 4
DECLARATION

I am students of VII Semester BE, in Electronics & Communication Engineering,


UniversityB.D.T. College of Engineering, Davanagere hereby declare that the of technical
seminar entitled”DIGITAL TWINS FOR CONSUMER ELECTRONICS” has been carried out
by us under the guidance of Dr.Hanumanthappa S N, for partial fulfillment of the requirements
for the award of Bachelor of Electronics & communication Engineering of the Visvesvaraya
Technological University, Belagavi during academic year 2024 -25.

PLACE :-DAVANAGERE -THEERTHALINGA Y E


DATE:-20/12/2024 4UB22EC405

Page | 5
TABLE OF CONTENTS

TITLE PAGE NO

1.ABSTRACT - 7

2.INTRODUCTION - 8

3.CONSUMER ELECTRONICS FOR DIGITAL TWIN - 9

4.DIGITAL TWIN FRAMEWORK FOR MANUFACTURING - 11

5.SMARTWATCH DESIGN AND DEVELOPMENT USING DIGITAL TWINS - 12

6.FUTURE SCOPE - 15

7.ADVANTAGES OF DIGITAL TWINS IN CONSUMER ELECTRONICS - 16

8.DISADVANTAGES OF DIGITAL TWINS - 18

9.APPLICATIONS - 18

10.CONCLUSION - 21

11.REFERENCE - 22

Page | 6
1. ABSTRACT:

Digital Twin(DT) is at the forefront of the Industry 4.0 revolution facilitated through
advanced data analytics and the Internet of Things (IoT) connectivity. With this research,
intend to explore the applications of digital twins in the consumer electronics(CE) industry.
This study delves into different realms within the consumer electronics sector to explore
how digital twin technology could be beneficial while considering the potential limitations.
Some CE fields that could benefit from digital twins include product design and
development, predictive maintenance, personalization, virtualuser manuals and training,
product performance optimization, remote support and troubleshooting, supply chain
optimization, and sustainability. This also focuses on various aspects of the crucial role
played by consumer electronics in implementing digital twins in the industry, including
hardware integration, data collection methods and establishing reliable connectivity,
software development, standards and interoperability, user experience and interaction design,
data security and privacy, and feedback-driven improvements. It also discusses challenges
like data accuracy, complexity, cost, limited scope of representation, data privacy and
security concerns, user engagement and adoption, and integration and compatibility issues
faced while implementing this technology. This paper explores the application of digital twin
technology in consumer electronics, focusing on its role in product design, predictive
maintenance, and real-time performance monitoring. It also highlights how digital twins
support sustainability goals by minimizing waste and energy consumption.Despite these
barriers, digital twins represent a revolutionary approach to innovation and operational
excellence in the consumer electronics domain.

Page | 7
2. INTRODUCTION:

Digital Twin technology has become a cornerstone of the Industry 4.0 revolution, bridging
the gap between the physical and digital worlds. A digital twin is a dynamic, virtual
representation of a physical product or system that evolves using real-time data and
advanced analytics. In the consumer electronics industry, where devices like smartphones,
smartwatches, and home appliances dominate, digital twins offer a groundbreaking approach
to design, production, and maintenance. By creating virtual replicas of physical devices,
manufacturers can simulate, analyze, and optimize every aspect of a product's lifecycle. This
technology facilitates faster product development, predictive maintenance, and real-time
performance monitoring. Moreover, it enables personalized user experiences by leveraging
data to tailor products to individual needs. The introduction of digital twins addresses critical
industry challenges such as rising customer expectations, the need for cost efficiency, and
sustainability goals. However, its adoption comes with hurdles, including high
implementation costs, integration complexities, and data privacy concerns. Despite these
challenges, digital twins are revolutionizing the consumer electronics sector, paving the way
for smarter, more efficient, and user-centric devices. In the rapidly evolving consumer
electronics industry, manufacturers are constantly challenged to innovate, meet high
customer expectations, and deliver reliable, cost-effective, and sustainable products. To
address these demands, Digital Twin technology has emerged as a transformative solution. A
digital twin is a dynamic, real-time virtual representation of a physical product, system, or
process, created using advanced tools such as IoT, simulation technologies, artificial
intelligence, and data analytics. In consumer electronics, digital twins enable the entire
lifecycle of a product—from ideation and design to production, operation, and even end-of-
life recycling—to be managed and optimized in a virtual environment.

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3. CONSUMER ELECTRONICS FOR DIGITAL TWINS:

In this section,describe how consumer electronics can aid the Digital Twin technology.

1.Hardware Integration

Data-driven techniques like machine learning, simulation, and predictive analysis form the
backbone of operations in digital twins. Consumer electronics manufacturers can ensure data
collection and connectivity by designing products with integrated hardware components. It is
possible to equip gadgets with sensors that record information vital to their functioning, such
as accelerometers, gyroscopes, and temperature sensors. The reliability of data is essential to
the success of data-driven strategies. A more accurate depiction of the physical product may
be attained by digital twins by optimizing these sensors to record highresolution data. By
having these features already implemented, manufacturers may streamline their data
collection processes and lay a firm groundwork for creating reliable digital twin
representations.

2.Data Collection and Connectivity

Consumer electronics companies can focus on enhancing data collection capabilities by


improving the accuracy and scope of the data captured from their devices. This includes
installing advanced sensors that offer precise measurements and dependable data. An
illustrative example would be a fitness tracker equipped with advanced algorithms and heart
rate sensors that effectively filter out disruptive noise while delivering accurate readings.
Furthermore, manufacturers can opt for seamless connectivity options like Bluetooth Low
Energy or Wi-Fi in order for devices to convey data to the cloud or other connected systems
for further analysis. The state and usage of the physical product are provided with timely and
accurate information through reliable data collection and connectivity for the digital twin.

Standards and Interoperability The establishment of standards and protocols for seamless
integration and interoperability of digital twins is ignificantly influenced by consumer
electronics manufacturers. By partnering with industry collaborators and standardaisation
organization, they are actively involved in defining shared frameworks and protocols that
form the foundation of this groundbreaking technology. Standardization initiatives
allowmanufacturers to facilitate easy communication and synchronization between various
devices, platforms, and systems with their digital twin counterparts.

Page | 9
3.Data Security and Privacy

Consumer electronics manufacturers shoulder a significant responsibility in safeguarding the


security and privacy of data derived from digital twins. It is imperative for them to institute
stringent security measures that shield the data generated by these digital counterparts,
employing robust encryption and authentication mechanisms. Furthermore, manufacturers
should invest in cybersecurity measures and conduct regular vulnerability assessments to
fortify the integrity and confidentiality of data exchanged between physical products and
their digital twins. By upholding these commitments, manufacturers actively promote a
secure and privacy respecting environment, enhancing the overall trust and reliability
associated with digital twin application.

4.Feedback and Iterative Improvements

Consumer electronics manufacturers are aware of the need of actively seeking out user input
as a stimulus for continuous improvement in their digital twin products. They provide
platforms for gathering feedback, such as user surveys, customer support exchanges, and
active online communities. By attentively listening to their customers and meticulously
analyzing usage patterns, manufacturers gain invaluable insights into the strengths and
weaknesses of their digital twin solutions. This invaluable feedbackdriven approach
becomes the cornerstone for iterative improvements, allowing manufacturers to refine
functionalities, address user pain points, and elevate the overall performance and value of
their digital twin offerings. Through their commitment to customer centric feedback-driven
innovation, consumer electronics manufacturers pave the way for a future where digital twin
experiences continually evolve, empowering users and revolutionizing the industry.

Page | 10
4.Digital Twin Framework for Smart Manufacturing :

Figure.1: Digital twin framework for smart manufacturing

Digital Twin Framework for Smart Manufacturing, which is integral to virtual design and
physical implementation processes, especially in industries like consumer electronics. Here's
the explanation as it relates to digital twins

Framework Components:

1. Virtual Design (Top Section):

This phase involves iterative processes using virtual models to evaluate and optimize
product designs at multiple levels:

• Unit Level: Initial designs (#1 to #4) are created and tested against specific KPIs
(Key Performance Indicators).

• System Level: These designs are further evaluated as part of a larger system to ensure
they meet broader performance criteria.

• CPS Level (Cyber-Physical System Level): Designs are integrated with digital
systems and real-time simulations to assess their functionality in connected
environments.

• Business Level: Final designs are aligned with business goals, ensuring they meet
customer needs and market demands.

2. Physical Implementation (Bottom Section):

Once the virtual design satisfies all KPIs, it transitions to the physical implementation phase:

Page | 11
• Unit Level: Optimized designs are physically manufactured.
• System Level: Integration of individual units into a functional system.
• CPS Level: The product is integrated into smart manufacturing ecosystems for real-
time monitoring and optimization.

• Business Level: Workshop integration ensures alignment with overall business


operations.

Process Flow:

Input: Historical data and optimized KPIs guide the iterative virtual design process.

Output: The best design, selected after meeting all KPI benchmarks, moves to
manufacturing.

Feedback Loop: An iterative process ensures constant refinement until the most efficient
design is achieved.

Relevance to Consumer Electronics:

In consumer electronics, this framework can be used to:

1. Design Smart Devices: Iteratively refine product designs (e.g., smartwatches,


smartphones) for optimal performance and user satisfaction.

2. Evaluate System Integration: Test how devices interact within IoT ecosystems.

Page | 12
One Example for Digital twins for consumer Electronics:

5.Smartwatch Design and Development Using Digital Twins:

Figure.2: Smart watch using Digital twin technology

Digital twins streamline the design and development process for smartwatches, enabling
manufacturers to enhance their functionality, durability, and user experience efficiently.

Steps in Smartwatch Development

1.Creation of the Virtual Model

A digital twin of the smartwatch is created using advanced CAD software. It replicates the
physical structure, components (like display, sensors, battery), and functionalities (like
fitness tracking, connectivity).

2. Simulation and Testing

Performance Tests: Simulate scenarios like heavy app usage to optimize battery life.

Durability Tests: Assess water resistance by simulating different pressures and immersion
depths.

Environmental Tests: Analyze how the smartwatch performs in extreme conditions, such as
high heat or cold.

3. Data Analysis:-The simulation data is analyzed to detect potential weaknesses, such as


battery overheating or sensor inaccuracies. Insights help refine designs to improve
performance and reliability.

Page | 13
4. Iteration and Optimization

Design refinements are made in the digital twin based on test results.

Iterations may involve:

• Adjusting internal layouts for better heat dissipation.


• Enhancing sensor placement for improved accuracy.
• Redesigning external materials for durability and aesthetics.

5.Transition to Production

Once the smartwatch design passes all virtual tests, the optimized digital twin guides the
manufacturing process. Ensures that the physical product aligns precisely with the tested
digital model.

Benefits of Using Digital Twins in Smartwatch Development

• Reduced Costs: Saves on physical prototyping and testing expenses.


• Faster Time-to-Market: Accelerates the design phase through virtual iterations.
• Enhanced Reliability: Ensures that the smartwatch meets performance, durability,
and user-experience expectations.

• Sustainability: Minimizes waste by refining designs virtually before production.

Example in Action

A smartwatch manufacturer might simulate real-world usage scenarios, such as:

• Fitness Tracking Accuracy: Virtual testing of heart rate sensors under various activity
levels ensures reliability.

• Water Resistance: Digital twins test the watch at different depths and pressures to
certify its waterproof rating, like 50m or 100m. Battery Life: Simulate a user’s day
(notifications, GPS, workouts) to refine energy management systems.

By using digital twins, manufacturers can ensure their smartwatches are reliable, user-
friendly, and competitive in the market.

Page | 14
6.Future Scope Of Digital Twins Technology

Figure3:Digital twin global market report


Digital Twin Global Market Report 2024, showcasing the market's projected growth over the
next few years:

Key Highlights:

1. Market Growth:In 2023, the digital twin market was valued at $14.78 billion.It is expected
to grow to $62.64 billion by 2028

• Compound Annual Growth Rate (CAGR):The market is anticipated to expand at a


CAGR of 32.4%, indicating rapid growth over the forecast period.

• Yearly Milestones:

2024: $20.36 billion

2025 to 2028: Steady and consistent growth is shown, with the market size peaking at
$62.64 billion in 2028Industries like manufacturing, healthcare, automotive, aerospace,
energy, and smart cities will increasingly use digital twins for optimization, real-time
monitoring, and predictive maintenance.

Technological Drivers: ntegration with IoT, AI, big data, and cloud computing will enhance
digital twin capabilities. Future Benefits: Improved efficiency, reduced downtime, cost
savings, and sustainability will drive further adoption.

Page | 15
7.Advantages of Digital Twins in Consumer Electronics:

Digital Twin technology offers numerous benefits in the consumer electronics industry,
enabling manufacturers to improve efficiency, reduce costs, and enhance customer
satisfaction. Below are the key advantages:

1. Faster Product Development

Virtual Prototyping: Allows manufacturers to test and optimize designs in a virtual


environment, reducing the need for physical prototypes.

Iterative Improvement: Enhances the design process through real-time simulations and data-
driven refinements, shortening the development cycle.

2. Cost Reduction

Minimized Prototyping Costs: Eliminates the need for multiple physical prototypes by
conducting tests digitally.

Optimized Manufacturing Processes: Simulates production workflows to identify and


eliminate inefficiencies, reducing waste and production costs.

3. Enhanced Product Quality

Performance Optimization: Simulates real-world scenarios to ensure devices meet


performance benchmarks under various conditions.

Predictive Maintenance: Identifies potential device failures before they occur, leading to
more reliable products.

4. Improved User Experience

Personalization: Uses real-time data to tailor products and services to individual user
preferences and behaviors.

Continuous Updates: Digital twins enable manufacturers to roll out software and firmware
updates based on user feedback and device performance.

Page | 16
5. Better System Integration

Simulates device interactions within larger ecosystems, such as smart homes or IoT
networks, to ensure seamless connectivity and interoperability.

6. Real-Time Monitoring and Predictive InsightsData-Driven

Insights: Monitors device performance in real-time, providing actionable insights for


improvement.

Predictive Analytics: Anticipates potential issues, allowing for proactive interventions and
improved device reliability.

7. Sustainability

Reduced Waste: Virtual testing and optimization minimize material usage during
development and production.

Energy Efficiency: Simulates energy consumption patterns to design more efficient devices.

End-of-Life Management: Assists in recycling and repurposing by tracking the entire


lifecycle of a product.

8. Competitive Advantage

Enables manufacturers to innovate faster and stay ahead in a competitive market by


delivering high-quality, user-centric, and sustainable products.

By leveraging these advantages, digital twins are not only transforming how consumer
electronics are designed and manufactured but also setting new standards for performance,
reliability, and customer satisfaction

Page | 17
8.Disadvantages of the digital twin:

• Complexity in Integration
• Data Privacy and Security Concerns Sensitive Data: Real-time monitoring collects
large volumes of user and device data, raising concerns about data protection and
compliance with regulations.

• Cybersecurity Risks: The digital nature of twins makes them vulnerable to hacking,
which could compromise intellectual property and user data.

• High Technical Expertise Requirements

9.Applications of Digital Twins in Consumer Electronics:

Digital Twin technology is revolutionizing the consumer electronics industry by offering


innovative solutions across the product lifecycle. Below are some key applications:

1. Product Design and Development

Virtual Prototyping: Enables manufacturers to create and test virtual models of devices such
as smartwatches, smartphones, and home appliances, reducing timeto-market and
prototyping costs.

Simulation of Scenarios: Tests device performance under various conditions, ensuring


durability, reliability, and efficiency.

2. Manufacturing Optimization

Smart Manufacturing: Uses digital twins to simulate and optimize production processes,
reducing waste and improving efficiency.

Predictive Maintenance: Identifies potential machine failures in manufacturing equipment,


preventing downtime and ensuring seamless operations.

Page | 18
3. Real-Time Monitoring and Maintenance

Device Monitoring: Tracks the real-time performance of consumer devices like wearables
and home automation systems, providing actionable insights for improvement.

Predictive Maintenance: Anticipates potential failures in devices, enabling preemptive


repairs and enhancing product longevity.

4. Customization and Personalization

User-Centric Design: Leverages data from digital twins to offer personalized features, such
as adjusting smartwatch interfaces or smart home device settings.

Software Updates: Facilitates the rollout of tailored firmware or software updates based on
user behavior and feedback.

5. IoT Integration

Smart Ecosystem Management: Ensures seamless integration of devices in IoT ecosystems,


such as smart homes or connected vehicles.

Interoperability Testing: Simulates how multiple devices interact within a network, ensuring
compatibility and optimal performance.

6. Quality Assurance

Performance Testing: Simulates real-world usage scenarios to identify and address defects or
inefficiencies before production.

Compliance Verification: Ensures that devices meet industry standards and regulations.

7. Sustainability and Resource Optimization

Energy Efficiency: Optimizes energy consumption during device operation and


manufacturing.

Lifecycle Management: Tracks the entire product lifecycle, including recycling and end-of-
life management, contributing to sustainability goals.

8. Customer Support and Engagement

Page | 19
Enhanced User Support: Provides real-time data to support teams, enabling faster resolution
of issues.

Interactive Experiences: Digital twins allow users to visualize and interact with their devices
in virtual environments, enhancing customer satisfaction.

9. Innovation and R&D

Rapid Experimentation: Enables testing of innovative ideas and features in a virtual


environment without disrupting physical production.

Market Adaptation: Simulates market trends and customer preferences, helping companies
design products that meet evolving demands.

Figure4: Application in involving digital twin and consumer electronics

By implementing these applications, digital twins not only enhance the efficiency and quality
of consumer electronics but also enable manufacturers to stay competitive in a fast-paced
market.

Page | 20
10.CONCLUSION:

Digital Twin technology is reshaping the consumer electronics industry by bridging the gap
between the physical and digital worlds. By creating virtual replicas of physical devices,
manufacturers can optimize every stage of a product's lifecycle— from design and
production to operation and maintenance. This technology enables faster innovation,
improved product quality, personalized user experiences, and enhanced operational
efficiency.

Despite its numerous advantages, such as predictive maintenance, sustainability, and


seamless system integration, the implementation of digital twins faces challenges, including
high costs, data security concerns, and technical complexities. However, as advancements in
IoT, AI, and big data continue, these barriers are becoming increasingly manageable.

In the future, digital twins are expected to play a pivotal role in driving innovation, ensuring
sustainability, and meeting the growing demands of the consumer electronics market.
Companies that embrace this transformative technology will gain a competitive edge,
delivering smarter, more efficient, and user-centric products to consumers worldwide.
Digital twins are not just a trend but a necessity for staying relevant in the ever-evolving
landscape of consumer electronics.

Page | 21
11.REFERENCES:

1. Z. Lv, S. Xie, Y. Li, M. S. Hossain, and A. El Saddik, “Building the metaverse by digital
twins at all scales, state, relation,” Virtual Reality & Intelligent Hardware, vol. 4, no. 6,
pp. 459–470, 2022.

2. Z. Lv, C. Cheng, and H. Lv, “Blockchain based decentralized learning for security in
digital twins,” IEEE Internet of Things Journal, 2023.

3. Z. Lv, “Digital twins in industry 5.0,” Research, vol. 6, p. 0071, 2023.

4. K. Bruynseels, F. Santoni de Sio, and J. Van den Hoven, “Digital twins in health care:
ethical implications of an emerging engineering paradigm,” Frontiers in genetics, vol. 9, p.
31, 2018.

5. M. Grieves, “Digital twin: manufacturing excellence through virtual factory replication,”


White paper, vol. 1, no. 2014, pp. 1–7, 2014.

6. C. J. Parris, J. Laflen, M. L. Grabb, and D. Kalitan, “The future for industrial services: the
digital twin,” Infosys Insights, pp. 42–49, 2016.

Siva Sai is currently working toward the PhD degree in Blockchain & Machine Learning
aided Healthcare at Birla Institute of Technology and Science-Pilani, Pilani, India. Contact
him at p20220063@pilani.bitspilani.ac.in.

Page | 22

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