Jove
Visualize
Contact Us
JoVE
x logofacebook logolinkedin logoyoutube logo
ABOUT JoVE
OverviewLeadershipBlogJoVE Help Center
AUTHORS
Publishing ProcessEditorial BoardScope & PoliciesPeer ReviewFAQSubmit
LIBRARIANS
TestimonialsSubscriptionsAccessResourcesLibrary Advisory BoardFAQ
RESEARCH
JoVE JournalMethods CollectionsJoVE Encyclopedia of ExperimentsArchive
EDUCATION
JoVE CoreJoVE BusinessJoVE Science EducationJoVE Lab ManualFaculty Resource CenterFaculty Site
Terms & Conditions of Use
Privacy Policy
Policies

Related Concept Videos

State Space Representation01:27

State Space Representation

490
The frequency-domain technique, commonly used in analyzing and designing feedback control systems, is effective for linear, time-invariant systems. However, it falls short when dealing with nonlinear, time-varying, and multiple-input multiple-output systems. The time-domain or state-space approach addresses these limitations by utilizing state variables to construct simultaneous, first-order differential equations, known as state equations, for an nth-order system.
Consider an RLC circuit, a...
490
Electro-mechanical Systems01:19

Electro-mechanical Systems

1.6K
Electromechanical systems are intricate configurations that effectively combine electrical and mechanical elements to achieve a desired outcome. Central to many of these systems is the DC motor, a device that converts electrical energy into mechanical motion, enabling various applications ranging from simple fans to complex robotic mechanisms.
A key component of the DC motor is the armature, a rotating circuit positioned within a magnetic field. As an electric current passes through the...
1.6K
Control Systems: Applications01:25

Control Systems: Applications

1.1K
Electrical engineering plays a pivotal role in our daily lives, with control systems at the heart of many applications, from home appliances to sophisticated space shuttles. Control systems manage and regulate the behavior of devices and processes, ensuring they function safely, correctly, and efficiently.
In modern vehicles, control systems manage various functions to enhance performance and safety. The steering wheel and accelerator are primary inputs in a car's control system. The...
1.1K
Mechanical Systems01:22

Mechanical Systems

537
Mechanical systems are analogous to to electrical networks where springs and masses play similar roles to inductors and capacitors, respectively. A viscous damper in mechanical systems functions similarly to a resistor in electrical networks, dissipating energy. The forces acting on a mass in such systems include an applied force in the direction of motion, counteracted by forces from the spring, a viscous damper, and the mass's acceleration. This interplay of forces is mathematically...
537
Virtual Work for a System of Connected Rigid Bodies01:06

Virtual Work for a System of Connected Rigid Bodies

686
Virtual work is a powerful method used to solve problems involving several connected rigid bodies. When the system is in equilibrium, virtual work is zero. This allows the calculation of the resulting forces when a system undergoes a virtual displacement. When attempting to analyze such a system, first, use a free-body diagram, where an independent coordinate represents the configuration of the links, and mark its deflected position resulting from the positive virtual displacement.
Next,...
686
Synthetic Biology02:55

Synthetic Biology

5.4K
Synthetic biology is an interdisciplinary science that involves using principles from disciplines such as engineering, molecular biology, cell biology, and systems biology. It involves remodeling existing organisms from nature or constructing completely new synthetic organisms for applications such as protein or enzyme production, bioremediation, value-added macromolecule production, and the addition of desirable traits to crops, to name a few.
Golden rice
Golden rice is a genetically modified...
5.4K

You might also read

Related Articles

Articles linked to this work by shared authors, journal, and citation graph.

Sort by
Same author

Proteomic Profiling of Cryopreservation-Induced Alterations in Rhesus Macaque Sperm.

Andrology·2026
Same author

Optimal dismantling of directed networks.

Nature communications·2026
Same author

The Association Between Childhood Maltreatment and Adult Intestinal Disorders: A Three-Level Meta-Analysis.

Trauma, violence & abuse·2026
Same author

Advanced yolk-shell microstructure for high-efficiency electromagnetic wave absorption: a critical review of composition-structure synergy.

Nanoscale·2026
Same author

A missense variant in Exon 9 of the <i>ASNS</i> gene causes splicing abnormality in an Infant with asparagine synthetase deficiency.

Frontiers in genetics·2026
Same author

Person-in-WiFi 3D: Unified Model for 3D WiFi Perception.

IEEE transactions on pattern analysis and machine intelligence·2026

Related Experiment Video

Updated: Jan 5, 2026

Efficient Sampling of Genetically Encoded Biosensor Design Space Enabled with a Design of Experiments and Automation Workflow
08:58

Efficient Sampling of Genetically Encoded Biosensor Design Space Enabled with a Design of Experiments and Automation Workflow

Published on: October 17, 2025

535

Data driven discovery of cyber physical systems.

Ye Yuan1,2, Xiuchuan Tang3, Wei Zhou1

  • 1School of Artificial Intelligence and Automation, Key Laboratory of Image Processing and Intelligent Control, Huazhong University of Science and Technology, 430074, Wuhan, People's Republic of China.

Nature Communications
|October 27, 2019
PubMed
Summary
This summary is machine-generated.

This study introduces a new data-driven framework to model complex cyber-physical systems (CPS). The approach identifies system components and their interactions, enabling performance assessment and redesign.

More Related Videos

A Precise and Autonomous System for the Detection of Insect Emergence Patterns
06:22

A Precise and Autonomous System for the Detection of Insect Emergence Patterns

Published on: January 9, 2019

6.1K

Related Experiment Videos

Last Updated: Jan 5, 2026

Efficient Sampling of Genetically Encoded Biosensor Design Space Enabled with a Design of Experiments and Automation Workflow
08:58

Efficient Sampling of Genetically Encoded Biosensor Design Space Enabled with a Design of Experiments and Automation Workflow

Published on: October 17, 2025

535
A Precise and Autonomous System for the Detection of Insect Emergence Patterns
06:22

A Precise and Autonomous System for the Detection of Insect Emergence Patterns

Published on: January 9, 2019

6.1K

Area of Science:

  • Computer Science
  • Engineering
  • Systems Science

Background:

  • Cyber-physical systems (CPS) integrate computational elements with physical processes, finding applications in smart grids, robotics, and manufacturing.
  • The inherent complexity of CPS, stemming from the interplay between cyber and physical components, poses significant modeling challenges.

Purpose of the Study:

  • To propose a general, data-driven framework for discovering and modeling cyber-physical systems.
  • To enable understanding of underlying mechanisms and prediction of system behavior.

Main Methods:

  • A novel framework is presented for direct data-driven discovery of cyber-physical systems.
  • The methodology includes identification of physical system components and inference of their transition logic.

Main Results:

  • The proposed framework has been successfully applied to various real-world cyber-physical system examples.
  • Demonstrated ability to model complex system dynamics from data.

Conclusions:

  • The framework provides essential insights for assessing cyber-physical system performance.
  • Facilitates debugging during implementation and guides system redesign for optimal performance.