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

Structuralism01:26

Structuralism

559
Structuralism, an early psychological theory developed by Wilhelm Wundt and his student Edward Bradford Titchener, sought to dissect the human mind into its most fundamental components. Wundt's groundbreaking work in his laboratory set the stage for Titchener to define structuralism's goal as cataloging the "atoms" of the mind—sensations, images, and feelings—akin to how chemists identify elements of matter.
Titchener's approach to structuralism was unique. He...
559
Steel Manufacturing01:26

Steel Manufacturing

359
Steel manufacturing is a multi-stage process that begins by smelting iron ore into cast iron in a blast furnace. This initial stage involves layering iron ore with coke, a type of fuel, and crushed limestone within the furnace. The coke is ignited with a high volume of air, leading to the creation of carbon monoxide, which acts to reduce the iron ore to pure iron.
During this smelting process, limestone plays a crucial role by forming slag. Slag captures impurities within the molten iron, such...
359
Models, Theories, and Laws01:16

Models, Theories, and Laws

5.0K
Scientists frequently use models to help them comprehend a specific collection of phenomena. In physics, a model is a condensed version of a physical system that is too complex to study thoroughly. One such example is the light wave model; unlike water waves, light waves are typically invisible to us. Nonetheless, it is helpful to think of light as being composed of waves, since investigations show that light behaves like water waves. Since it is impossible to visually see what is genuinely...
5.0K
Functionalism01:11

Functionalism

453
William James, John Dewey, and Charles Sanders Peirce were instrumental in founding functional psychology, which draws heavily from Darwin's theory of evolution by natural selection. This theory suggests that individual traits, including behaviors, are adapted to their environments through natural selection. At the heart of functionalism is the concept of adaptation, meaning that a trait enhances an individual's chances of survival and reproduction.
James envisioned psychology's...
453
Models of Health Promotion and Illness Prevention I01:25

Models of Health Promotion and Illness Prevention I

2.0K
A model is a theoretical way to understand a concept or an idea. Models can overcome barriers to health regardless of diverse economic and cultural backgrounds. In addition, models make the task easier by providing different ways to approach complex issues. There are two major health promotion models: the health belief model and the health promotion model.
The health belief model (HBM) attempts to predict health-related behavior in specific belief patterns. According to the HBM, a person's...
2.0K
Typical Model Studies01:30

Typical Model Studies

292
Fluid mechanics model studies often utilize scaled-down systems to predict fluid behavior in full-scale environments, such as river flows, dam spillways, and structures interacting with open surfaces. Maintaining Froude number similarity in river models is crucial, as it replicates surface flow features like wave patterns and velocities.
292

You might also read

Related Articles

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

Sort by
Same author

Comparing the diagnostic efficacy of [<sup>18</sup>F]FDG PET/CT and [<sup>18</sup>F]FDG PET/MRI for detecting bone metastases in breast cancer: a meta-analysis.

Radiology and oncology·2023
Same author

Direct Formation of Electronic Excited NO<sub>2</sub> Contributes to the High Yield of HONO during Photosensitized Renoxification.

Environmental science & technology·2023
Same author

Probing the Effect of Photovoltaic Material on V<sub>oc</sub> in Ternary Polymer Solar Cells with Non-Fullerene Acceptors by Machine Learning.

Polymers·2023
Same author

Search for Light Dark Matter with Ionization Signals in the PandaX-4T Experiment.

Physical review letters·2023
Same author

Hydroxyapatite/Polyurethane Scaffolds for Bone Tissue Engineering.

Tissue engineering. Part B, Reviews·2023
Same author

Deep Learning for Time-Series Prediction in IIoT: Progress, Challenges, and Prospects.

IEEE transactions on neural networks and learning systems·2023
Same journal

An Evolutionary Algorithm Assisted by an Ensemble of Pareto-Optimal Surrogate Models.

IEEE transactions on cybernetics·2026
Same journal

A Quantum Self-Attention Neural Network Model on Quantum Circuits.

IEEE transactions on cybernetics·2026
Same journal

Semi-Explicit Solution of Some Discrete-Time Higher-Order-Cost Mean-Field-Type Control.

IEEE transactions on cybernetics·2026
Same journal

A Novel One-Step Small Object Detector for Autonomous Aerial Vehicles.

IEEE transactions on cybernetics·2026
Same journal

Online Data-Driven-Based Optimal Output Tracking Control Without Initial Stabilizing Policy.

IEEE transactions on cybernetics·2026
Same journal

Digital Redesign-Based Interval State Estimation for Continuous Systems With Aperiodic Discrete Measurements.

IEEE transactions on cybernetics·2026
See all related articles

Related Experiment Video

Updated: May 23, 2025

Surrogate Model Development for Digital Experiments in Welding
09:17

Surrogate Model Development for Digital Experiments in Welding

Published on: March 28, 2025

645

Industrial Foundation Model.

Lei Ren, Haiteng Wang, Jiabao Dong

    IEEE Transactions on Cybernetics
    |March 11, 2025
    PubMed
    Summary
    This summary is machine-generated.

    Industrial foundation models (IFMs) are necessary for specialized industrial data and tasks. This work introduces IFMsys, a novel architecture for training, adapting, and applying IFMs, enhancing industrial applications.

    More Related Videos

    Kinematic History of a Salient-recess Junction Explored through a Combined Approach of Field Data and Analog Sandbox Modeling
    06:55

    Kinematic History of a Salient-recess Junction Explored through a Combined Approach of Field Data and Analog Sandbox Modeling

    Published on: August 5, 2016

    8.1K
    Finite Element Modelling of a Cellular Electric Microenvironment
    08:23

    Finite Element Modelling of a Cellular Electric Microenvironment

    Published on: May 18, 2021

    3.3K

    Related Experiment Videos

    Last Updated: May 23, 2025

    Surrogate Model Development for Digital Experiments in Welding
    09:17

    Surrogate Model Development for Digital Experiments in Welding

    Published on: March 28, 2025

    645
    Kinematic History of a Salient-recess Junction Explored through a Combined Approach of Field Data and Analog Sandbox Modeling
    06:55

    Kinematic History of a Salient-recess Junction Explored through a Combined Approach of Field Data and Analog Sandbox Modeling

    Published on: August 5, 2016

    8.1K
    Finite Element Modelling of a Cellular Electric Microenvironment
    08:23

    Finite Element Modelling of a Cellular Electric Microenvironment

    Published on: May 18, 2021

    3.3K

    Area of Science:

    • Artificial Intelligence
    • Industrial Engineering

    Background:

    • General foundation models exhibit powerful capabilities but struggle with specialized industrial data modalities, complex tasks, and trustworthy output requirements.
    • The limitations of current models necessitate the development of Industrial Foundation Models (IFMs) tailored for industrial applications.

    Purpose of the Study:

    • To propose a system architecture, IFMsys, for the development and application of Industrial Foundation Models.
    • To address the challenges of specialized data, complex tasks, and trustworthiness in industrial settings.

    Main Methods:

    • IFMsys architecture encompasses model training (pretraining on multimodal industrial data and fine-tuning with mechanisms), model adaptation (task-oriented and domain-specific fine-tuning), and model application (agent-centric collaboration and application framework).
    • Development of a prototype IFM system named MetaIndux.

    Main Results:

    • The proposed IFMsys architecture provides a framework for creating specialized IFMs.
    • The MetaIndux prototype demonstrates successful application in typical industrial tasks.
    • The system enhances industrial product lifecycle applications through an agent-centric collaboration system.

    Conclusions:

    • The IFMsys architecture and MetaIndux prototype offer a viable solution for industrial foundation models.
    • This research paves the way for advancements in IFM theories, technologies, and applications.
    • Future research directions and open issues in the field of IFM are identified.