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Multi-parameter coupling analysis

investigates the complex, interconnected effects of multiple, simultaneous variables on a system's performance, often using numerical simulations (FEM, CFD), data-driven machine learning, and optimization methods (e.g., orthogonal design). This approach captures non-linear interactions, such as thermo-mechanical-electrical coupling in batteries or material processing factors, that individual analysis misses.

Key Aspects of Multi-parameter Coupling Analysis

Multiphysics Interaction: Analyzes how different physical fields (e.g., electromagnetic, thermal, structural) interact, often where one field's output acts as input for another.
Data-Driven Modeling: Utilizes AI/machine learning (e.g., neural networks) and surrogate models to efficiently analyze massive datasets from simulations, such as in lithium-ion battery modeling.
Optimization Techniques: Employs methods like Taguchi-gray correlation or orthogonal experimental design to identify optimal parameter combinations among numerous variables.
Applications: Extensively used in electric vehicle NVH (Noise, Vibration, Harshness), battery aging diagnostics, structural engineering, and manufacturing process optimization.
Key Challenges: Addressing high computational demands and ensuring accurate, high-fidelity modeling of transient or nonlinear conditions.

Multi-parameter coupling molecular dynamics investigation of crystal ...
In this work, molecular dynamics simulations are conducted to examine the coupled effects of substrate polarity, temperature, atom...
ScienceDirect.com
Multi-parameter coupling optimization study on three-zone ...
Nov 1, 2025 — * Multi-parameter coupling optimization orthogonal design. The orthogonal experimental method is one of the main approaches for mu...
ScienceDirect.com
Multi-parameter coupling study of magnetron sputtering nickel– ...
Mar 24, 2021 — For the application of the nickel–chromium film in the field of mechanical and electrical property measurement, based on the Taguc...
AIP Publishing

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The multi-physics coupling method for parameter analysis ...

ScienceDirect.com

https://www.sciencedirect.com › science › article › pii

ScienceDirect.com

https://www.sciencedirect.com › science › article › pii

by X Lu2025 — This paper adopts a multi-physics coupling calculation method, in which the gas-phase velocity at the grid points along the moving boundary and the increments ...Read more

Deep learning-based multi-parameter coupling ...

Nature

https://www.nature.com › scientific reports › articles

Nature

https://www.nature.com › scientific reports › articles

by L Niu2025 — This paper presents a novel deep learning-based multi-parameter coupling compensation algorithm for clamp-on gas metering systems to address ...

Coupling strategies in multiparameter geophysical joint ...

Oxford Academic

https://academic.oup.com › gji › article

Oxford Academic

https://academic.oup.com › gji › article

by D Colombo2018Cited by 87 — SUMMARY. A big potential lies in the quantitative integration of multiple geophysical measurements for what concerns more unique and robust inversion resul.

Multi parameter coupling analysis of acoustic emission signals ...

岩石力学与工程学报

https://rockmech.whrsm.ac.cn › ...

岩石力学与工程学报

https://rockmech.whrsm.ac.cn › ...

Multi parameter coupling analysis of acoustic emission signals of granite disaster and the precursor characteristics of the main rupture.

Multi-parameter Coupling Analysis

HCTE PTE. LTD.

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HCTE PTE. LTD.

https://www.isoautotest.com › multi-parameter-coupling...

HCTE PTE, Ltd is a professional and reliable manufacturer of Multi-parameter Coupling Analysis. We look forward to serving you for all your needs.

A Review on Multi-Parameter Coupling Mechanisms and Data- ...

Science and Education Publishing

https://www.sciepub.com › portal › downloads

Science and Education Publishing

https://www.sciepub.com › portal › downloads

EPUB

A Review on Multi-Parameter Coupling ... The multi-parameter coupling phenomena result in ... integrated psychoacoustic parameters and soundscape analysis methods ...

Research on COD Soft Measurement Technology Based ...

MDPI

https://www.mdpi.com › ...

MDPI

https://www.mdpi.com › ...

by Y Zhang2022Cited by 3 — This paper proposes a COD measurement technology based on the multiparameter coupling analysis method and designs a COD online estimation system ...Read more

Multi-parameter optimization analysis of permanent magnet ...

Springer Nature Link

https://link.springer.com › article

Springer Nature Link

https://link.springer.com › article

by X Ni2024Cited by 3 — In this paper, the response surface methodology (RSM) and genetic algorithm (GA) are applied to the design optimization of permanent magnet couplings.Read more

Direct coupling analysis

Wikipedia

https://en.wikipedia.org › wiki › Direct_coupling_analy...

Wikipedia

https://en.wikipedia.org › wiki › Direct_coupling_analy...

Direct coupling analysis or DCA is an umbrella term comprising several methods for analyzing sequence data in computational biology.Read more

Scholarly articles for Multi-parameter Coupling Analysis
Multi-parameter coupling modeling method and hybrid … - ‎Ma - Cited by 5 Multi-parameter coupling optimization study on three- … - ‎Wang - Cited by 6 … based on multi-parameter coupling analysis method - ‎Zhang - Cited by 3

Simulation Analysis of Multi-Physical Field Coupling ... - PMC

National Institutes of Health (NIH) | (.gov)

https://pmc.ncbi.nlm.nih.gov › articles › PMC9230144