Research and Implementation of Solution and Optimization Methods for Nested Algebraic Loops

To improve simulation efficiency and accuracy of simulation results, point at communication errors and data transmission issues caused by temporal variability between simulation models, Using Kosaraju - Breadth Bidirectional search method to detect the nested algebraic loop structure in the simulation system. On the basis of studying the traditional solution method of nonlinear equations, the structure of Jacobi matrix in the imprecise Newton's method is adjusted by using the iteration between H and S matrix in the NPHSS method, the Newton NPHSS iterative method is obtained to improve the low efficiency of imprecise Newton's method for solving large dimension algebraic loops, and improve the efficiency of the algorithm. The error analysis of the Newton NPHSS iterative method and the iterative results of Newton method and inexact Newton method show that the Newton NPHSS iterative method converges faster and has less iteration. And the new algorithm was applied to the FMI simulation system constructed by Simulink, achieving fast detection and effective solution of nested algebraic loops, verifying its effectiveness and feasibility in practical applications.

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Publication Details

Published
2024-09-20
DOI
https://doi.org/10.1109/spic62469.2024.10691478
Primary Topic
Industrial Technology and Control Systems
Type
article
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article

Research and Implementation of Solution and Optimization Methods for Nested Algebraic Loops

Haokun Rong, Jing Zang, Shiyi Yi
Industrial Technology and Control Systems
article

Research and Implementation of Solution and Optimization Methods for Nested Algebraic Loops

Haokun Rong, Jing Zang, Shiyi Yi
article en

Abstract

To improve simulation efficiency and accuracy of simulation results, point at communication errors and data transmission issues caused by temporal variability between simulation models, Using Kosaraju - Breadth Bidirectional search method to detect the nested algebraic loop structure in the simulation system. On the basis of studying the traditional solution method of nonlinear equations, the structure of Jacobi matrix in the imprecise Newton's method is adjusted by using the iteration between H and S matrix in the NPHSS method, the Newton NPHSS iterative method is obtained to improve the low efficiency of imprecise Newton's method for solving large dimension algebraic loops, and improve the efficiency of the algorithm. The error analysis of the Newton NPHSS iterative method and the iterative results of Newton method and inexact Newton method show that the Newton NPHSS iterative method converges faster and has less iteration. And the new algorithm was applied to the FMI simulation system constructed by Simulink, achieving fast detection and effective solution of nested algebraic loops, verifying its effectiveness and feasibility in practical applications.

Shenyang Ligong University (CN)
Openalex Percentile: Top 81%
Industrial Technology and Control Systems
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Research and Implementation of Solution and Optimization Methods for Nested Algebraic Loops — Haokun Rong, Jing Zang, et al. · (2024) | TGRS Research Map | TGRS