IALA-BPNN-MOEDO

This codebase implements a complete multi-objective optimization framework for robotic arm structural design, comprising three core modules: ALA (metaheuristic algorithm comparison and ablation studies), BPNN (neural network surrogate model training), and MOPSO (MOEDO-based multi-objective optimizer). The framework generates training data via finite element analysis, optimizes BPNN parameters using an improved artificial lemming algorithm(IALA), and ultimately achieves Pareto-optimal designs for geometric parameters (mass, stress, deformation). Suitable for structural optimization, algorithmic research, and engineering applications.

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2025-08-20
DOI
https://doi.org/10.5281/zenodo.16921483
Primary Topic
Geochemistry and Geologic Mapping
Type
article
Field-Weighted Citation Impact
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article

IALA-BPNN-MOEDO

Zenodo (CERN European Organization for Nuclear Research)
Geochemistry and Geologic Mapping
article

IALA-BPNN-MOEDO

article en

Abstract

This codebase implements a complete multi-objective optimization framework for robotic arm structural design, comprising three core modules: ALA (metaheuristic algorithm comparison and ablation studies), BPNN (neural network surrogate model training), and MOPSO (MOEDO-based multi-objective optimizer). The framework generates training data via finite element analysis, optimizes BPNN parameters using an improved artificial lemming algorithm(IALA), and ultimately achieves Pareto-optimal designs for geometric parameters (mass, stress, deformation). Suitable for structural optimization, algorithmic research, and engineering applications.

Zenodo (CERN European Organization for Nuclear Research)
Openalex Percentile: Top 69%
Geochemistry and Geologic Mapping
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IALA-BPNN-MOEDO · Zenodo (CERN European Organization for Nuclear Research) (2025) | TGRS Research Map | TGRS