Research on Performance Evaluation of Special Equipment Testing and Inspection Personnel Based on IWOA-SVM

To address the issues of low accuracy and difficult parameter selection in traditional support vector machine (SVM) for intelligent performance evaluation, this paper proposes a performance evaluation model IWOA-SVM, which optimizes SVM using an improved whale algorithm. The model first employs Tent...

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Vydáno v:2025 IEEE 3rd International Conference on Image Processing and Computer Applications (ICIPCA) s. 690 - 695
Hlavní autoři: Wu, Lei, Chen, Benyao, Guo, Changxing, Feng, Junjie, Zhang, Hui
Médium: Konferenční příspěvek
Jazyk:angličtina
Vydáno: IEEE 28.06.2025
Témata:
Image processing
Improved whale algorithm
Information technology
Inspection
Kernel
Optimization
Parameter optimization
Performance evaluation
Personnel
Support vector machine
Support vector machines
Whale optimization algorithms
Whales
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Shrnutí:To address the issues of low accuracy and difficult parameter selection in traditional support vector machine (SVM) for intelligent performance evaluation, this paper proposes a performance evaluation model IWOA-SVM, which optimizes SVM using an improved whale algorithm. The model first employs Tent chaotic mapping and pseudo-oppositional learning strategies to enhance the diversity and quality of the initial population, preventing the whale algorithm (WOA) from falling into local optima. Then, it incorporates a differential evolutionary mechanism to strengthen WOA's global optimization capability. Finally, the improved whale algorithm (IWOA) is used to optimize the penalty factor and kernel function parameters of SVM, enabling effective performance evaluation while obtaining optimal parameters. As revealed by the experimental outcomes, IWOA exhibits higher optimization speed and global search ability in the two benchmark test functions; on the performance evaluation data of special equipment testing and inspection personnel, the IWOA-SVM method can improve the evaluation results more effectively.
DOI:10.1109/ICIPCA65645.2025.11138441