A Prediction Model of HPEMP Effect for Vehicles Based on CNN

Cao, Liuxuan; Yuan, Hao-Wei; Li, Chengcheng

doi:10.1109/aces-china56081.2022.10065166

Cited by 1 publication

(1 citation statement)

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“…Therefore, more and more attention has been paid to the study of electromagnetic environmental effects. This study area has experienced a transition from effect modeling [15,16] to effect evaluation [17] and prediction [18] and from qualitative to quantitative [19,20] study. We believe that the study of the evaluation/prediction of electromagnetic environmental effects should not be limited to effects on a certain object.…”

Section: Introductionmentioning

confidence: 99%

A Review of Quantitative Evaluation of Electromagnetic Environmental Effects: Research Progress and Trend Analysis

Wei

2023

Sensors

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With the increasing complexity of the electromagnetic environment, existing electronic systems and various equipment are greatly threatened. The study of the assessment of the effects of the electromagnetic environment has attracted more and more attention in the academic field and industry. In this review, the definition of the electromagnetic environmental effects assessment could be classified into two categories: objective and subjective equipment electromagnetic environmental effect assessments. Studies on both are comprehensively reviewed. The electromagnetic environmental effect assessment models are described and analyzed. The effects evaluation models mainly calculate the electromagnetic environmental effect index by various weighting, probability, and normalized interference level methods. However, each proposed model has certain limitations, so it cannot deal with all the electromagnetic interference effects. Therefore, a comprehensive evaluation model for complex electromagnetic environmental effects has not yet been established. Recent studies have shown that neural networks can be used to improve the adaptability of evaluation models in electromagnetic environments. The evaluation result of the normalized interference level method is more consistent with the actual work efficiency. The combination of the two can unify the objective and subjective assessments, which is of great significance to the improvement of the consistency and accuracy of the results of the effects evaluation of the electromagnetic environment. Accordingly, challenges for future research are revealed, which plays a vital role in the development of electromagnetic environmental effects research and provides a reference for researchers.

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Section: Introductionmentioning

confidence: 99%

A Review of Quantitative Evaluation of Electromagnetic Environmental Effects: Research Progress and Trend Analysis

Wei

2023

Sensors

View full text Add to dashboard Cite

show abstract

A Prediction Model of HPEMP Effect for Vehicles Based on CNN

Cited by 1 publication

References 6 publications

A Review of Quantitative Evaluation of Electromagnetic Environmental Effects: Research Progress and Trend Analysis

A Review of Quantitative Evaluation of Electromagnetic Environmental Effects: Research Progress and Trend Analysis

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