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accountable capability improvement based on interpretable capability evaluation using belief rule base

Journal of Systems Engineering and Electronics 2024年第5期35卷 1231-1244页

作者： LI Xuan JIANG Jiang SUN Jianbin YU Haiyue CHANG Leilei College of Systems Engineering National University of Defense TechnologyChangsha 410073China China-Austria Belt and Road Joint Laboratory on Artificial Intelligence and Advanced Manufacturing Hangzhou Dianzi UniversityHangzhou 310018China

A new approach is proposed in this study for accountable capability improvement based on interpretable capability evaluation using the belief rule base(BRB).Firstly,a capability evaluation model is constructed and ***,the key sub-capabilities are identified by quantitatively calculating the contributions made by each sub-capability to the overall ***,the overall capability is improved by optimizing the identified key *** theoretical contributions of the proposed approach are as follows.(i)An interpretable capability evaluation model is constructed by employing BRB which can provide complete access to decision-makers.(ii)Key sub-capabilities are identified according to the quantitative contribution analysis results.(iii)accountable capability improvement is carried out by only optimizing the identified key *** study results show that“Surveillance”,“Positioning”,and“Identification”are identified as key sub-capabilities with a summed contribution of 75.55%in an analytical and deducible fashion based on the interpretable capability evaluation *** a result,the overall capability is improved by optimizing only the identified key *** overall capability can be greatly improved from 59.20%to 81.80%with a minimum cost of ***,this paper also investigates how optimizing the BRB with more collected data would affect the evaluation results:only optimizing“Surveillance”and“Positioning”can also improve the overall capability to 81.34%with a cost of 370,which thus validates the efficiency of the proposed approach.

关键词： accountable capability improvement interpretable capability evaluation belief rule base(BRB).

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