Assessment of Operational Effectiveness Based on Stacking Integrated Learning and Case Reasoning
ABSTRACT With the advancement of intelligent warfare, the accurate evaluation of combat system effectiveness is crucial for informed combat decision‐making. Given the subjectivity and inefficiency associated with traditional artificial combat effectiveness evaluation methods, this paper proposes an...
Saved in:
| Main Authors: | , , , |
|---|---|
| Format: | Article |
| Language: | English |
| Published: |
Wiley
2025-05-01
|
| Series: | Engineering Reports |
| Subjects: | |
| Online Access: | https://doi.org/10.1002/eng2.70153 |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
| _version_ | 1849730159671771136 |
|---|---|
| author | Yang Bai Dong Kan Xiaoying Wu Zhenglie Yang |
| author_facet | Yang Bai Dong Kan Xiaoying Wu Zhenglie Yang |
| author_sort | Yang Bai |
| collection | DOAJ |
| description | ABSTRACT With the advancement of intelligent warfare, the accurate evaluation of combat system effectiveness is crucial for informed combat decision‐making. Given the subjectivity and inefficiency associated with traditional artificial combat effectiveness evaluation methods, this paper proposes an evaluation approach based on Stacking ensemble learning and case reasoning. First, an efficiency evaluation index system is developed, utilizing historical evaluation data and the entropy weight‐TOPSIS method to gather expert assessments of combat effectiveness, thereby forming an evaluation case. Next, an integrated feature selection model is established to analyze the importance of various indicators, using Stacking ensemble learning to evaluate operational effectiveness. Finally, the effectiveness of this approach is validated through a case study of operational effectiveness assessment. |
| format | Article |
| id | doaj-art-0bed23954b16470eafbd4dc6c38bf7ed |
| institution | DOAJ |
| issn | 2577-8196 |
| language | English |
| publishDate | 2025-05-01 |
| publisher | Wiley |
| record_format | Article |
| series | Engineering Reports |
| spelling | doaj-art-0bed23954b16470eafbd4dc6c38bf7ed2025-08-20T03:08:57ZengWileyEngineering Reports2577-81962025-05-0175n/an/a10.1002/eng2.70153Assessment of Operational Effectiveness Based on Stacking Integrated Learning and Case ReasoningYang Bai0Dong Kan1Xiaoying Wu2Zhenglie Yang3Shenyang Aircraft Design and Research Institute, Aviation Industry Corporation of China Shenyang ChinaShenyang Aircraft Design and Research Institute, Aviation Industry Corporation of China Shenyang ChinaShenyang Aircraft Design and Research Institute, Aviation Industry Corporation of China Shenyang ChinaShenyang Aircraft Design and Research Institute, Aviation Industry Corporation of China Shenyang ChinaABSTRACT With the advancement of intelligent warfare, the accurate evaluation of combat system effectiveness is crucial for informed combat decision‐making. Given the subjectivity and inefficiency associated with traditional artificial combat effectiveness evaluation methods, this paper proposes an evaluation approach based on Stacking ensemble learning and case reasoning. First, an efficiency evaluation index system is developed, utilizing historical evaluation data and the entropy weight‐TOPSIS method to gather expert assessments of combat effectiveness, thereby forming an evaluation case. Next, an integrated feature selection model is established to analyze the importance of various indicators, using Stacking ensemble learning to evaluate operational effectiveness. Finally, the effectiveness of this approach is validated through a case study of operational effectiveness assessment.https://doi.org/10.1002/eng2.70153case reasoningoperational effectivenessperformance assessmentstacking integrated learning |
| spellingShingle | Yang Bai Dong Kan Xiaoying Wu Zhenglie Yang Assessment of Operational Effectiveness Based on Stacking Integrated Learning and Case Reasoning Engineering Reports case reasoning operational effectiveness performance assessment stacking integrated learning |
| title | Assessment of Operational Effectiveness Based on Stacking Integrated Learning and Case Reasoning |
| title_full | Assessment of Operational Effectiveness Based on Stacking Integrated Learning and Case Reasoning |
| title_fullStr | Assessment of Operational Effectiveness Based on Stacking Integrated Learning and Case Reasoning |
| title_full_unstemmed | Assessment of Operational Effectiveness Based on Stacking Integrated Learning and Case Reasoning |
| title_short | Assessment of Operational Effectiveness Based on Stacking Integrated Learning and Case Reasoning |
| title_sort | assessment of operational effectiveness based on stacking integrated learning and case reasoning |
| topic | case reasoning operational effectiveness performance assessment stacking integrated learning |
| url | https://doi.org/10.1002/eng2.70153 |
| work_keys_str_mv | AT yangbai assessmentofoperationaleffectivenessbasedonstackingintegratedlearningandcasereasoning AT dongkan assessmentofoperationaleffectivenessbasedonstackingintegratedlearningandcasereasoning AT xiaoyingwu assessmentofoperationaleffectivenessbasedonstackingintegratedlearningandcasereasoning AT zhenglieyang assessmentofoperationaleffectivenessbasedonstackingintegratedlearningandcasereasoning |