Artificial Intelligence Tools: Decision Support Systems in Condition Monitoring and DIagnosis Hardcover
暫譯: 人工智慧工具：條件監測與診斷中的決策支援系統 精裝版
Diego Galar Pascual
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商品描述
Artificial Intelligence Tools: Decision Support Systems in Condition Monitoring and Diagnosis discusses various white- and black-box approaches to fault diagnosis in condition monitoring (CM). This indispensable resource:
- Addresses nearest-neighbor-based, clustering-based, statistical, and information theory-based techniques
- Considers the merits of each technique as well as the issues associated with real-life application
- Covers classification methods, from neural networks to Bayesian and support vector machines
- Proposes fuzzy logic to explain the uncertainties associated with diagnostic processes
- Provides data sets, sample signals, and MATLAB® code for algorithm testing
Artificial Intelligence Tools: Decision Support Systems in Condition Monitoring and Diagnosis delivers a thorough evaluation of the latest AI tools for CM, describing the most common fault diagnosis techniques used and the data acquired when these techniques are applied.
商品描述(中文翻譯)
《人工智慧工具：狀態監測與診斷中的決策支援系統》討論了在狀態監測 (CM) 中故障診斷的各種白箱和黑箱方法。這本不可或缺的資源：
- 涉及基於最近鄰、基於聚類、統計和信息理論的技術
- 考慮每種技術的優點以及與實際應用相關的問題
- 涵蓋從神經網絡到貝葉斯和支持向量機的分類方法
- 提出模糊邏輯以解釋與診斷過程相關的不確定性
- 提供數據集、樣本信號和 MATLAB® 代碼以進行算法測試
《人工智慧工具：狀態監測與診斷中的決策支援系統》對最新的 CM 人工智慧工具進行了全面評估，描述了使用的最常見故障診斷技術以及應用這些技術時獲得的數據。
