Fault Diagnosis and Sustainable Control of Wind Turbines: Robust Data-Driven and Model-Based Strategies
暫譯: 風力發電機的故障診斷與可持續控制:穩健的數據驅動與基於模型的策略
Silvio Simani, Saverio Farsoni
- 出版商: Butterworth-Heineman
- 出版日期: 2018-01-04
- 售價: $4,440
- 貴賓價: 9.5 折 $4,218
- 語言: 英文
- 頁數: 228
- 裝訂: Paperback
- ISBN: 0128129840
- ISBN-13: 9780128129845
海外代購書籍(需單獨結帳)
商品描述
Fault Diagnosis and Sustainable Control of Wind Turbines: Robust Data-Driven and Model-Based Strategies discusses the development of reliable and robust fault diagnosis and fault-tolerant (‘sustainable’) control schemes by means of data-driven and model-based approaches. These strategies are able to cope with unknown nonlinear systems and noisy measurements. The book also discusses simpler solutions relying on data-driven and model-based methodologies, which are key when on-line implementations are considered for the proposed schemes. The book targets both professional engineers working in industry and researchers in academic and scientific institutions.
In order to improve the safety, reliability and efficiency of wind turbine systems, thus avoiding expensive unplanned maintenance, the accommodation of faults in their early occurrence is fundamental. To highlight the potential of the proposed methods in real applications, hardware-in-the-loop test facilities (representing realistic wind turbine systems) are considered to analyze the digital implementation of the designed solutions. The achieved results show that the developed schemes are able to maintain the desired performances, thus validating their reliability and viability in real-time implementations.
Different groups of readers-ranging from industrial engineers wishing to gain insight into the applications' potential of new fault diagnosis and sustainable control methods, to the academic control community looking for new problems to tackle-will find much to learn from this work.
- Provides wind turbine models with varying complexity, as well as the solutions proposed and developed by the authors
- Addresses in detail the design, development and realistic implementation of fault diagnosis and fault tolerant control strategies for wind turbine systems
- Addresses the development of sustainable control solutions that, in general, do not require the introduction of further or redundant measurements
- Proposes active fault tolerant ('sustainable') solutions that are able to maintain the wind turbine working conditions with gracefully degraded performance before required maintenance can occur
- Presents full coverage of the diagnosis and fault tolerant control problem, starting from the modeling and identification and finishing with diagnosis and fault tolerant control approaches
- Provides MATLAB and Simulink codes for the solutions proposed
商品描述(中文翻譯)
《風力發電機的故障診斷與可持續控制:穩健的數據驅動與基於模型的策略》討論了通過數據驅動和基於模型的方法開發可靠且穩健的故障診斷和容錯(「可持續」)控制方案。這些策略能夠應對未知的非線性系統和噪聲測量。該書還討論了依賴於數據驅動和基於模型的方法的簡單解決方案,這在考慮在線實施所提出的方案時至關重要。該書的目標讀者包括在行業工作的專業工程師以及學術和科學機構的研究人員。
為了提高風力發電機系統的安全性、可靠性和效率,從而避免昂貴的非計劃性維護,及早處理故障是至關重要的。為了突顯所提方法在實際應用中的潛力,考慮了硬體在環路測試設施(代表現實的風力發電機系統)來分析所設計解決方案的數字實施。所取得的結果顯示,所開發的方案能夠維持所需的性能,從而驗證其在實時實施中的可靠性和可行性。
不同的讀者群體——從希望深入了解新故障診斷和可持續控制方法應用潛力的工業工程師,到尋求新問題解決的學術控制社群——都能從這部作品中學到很多。
- 提供不同複雜度的風力發電機模型,以及作者提出和開發的解決方案
- 詳細討論風力發電機系統的故障診斷和容錯控制策略的設計、開發和現實實施
- 討論可持續控制解決方案的開發,這些解決方案通常不需要引入額外或冗餘的測量
- 提出能夠在需要維護之前保持風力發電機工作條件的主動容錯(「可持續」)解決方案,並在性能逐漸下降的情況下運行
- 全面涵蓋故障診斷和容錯控制問題,從建模和識別開始,直到診斷和容錯控制方法結束
- 提供所提解決方案的MATLAB和Simulink代碼