Artificial Intelligence and Machine Learning Algorithms for Engineering Applications
暫譯: 工程應用的人工智慧與機器學習演算法
Arora, Krishan, Sharma, Himanshu, Mahesh, Aeidapu
商品描述
This book comprehensively covers core algorithms and techniques used in artificial intelligence (AI) and machine learning (ML) for engineering applications. It further explores the use of AI in civil and structural engineering, quality control, and product design.
Features:
- Presents autonomous robots using onboard computing and artificial intelligence (AI) algorithms to process the data from their sensors and make real-time decisions.
- Discusses nature-based optimization-based computing techniques to enhance the computational speed for solving engineering problems.
- Provides conceptual and practical knowledge about the design of modern computation techniques with advanced tools and methodologies.
- Highlights the importance of using smart techniques including AI and ML in product design and development.
- Covers time series analysis and forecasting in engineering, robotic process automation, and autonomous robots in manufacturing.
The text is primarily written for senior undergraduates, graduate students, and academic researchers in the fields of electrical engineering, electronics and communications engineering, computer science and engineering, manufacturing engineering, and environmental engineering.
商品描述(中文翻譯)
這本書全面涵蓋了在工程應用中使用的人工智慧（AI）和機器學習（ML）的核心演算法和技術。它進一步探討了AI在土木和結構工程、品質控制以及產品設計中的應用。
特色：
- 介紹使用車載計算和人工智慧（AI）演算法的自主機器人，能夠處理來自其感測器的數據並做出即時決策。
- 討論基於自然的優化計算技術，以提高解決工程問題的計算速度。
- 提供有關現代計算技術設計的概念性和實用知識，並使用先進的工具和方法論。
- 強調在產品設計和開發中使用智能技術，包括AI和ML的重要性。
- 涵蓋工程中的時間序列分析和預測、機器人流程自動化以及製造業中的自主機器人。
本書主要針對電機工程、電子與通信工程、計算機科學與工程、製造工程以及環境工程領域的高年級本科生、研究生和學術研究人員撰寫。
作者簡介
Krishan Arora is presently working as an associate professor, and head of the Department, of Power Systems in the School of Electronics and Electrical Engineering, at Lovely Professional University, Punjab. India. He has published more than 70 research papers in refereed Science Journals and Conferences. His areas of expertise include electrical machines, non-conventional energy sources, load frequency control, automatic generation control, and modernization of smart grids. He has taught courses like power electronics, non-conventional energy sources, electric drives, induction and synchronous machines, and digital electronics at senior undergraduate and graduate levels.
Himanshu Sharma is currently working as an associate professor, at G.H. Raisoni College of Engineering and Management, Maharashtra, India. He has published research papers in journals and conferences of national and international repute. His area of expertise includes power electronics, optimization techniques, load-frequency control, automatic generation control, and modernization of smart grids. He has taught courses like power electronics, non-conventional energy sources, electric drives, induction and synchronous machines, and digital electronics.
Aeidapu Mahesh works as an assistant professor, in the Department of Electrical Engineering, at Sardar Vallabhbhai National Institute of Technology, Surat, India. He has published journal papers and presented papers at national and international conferences. His research interests include hybrid renewable energy systems, evolutionary optimization techniques, power electronics, and drives.
作者簡介(中文翻譯)
Krishan Arora 目前擔任印度旁遮普州Lovely Professional University電子與電氣工程學院的電力系副教授及系主任。他在經過審核的科學期刊和會議上發表了超過70篇研究論文。他的專業領域包括電機、非常規能源、負載頻率控制、自動發電控制以及智慧電網的現代化。他教授的課程包括電力電子學、非常規能源、電動驅動、感應機和同步機，以及數位電子學，涵蓋高年級本科生和研究生層級。
Himanshu Sharma 目前在印度馬哈拉施特拉州的G.H. Raisoni College of Engineering and Management擔任副教授。他在國內外知名的期刊和會議上發表了研究論文。他的專業領域包括電力電子學、優化技術、負載頻率控制、自動發電控制以及智慧電網的現代化。他教授的課程包括電力電子學、非常規能源、電動驅動、感應機和同步機，以及數位電子學。
Aeidapu Mahesh 在印度蘇拉特的Sardar Vallabhbhai National Institute of Technology電機工程系擔任助理教授。他發表了期刊論文並在國內外會議上報告研究成果。他的研究興趣包括混合可再生能源系統、進化優化技術、電力電子學和驅動技術。
