Computational Bioacoustic Artificial Intelligence
暫譯: 計算生物聲學人工智慧

Subbaraj, Karthika, Balusamy, Balamurugan, Chithirai Pon Selvan, M.

Computational Bioacoustic Artificial Intelligence
  • 出版商: Springer
  • 出版日期: 2026-01-30
  • 售價: $8,920
  • 貴賓價: 9.5 折 $8,474
  • 語言: 英文
  • 頁數: 247
  • 裝訂: Hardcover - also called cloth, retail trade, or trade
  • ISBN: 3032060877
  • ISBN-13: 9783032060877
  • 相關分類: Machine Learning

    • 海外代購書籍(需單獨結帳)

商品描述

This book deep dives into the theoretical background of bioacoustics, signal processing techniques, feature extraction and pattern recognition algorithms, and technically advanced case studies in bioacoustics AI. By exploring the intricate characteristics of bioacoustic signals, this book offers a comprehensive understanding of the underlying principles and practical implementations. The fundamental chapters provide readers the basics by discussing the statistical and deterministic models of bioacoustic signals, including parametric and non-parametric approaches, time-frequency representations, and stochastic processes. Furthermore, this book delves into the complexities of bioacoustic signal generation and propagation, considering physiological factors, acoustic media, and signal degradation. The feature engineering methodology upon the complex and noisy sound data is understood and explored using advanced signal processing techniques, such as wavelet transforms, matching pursuit, higher-order statistics, and fractal analysis. The subsequent chapters focus on feature engineering and pattern recognition. The feature extraction methods under subject of discussion include time-domain, frequency-domain, and time-frequency features, as well as statistical and structural features. The advanced techniques related to deep learning such as convolutional neural networks and recurrent neural networks are also explored. Traditional classification techniques, including statistical pattern recognition and syntactic pattern recognition, are covered, followed by a deep dive into the application of deep learning for bioacoustic classification. The later chapters detail on the futuristic topics such as bioacoustic localization, source separation, change detection, and monitoring. The bioacoustic data collected with other sensor modalities are significant in the development of bioacoustic indices. This book leads the assessment techniques to determine the quality of ecosystem and its performance. Furthermore, the application of bioacoustic AI in man-machine interaction is examined.

商品描述(中文翻譯)

這本書深入探討生物聲學的理論背景、信號處理技術、特徵提取和模式識別算法，以及生物聲學人工智慧的技術先進案例研究。通過探索生物聲學信號的複雜特徵，本書提供了對基本原則和實際應用的全面理解。基本章節通過討論生物聲學信號的統計模型和確定性模型，包括參數和非參數方法、時頻表示法以及隨機過程，為讀者提供基礎知識。此外，本書深入探討生物聲學信號的生成和傳播的複雜性，考慮生理因素、聲學媒介和信號衰減。針對複雜和噪聲音頻數據的特徵工程方法，使用先進的信號處理技術進行理解和探索，例如小波變換、匹配追蹤、高階統計和分形分析。隨後的章節專注於特徵工程和模式識別。討論中的特徵提取方法包括時域、頻域和時頻特徵，以及統計特徵和結構特徵。與深度學習相關的先進技術，如卷積神經網絡和遞歸神經網絡也被探討。傳統的分類技術，包括統計模式識別和語法模式識別，隨後深入探討深度學習在生物聲學分類中的應用。後面的章節詳細介紹未來主題，如生物聲學定位、源分離、變化檢測和監測。與其他傳感器模態收集的生物聲學數據在生物聲學指數的發展中具有重要意義。本書引導評估技術以確定生態系統的質量及其性能。此外，還探討了生物聲學人工智慧在人機互動中的應用。

作者簡介

Dr. S. Karthika, Associate Professor, in the Department of Information Technology has over 16 years of teaching and 1.5 years of exclusive research experience. To her credit she has 80+ research articles and delivered 20+ keynote talks in her research domain of computational science using AI. She heads the AI for Social Good (AISG) Research Lab and Cyber Security Working Group (CSWG). She is currently executing DST funded CSRI project and has also completed projects from TNSCST and SSN Trust. She has executed 2 consultancies and has published a US Patent. She has organized multiple International conferences, ATAL FDP, ACM Summer School and 25+ other events/activities. She has played many vitals roles as an academician and researcher by serving as Board of Studies (BoS), Doctoral Committee member and reviewer for reputed International and National journals and conferences. She is a recipient of UGC BSR Fellowship, Teacher Par Excellence awards and Intel oneAPI Innovator. She is an active ACM and Senior IEEE member. She is an ardent admirer of Indian dance and music art forms.

Balusamy is currently working as Associate Dean Academics in Shiv Nadar University, Delhi-NCR. Prior to this assignment, he was Professor, School of Computing Sciences & Engineering and Director International Relations at Galgotias University, Greater Noida, India. His contributions focus on Engineering Education, Block chain, and Data Sciences. His Academic degrees and twelve years of experience working as Faculty in a global university like VIT University, Vellore, has made him more receptive and prominent in his domain. He does have 200 plus high impact factor papers in Springer, Elsevier, and IEEE. He has done more than 80 Edited and authored books and collaborated with eminent professors across the world from top QS ranked universities. Balusamy has served up to the position of Associate Professor in his stint of 12 years of experience with VIT University, Vellore.

Prof. Chithirai Pon Selvan brings over 25 years of expertise in engineering education and academic leadership, with 17 years dedicated to advancing higher education in the UAE. He is a Senior Fellow of the Higher Education Academy (SFHEA), UK, and a Fellow of the Curtin Academy, Australia. His research interests include machine design, optimization techniques, advanced manufacturing, and renewable energy, with a strong focus on engineering for sustainable development. He has published 150+ research articles in journals, authored several books, and presented at numerous conferences. He is an approved PhD supervisor at several universities, including Curtin University, Australia, and has successfully supervised many doctoral candidates. Throughout his career, he has been invited and honored as a keynote speaker, session chair, resource person, and technical committee member at conferences across the UAE, India, Thailand, Malaysia, Germany, Maldives, Italy, Australia, Oman, Pakistan, Singapore, Qatar, and the UK. Prof. Pon has demonstrated distinguished leadership in advancing engineering education in the UAE. As the founding faculty member responsible for launching the Mechanical Engineering programs at Manipal University Dubai, and Amity University Dubai, he played a pivotal role in lab development, accreditation, industry collaboration, student success, and academic leadership for over a decade. He is also the founding academic of the Mechanical Engineering program at Curtin University Dubai, where he currently serves. In addition, he is a member of leading professional societies such as SAE, ASHRAE, IMechE, ASME, IEEE, EI, ASQ, and ISTE.

Dr. Feslin Anish Mon, Researcher specializing in Trust-based Security in IoT Networks, holds a Ph.D. in Information and Communication Engineering. With good publications in reputed journals and a patented contribution to his name, Dr. Feslin has notable contribution in academia as well. Currently, he serves in the Department of Information Technology at the University of Technology and Applied Sciences, Ibri Branch, where he actively contributes to research and inspires students and colleagues alike. His work reflects a commitment to advancing knowledge and innovation in the dynamic field of information technology.

Dr. Chander Prabha is working as a Professor in the Department of Computer Science and Engineering at Chitkara University Institute of Engineering and Technology, Chitkara University, Punjab, India. She had done her Ph.D. from M.M. University in Computer Science Engineering in 2017 and her master's in Engineering from Punjab Engineering College (2004), PEC, Chandigarh, India. A total of 21+ years of academic/research experience with more than 110+ publications in various National, International Conferences, and International Journals. She has published many book chapters in CRC press. She is the guest editor journal of Artificial Intelligence and Internet of Things, Near East University, Turkey. Also, she is a reviewer of many international conferences and journals of repute. Many online certifications are also there in her credit. She is a lifetime member of educational societies like ISTE, IAENG, SCIEI, IIRJC, IACSIT, etc.

作者簡介(中文翻譯)

Dr. S. Karthika，資訊科技系的副教授，擁有超過16年的教學經驗和1.5年的專門研究經驗。她的研究成果包括80篇以上的研究文章，並在計算科學及人工智慧的研究領域發表了20多場主題演講。她負責社會公益人工智慧（AI for Social Good, AISG）研究實驗室和網路安全工作小組（Cyber Security Working Group, CSWG）。目前，她正在執行由DST資助的CSRI專案，並已完成來自TNSCST和SSN Trust的專案。她執行過2個顧問專案，並已獲得美國專利。她組織了多場國際會議、ATAL FDP、ACM夏季學校及25場以上的其他活動。作為學者和研究人員，她在學術界扮演了多個重要角色，包括擔任學術委員會（Board of Studies, BoS）、博士委員會成員及多個國際和國內期刊及會議的審稿人。她是UGC BSR獎學金、卓越教師獎及Intel oneAPI創新者的獲獎者。她是活躍的ACM和資深IEEE會員，並熱愛印度舞蹈和音樂藝術形式。

Balusamy目前擔任Shiv Nadar University（德里-NCR）的副院長。此前，他是Galgotias University（印度大諾伊達）計算科學與工程學院的教授及國際關係主任。他的貢獻集中在工程教育、區塊鏈和數據科學。他的學位及在全球大學如VIT University（維洛爾）擔任教職的十二年經驗，使他在其領域中更具敏感性和知名度。他在Springer、Elsevier和IEEE上發表了200篇以上的高影響力論文，並編輯和撰寫了80本以上的書籍，與來自全球頂尖QS排名大學的著名教授合作。Balusamy在VIT University（維洛爾）的12年任期內，曾擔任副教授。

Prof. Chithirai Pon Selvan在工程教育和學術領導方面擁有超過25年的專業經驗，其中17年致力於推進阿聯酋的高等教育。他是英國高等教育學院的高級研究員（Senior Fellow of the Higher Education Academy, SFHEA）及澳大利亞Curtin Academy的研究員。他的研究興趣包括機械設計、優化技術、先進製造和可再生能源，並強調可持續發展的工程。他在期刊上發表了150篇以上的研究文章，撰寫了多本書籍，並在多個會議上發表演講。他是多所大學的認可博士生導師，包括澳大利亞的Curtin University，並成功指導了許多博士候選人。在他的職業生涯中，他被邀請並榮獲多個會議的主題演講者、會議主席、資源人員和技術委員會成員的榮譽。Prof. Pon在推進阿聯酋的工程教育方面展現了卓越的領導能力。作為負責在Manipal University Dubai和Amity University Dubai啟動機械工程課程的創始教員，他在實驗室開發、認證、產業合作、學生成功和學術領導方面發揮了關鍵作用，持續超過十年。他也是Curtin University Dubai機械工程課程的創始學術成員，目前仍在該校任職。此外，他還是SAE、ASHRAE、IMechE、ASME、IEEE、EI、ASQ和ISTE等主要專業協會的成員。

Dr. Feslin Anish Mon，專注於物聯網網路中的信任安全的研究人員，擁有資訊與通信工程的博士學位。他在知名期刊上有良好的發表紀錄，並擁有專利貢獻，Dr. Feslin在學術界也有顯著的貢獻。目前，他在伊布里分校的應用科技大學資訊科技系任職，積極參與研究並激勵學生和同事。他的工作反映了對推進資訊科技領域知識和創新的承諾。

Dr. Chander Prabha在印度旁遮普的Chitkara University Institute of Engineering and Technology的計算機科學與工程系擔任教授。她於2017年在M.M. University獲得計算機科學工程的博士學位，並於2004年在旁遮普工程學院（PEC）獲得工程碩士學位。她擁有超過21年的學術/研究經驗，並在各類國內、國際會議和國際期刊上發表了110篇以上的論文。她在CRC出版社發表了多個書籍章節，並擔任土耳其近東大學的《人工智慧與物聯網》期刊的客座編輯。此外，她還是多個知名國際會議和期刊的審稿人。她的成就中還包括多項線上認證。她是ISTE、IAENG、SCIEI、IIRJC、IACSIT等教育學會的終身會員。

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