Machine Learning in Elite Volleyball: Integrating Performance Analysis, Competition and Training Strategies
暫譯: 精英排球中的機器學習：整合表現分析、競賽與訓練策略

本簡報強調了各種機器學習（Machine Learning, ML）演算法在排球訓練和競賽策略評估中的應用，以及識別該運動中的高效能選手。簡報中討論了幾個心理元素/策略以及人類表現參數，以確定它們對精英排球比賽表現的影響。它呈現了關鍵表現指標以及可以在未來評估團隊表現和選手的表現參數。本簡報中概述的細節對於教練、俱樂部經理、人才識別專家、表現分析師以及其他在表現評估和促進該運動改進方面的重要利益相關者至關重要。

Dr. Rabiu Muazu Musa holds a PhD degree from Universiti Sultan Zainal Abidin (UniSZA), Malaysia. He obtained his MSc in Sports Science from UniSZA in 2015 and his BSc in Physical and Health Education at Bayero University Kano, Nigeria in 2011. His PhD research focused on the development of multivariate and machine learning models for athletic performance. His research interests include performance analysis, health promotion, sports psychology, exercise science, talent identification, test, and measurement as well as machine learning. He is currently a senior lecturer at the Centre for Fundamental and Continuing Education, Universiti Malaysia Terengganu.

Dr Anwar P.P. Abdul Majeed graduated with a first-class honours B.Eng. in Mechanical Engineering from Universiti Teknologi MARA (UiTM), Malaysia. He obtained an MSc. in Nuclear Engineering from Imperial College London, United Kingdom. He then received his PhD in Rehabilitation Robotics from the Universiti Malaysia Pahang (UMP). He is currently serving as a senior lecturer and the Head of Programme (Bachelor of Manufacturing Engineering Technology (Industrial Automation)) at the Faculty of Manufacturing and Mechatronics Engineering Technology, UMP. Dr Anwar is a Chartered Engineer, registered with the Institute of Mechanical Engineers (IMechE), UK, a Member of the Institute of Engineering and Technology (IET), UK as well as a Member of the Institute of Electrical and Electronics Engineers (IEEE). He is an active research member at the Innovative Manufacturing, Mechatronics and Sports Laboratory (iMAMS), UMP. His research interest includes rehabilitation robotics, computational mechanics, applied mechanics, sports engineering, renewable and nuclear energy, sports performance analysis as well as machine learning. He has authored over 60 papers in different journals, conference proceedings as well as books. He serves as a reviewer in a number of prolific journals such as IEEE Access, Frontiers in Bioengineering and Biotechnology, SN Applied Sciences, PeerJ Computer Science, Applied Computing and Informatics amongst others. He has also served as a Guest Editor for SN Applied Sciences as well as an Editor for several Springer book series. Dr Anwar is also an affiliate member with the Young Scientists Network of the Academy of Sciences Malaysia (YSN - ASM).

Muhammad Zuhaili Suhaimi is a lecturer at Universiti Malaysia Terengganu, Malaysia. He obtained his degree in Bachelor of Health Sciences (Exercise & Sports Science) and Master of Science (Sports Science), both at University Science of Malaysia (USM). His research interests include exercise-induced oxidative stress, health-related fitness, and high intensity interval training (HIIT). In volleyball, he is an ex-state athlete who participated in Sukan Malaysia (SUKMA) 2008 and currently he was certified as a volleyball coach (Level 1) by the Malaysia Volleyball Association (MAVA).

Dr. Mohd Azraai Mohd Razman graduated from the University of Sheffield, UK in Mechatronics Engineering. He then obtained his MEng. from Universiti Malaysia Pahang (UMP) in Mechatronics Engineering. He completed his PhD at UMP specifically in the application of machine learning in aquaculture. His research interest includes optimization techniques, control systems, signal processing, instrumentation in aquaculture, sports engineering as well as machine learning. He is currently serving as a guest editor for SN Applied Sciences in a number of topical collections.

Assoc. Prof. Dr. Mohamad Razali Abdullah obtained his Bachelor of Physical Education in 1989 from Universiti Putra Malaysia (UPM). He obtained his MSc in Sport and Exercise Science from the University of Wales Institute, Cardiff in 1998 and in 2007 he received his PhD in Sports Science from UPM. His research interests include motor control, sports biomechanics, motor performance and machine learning in sports. He is currently an Associate Professor at East Coast Environmental Research Institute Universiti Sultan Zainal Abidin, Terengganu, Malaysia

Prof. Ir. Dr. Noor Azuan Abu Osman graduated from the University of Bradford, UK with a B.Eng. Hons. in Mechanical Engineering, followed by MSc. and Ph.D. in Bioengineering from University of Strathclyde, UK. A practicing Engineer and Professor of Biomechanics with Faculty of Engineering, University of Malaya, Malaysia. His research interests include the measurements of human movement, prosthetics design, the development of instrumentation for forces and joint motion, and the design of prosthetics, orthotics and orthopedics. Prior to joining University of Malaya in 1995, he worked as Mechanical and Electrical Engineer and actively involved in many consultancy projects, especially in the field of biomechanics and bio-mechanical engineering.

拉比烏·穆阿祖·穆薩博士擁有馬來西亞蘇丹再納阿比丁大學（Universiti Sultan Zainal Abidin, UniSZA）的博士學位。他於2015年在UniSZA獲得運動科學碩士學位，並於2011年在尼日利亞的巴耶羅大學（Bayero University Kano）獲得體育與健康教育學士學位。他的博士研究專注於運動表現的多變量和機器學習模型的開發。他的研究興趣包括表現分析、健康促進、運動心理學、運動科學、人才識別、測試與測量以及機器學習。他目前是馬來西亞登嘉樓大學（Universiti Malaysia Terengganu）基礎與持續教育中心的高級講師。

安瓦爾·P.P.·阿卜杜勒·馬吉德博士以一級榮譽畢業於馬來西亞科技大學（Universiti Teknologi MARA, UiTM）的機械工程學士學位。他在英國倫敦帝國學院（Imperial College London）獲得核工程碩士學位，隨後在馬來西亞彭亨大學（Universiti Malaysia Pahang, UMP）獲得康復機器人學博士學位。他目前擔任UMP製造與機電工程技術學院的高級講師及學程主任（製造工程技術（工業自動化）學士）。安瓦爾博士是英國機械工程師學會（Institute of Mechanical Engineers, IMechE）註冊的特許工程師，也是英國工程與技術學會（Institute of Engineering and Technology, IET）及電氣和電子工程師學會（Institute of Electrical and Electronics Engineers, IEEE）的成員。他是創新製造、機電一體化與運動實驗室（iMAMS）的一名活躍研究成員。他的研究興趣包括康復機器人、計算力學、應用力學、運動工程、可再生與核能、運動表現分析以及機器學習。他在不同的期刊、會議論文集及書籍中發表了超過60篇論文，並在多個知名期刊如IEEE Access、Frontiers in Bioengineering and Biotechnology、SN Applied Sciences、PeerJ Computer Science、Applied Computing and Informatics等擔任審稿人。他還曾擔任SN Applied Sciences的客座編輯以及多個Springer書系的編輯。安瓦爾博士也是馬來西亞科學院青年科學家網絡（Young Scientists Network of the Academy of Sciences Malaysia, YSN - ASM）的附屬成員。

穆罕默德·祖海利·蘇海米是馬來西亞登嘉樓大學的講師。他獲得馬來西亞科學大學（University Science of Malaysia, USM）健康科學（運動與運動科學）學士學位及運動科學碩士學位。他的研究興趣包括運動引起的氧化壓力、健康相關的體能以及高強度間歇訓練（HIIT）。在排球方面，他曾是州運動員，參加過2008年馬來西亞運動會（Sukan Malaysia, SUKMA），目前已獲得馬來西亞排球協會（Malaysia Volleyball Association, MAVA）認證的排球教練（Level 1）。

穆罕默德·阿茲拉伊·穆罕默德·拉茲曼博士畢業於英國謝菲爾德大學的機電一體化工程。他隨後在馬來西亞彭亨大學（UMP）獲得機電一體化工程的碩士學位，並在UMP完成了機器學習在水產養殖應用方面的博士學位。他的研究興趣包括優化技術、控制系統、信號處理、水產養殖中的儀器、運動工程以及機器學習。他目前擔任SN Applied Sciences的客座編輯，負責多個主題專輯。

副教授穆罕默德·拉扎利·阿卜杜拉博士於1989年在馬來西亞普特拉大學（Universiti Putra Malaysia, UPM）獲得體育學士學位。他於1998年在威爾士大學卡迪夫分校（University of Wales Institute, Cardiff）獲得運動與運動科學碩士學位，並於2007年在UPM獲得運動科學博士學位。他的研究興趣包括運動控制、運動生物力學、運動表現以及運動中的機器學習。他目前是馬來西亞蘇丹再納阿比丁大學東海岸環境研究所的副教授。

教授伊爾·諾爾·阿祖安·阿布·奧斯曼博士畢業於英國布拉德福德大學，獲得機械工程一級榮譽學士學位，隨後在英國斯特拉斯克萊德大學獲得生物工程碩士及博士學位。他是一名執業工程師及馬來亞大學（University of Malaya）工程學院的生物力學教授。他的研究興趣包括人類運動的測量、義肢設計、力量和關節運動的儀器開發，以及義肢、矯形器和骨科的設計。在1995年加入馬來亞大學之前，他曾擔任機械和電氣工程師，並積極參與許多顧問項目，特別是在生物力學和生物機械工程領域。