Wearables for Integrative Performance and Tactic Analyses: Opportunities, Challenges, and Future Directions

被引:39
|
作者
Lutz, Jonas [1 ]
Memmert, Daniel [2 ]
Raabe, Dominik [2 ]
Dornberger, Rolf [1 ]
Donath, Lars [2 ]
机构
[1] Univ Appl Sci & Arts Northwestern Switzerland, Inst Informat Syst, Peter Merian Str 86, CH-4052 Basel, Switzerland
[2] German Sport Univ Cologne, Inst Exercise Training & Sport Informat, D-50933 Cologne, Germany
关键词
wearables; team sports; load monitoring; tactic; analysis; spatiotemporal data; GLOBAL POSITIONING SYSTEM; EXTERNAL-TRAINING-LOAD; DECISION-MAKING; GPS DEVICES; MOVEMENT BEHAVIOR; PHYSICAL DEMANDS; METABOLIC POWER; MATCH ANALYSIS; TEAM SPORTS; HEART-RATE;
D O I
10.3390/ijerph17010059
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Micro-electromechanical systems (MEMS) have reduced drastically in size, cost, and power consumption, while improving accuracy. The combination of different sensor technologies is considered a promising step in the monitoring of athletes. Those "wearables" enable the capturing of relevant physiological and tactical information in individual and team sports and thus replacing subjective, time-consuming and qualitative methods with objective, quantitative ones. Prior studies mainly comprised sports categories such as: targeting sports, batting and fielding games as well as net and wall games, focusing on the detection of individual, non-locomotive movements. The increasing capabilities of wearables allow for more complex and integrative analysis expanding research into the last category: invasion sports. Such holistic approaches allow the derivation of metrics, estimation of physical conditions and the analysis of team strategic behavior, accompanied by integrative knowledge gains in technical, tactical, physical, and mental aspects of a sport. However, prior and current researchers find the precise measurement of the actual movement within highly dynamic and non-linear movement difficult. Thus, the present article showcases an overview of the environments in which the wearables are employed. It elaborates their use in individual as well as team-related performance analyses with a special focus on reliability and validity, challenges, and future directions.
引用
收藏
页数:26
相关论文
共 50 条
  • [1] WHEN SMART WEARABLES MEET INTELLIGENT VEHICLES: CHALLENGES AND FUTURE DIRECTIONS
    Sun, Wen
    Liu, Jiajia
    Zhang, Haibin
    [J]. IEEE WIRELESS COMMUNICATIONS, 2017, 24 (03) : 58 - 65
  • [2] Management of frailty: opportunities, challenges, and future directions
    Dent, Elsa
    Martin, Finbarr C.
    Bergman, Howard
    Woo, Jean
    Romero-Ortuno, Roman
    Walston, Jeremy D.
    [J]. LANCET, 2019, 394 (10206): : 1376 - 1386
  • [3] Assistive Wearables: Opportunities and Challenges
    Motti, Vivian Genaro
    [J]. UBICOMP/ISWC'19 ADJUNCT: PROCEEDINGS OF THE 2019 ACM INTERNATIONAL JOINT CONFERENCE ON PERVASIVE AND UBIQUITOUS COMPUTING AND PROCEEDINGS OF THE 2019 ACM INTERNATIONAL SYMPOSIUM ON WEARABLE COMPUTERS, 2019, : 1040 - 1043
  • [4] Automated Integrative Complexity: Current Challenges and Future Directions
    Houck, Shannon C.
    Conway, Lucian Gideon, III
    Gornick, Laura Janelle
    [J]. POLITICAL PSYCHOLOGY, 2014, 35 (05) : 647 - 659
  • [5] Wearables for personalized monitoring of masticatory muscle activity - opportunities, challenges, and the future
    Prasad, Sabarinath
    Farella, Mauro
    [J]. CLINICAL ORAL INVESTIGATIONS, 2023, 27 (08) : 4861 - 4867
  • [6] Wearables for personalized monitoring of masticatory muscle activity — opportunities, challenges, and the future
    Sabarinath Prasad
    Mauro Farella
    [J]. Clinical Oral Investigations, 2023, 27 : 4861 - 4867
  • [7] Artificial intelligence and dermatology: opportunities, challenges, and future directions
    Schlessinger, Daniel I.
    Chhor, Guillaume
    Gevaert, Olivier
    Swetter, Susan M.
    Ko, Justin
    Novoa, Roberto A.
    [J]. SEMINARS IN CUTANEOUS MEDICINE AND SURGERY, 2019, 38 (01) : E31 - E37
  • [8] Young Professionals in Neuroradiology: Opportunities, Challenges, and Future Directions
    Trofimova, Anna V.
    Li, Yi
    Mazaheri, Parisa
    Krishnan, Arun
    Payabvash, Seyedmehdi
    Kappelhof, Manon
    Gadde, Judith A.
    [J]. AMERICAN JOURNAL OF NEURORADIOLOGY, 2024, 45 (03) : 256 - 261
  • [9] Maintenance and Agile Development: Challenges, Opportunities and Future Directions
    Hanssen, Geir K.
    Yamashita, Aiko Fallas
    Conradi, Reidar
    Moonen, Leon
    [J]. 2009 IEEE INTERNATIONAL CONFERENCE ON SOFTWARE MAINTENANCE, CONFERENCE PROCEEDINGS, 2009, : 487 - +
  • [10] Artificial intelligence in glaucoma: opportunities, challenges, and future directions
    Huang, Xiaoqin
    Islam, Md Rafiqul
    Akter, Shanjita
    Ahmed, Fuad
    Kazami, Ehsan
    Serhan, Hashem Abu
    Abd-alrazaq, Alaa
    Yousefi, Siamak
    [J]. BIOMEDICAL ENGINEERING ONLINE, 2023, 22 (01)