IMMU-based Orientation Determination in Sports Analytics
Sports analytics research has major impact on the development of innovative training methods and the broadcast of sports events. This dissertation provides algorithms for both kinematic analysis and performance interpretation based on unobtrusively obtained measurements from wearable sensors. Its ma...
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| Fformat: | Online |
| Iaith: | Saesneg |
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FAU University Press
2025
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| Pynciau: | |
| Mynediad Ar-lein: | ONIX_20251215T160703_9783961474868_4 |
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Dim Tagiau, Byddwch y cyntaf i dagio'r cofnod hwn!
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| _version_ | 1869521173978546176 |
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| author | Groh, Benjamin H. |
| author_browse | Groh, Benjamin H. |
| author_facet | Groh, Benjamin H. |
| author_sort | Groh, Benjamin H. |
| collection | Directory of Open Access Books |
| description | Sports analytics research has major impact on the development of innovative training methods and the broadcast of sports events. This dissertation provides algorithms for both kinematic analysis and performance interpretation based on unobtrusively obtained measurements from wearable sensors. Its main focus is set on the processing of 3D-orientation features and the exploration of their potential for sports analytics. The proposed algorithms are described and evaluated in five exemplary sports. In scuba diving, rowing and ski jumping, the 3D-orientation of the body/boat/skis is determined and further processed to analyze and visualize the motion behavior. In snowboarding and skateboarding, the board orientation is calculated and processed for motion visualization and machine learning. Board sport tricks are automatically detected and subsequently classified for trick category and type. The methods of this work were already partially applied for TV broadcast of international competitions (e.g., Olympics 2018). Additionally, they can support sports science research for establishing thorough investigations and innovative training methods. |
| format | Online |
| id | doab-20.500.12854ir-170210 |
| institution | Directory of Open Access Books |
| language | eng |
| publishDate | 2025 |
| publishDateRange | 2025 |
| publishDateSort | 2025 |
| publisher | FAU University Press |
| publisherStr | FAU University Press |
| record_format | ojs |
| spelling | doab-20.500.12854ir-1702102025-12-16T05:21:21Z IMMU-based Orientation Determination in Sports Analytics Groh, Benjamin H. Scuba Diving Data Science Machine Learning Wearable Computing Skateboarding Snowboarding Rowing Ski jumping Kinematic Analysis thema EDItEUR::G Reference, Information and Interdisciplinary subjects::GP Research and information: general::GPH Data science and analysis: general thema EDItEUR::S Sports and Active outdoor recreation::SC Sport: general::SCG Sports training and coaching thema EDItEUR::U Computing and Information Technology::UY Computer science::UYQ Artificial intelligence::UYQM Machine learning Sports analytics research has major impact on the development of innovative training methods and the broadcast of sports events. This dissertation provides algorithms for both kinematic analysis and performance interpretation based on unobtrusively obtained measurements from wearable sensors. Its main focus is set on the processing of 3D-orientation features and the exploration of their potential for sports analytics. The proposed algorithms are described and evaluated in five exemplary sports. In scuba diving, rowing and ski jumping, the 3D-orientation of the body/boat/skis is determined and further processed to analyze and visualize the motion behavior. In snowboarding and skateboarding, the board orientation is calculated and processed for motion visualization and machine learning. Board sport tricks are automatically detected and subsequently classified for trick category and type. The methods of this work were already partially applied for TV broadcast of international competitions (e.g., Olympics 2018). Additionally, they can support sports science research for establishing thorough investigations and innovative training methods. 2025-12-16T05:21:20Z 2025-12-16T05:21:20Z 2025-12-15T15:08:44Z 2022 book ONIX_20251215T160703_9783961474868_4 https://library.oapen.org/handle/20.500.12657/109173 9783961474868 9783961474851 https://directory.doabooks.org/handle/20.500.12854/170210 eng FAU Studien aus der Informatik open access image/jpeg Attribution 4.0 International https://library.oapen.org/bitstream/20.500.12657/109173/1/9783961474868.pdf FAU University Press 10.25593/978-3-96147-486-8 10.25593/978-3-96147-486-8 2c600dea-eece-4066-87be-da335e323fdb 9783961474868 9783961474851 187 Erlangen open access |
| spellingShingle | Scuba Diving Data Science Machine Learning Wearable Computing Skateboarding Snowboarding Rowing Ski jumping Kinematic Analysis thema EDItEUR::G Reference, Information and Interdisciplinary subjects::GP Research and information: general::GPH Data science and analysis: general thema EDItEUR::S Sports and Active outdoor recreation::SC Sport: general::SCG Sports training and coaching thema EDItEUR::U Computing and Information Technology::UY Computer science::UYQ Artificial intelligence::UYQM Machine learning Groh, Benjamin H. IMMU-based Orientation Determination in Sports Analytics |
| title | IMMU-based Orientation Determination in Sports Analytics |
| title_full | IMMU-based Orientation Determination in Sports Analytics |
| title_fullStr | IMMU-based Orientation Determination in Sports Analytics |
| title_full_unstemmed | IMMU-based Orientation Determination in Sports Analytics |
| title_short | IMMU-based Orientation Determination in Sports Analytics |
| title_sort | immu based orientation determination in sports analytics |
| topic | Scuba Diving Data Science Machine Learning Wearable Computing Skateboarding Snowboarding Rowing Ski jumping Kinematic Analysis thema EDItEUR::G Reference, Information and Interdisciplinary subjects::GP Research and information: general::GPH Data science and analysis: general thema EDItEUR::S Sports and Active outdoor recreation::SC Sport: general::SCG Sports training and coaching thema EDItEUR::U Computing and Information Technology::UY Computer science::UYQ Artificial intelligence::UYQM Machine learning |
| topic_facet | Scuba Diving Data Science Machine Learning Wearable Computing Skateboarding Snowboarding Rowing Ski jumping Kinematic Analysis thema EDItEUR::G Reference, Information and Interdisciplinary subjects::GP Research and information: general::GPH Data science and analysis: general thema EDItEUR::S Sports and Active outdoor recreation::SC Sport: general::SCG Sports training and coaching thema EDItEUR::U Computing and Information Technology::UY Computer science::UYQ Artificial intelligence::UYQM Machine learning |
| url | ONIX_20251215T160703_9783961474868_4 |
| work_keys_str_mv | AT grohbenjaminh immubasedorientationdeterminationinsportsanalytics |