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2018 | OriginalPaper | Buchkapitel

7. Applications

verfasst von : Anton Kos, Anton Umek

Erschienen in: Biomechanical Biofeedback Systems and Applications

Verlag: Springer International Publishing

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Abstract

This chapter is dedicated to the presentation of biofeedback applications in sport and rehabilitation. The review of such applications that come in large numbers and varieties is not in the scope of this book. To provide the complete information about the development, properties, functionalities, and results of biofeedback applications, we chose to present only those developed by the authors of this book. Properties and requirements of different sports and rehabilitation therapies are explained first, followed by typical applications scenarios including low dynamic activities, high dynamic activities, multiple sensors, and multiple user cases. Five examples of biofeedback applications are presented and discussed: Golf swing trainer, Smart golf club, Smart ski, water sport, and swimming rehabilitation. Each of them is thoroughly explained in terms of its objectives and functionalities, system architecture and setup, theoretical and research background, results and future development plans. All application presentations include details about the biofeedback system elements used (sensors, processing devices, actuators) and the most important and relevant results that are showing or proving its suitability, applicability, and usefulness for the intended function. Also, for each of the applications future development ideas are listed and explained. By studying this chapter, the reader should get a deeper insight of the various possibilities available for biofeedback application development and use.

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Literatur
Zurück zum Zitat Abdul Razak AH, Zayegh A, Begg RK, Wahab Y (2012) Foot plantar pressure measurement system: A review. Sensors 12(7):9884–9912CrossRef Abdul Razak AH, Zayegh A, Begg RK, Wahab Y (2012) Foot plantar pressure measurement system: A review. Sensors 12(7):9884–9912CrossRef
Zurück zum Zitat Adelsberger R, Aufdenblatten S, Gilgien M, Tröster G (2014) On bending characteristics of skis in use. Procedia Engineering 72:362–367CrossRef Adelsberger R, Aufdenblatten S, Gilgien M, Tröster G (2014) On bending characteristics of skis in use. Procedia Engineering 72:362–367CrossRef
Zurück zum Zitat Ahmadi, A., Destelle, F., Monaghan, D., O’Connor, N. E., Richter, C., & Moran, K. (2014, November). A framework for comprehensive analysis of a swing in sports using low-cost inertial sensors. In SENSORS, 2014 IEEE (pp. 2211–2214). IEEE Ahmadi, A., Destelle, F., Monaghan, D., O’Connor, N. E., Richter, C., & Moran, K. (2014, November). A framework for comprehensive analysis of a swing in sports using low-cost inertial sensors. In SENSORS, 2014 IEEE (pp. 2211–2214). IEEE
Zurück zum Zitat Barbosa AC, Castro FDS, Dopsaj M, Cunha SA, Júnior OA (2013) Acute responses of biomechanical parameters to different sizes of hand paddles in front-crawl stroke. J Sports Sci 31(9):1015–1023CrossRef Barbosa AC, Castro FDS, Dopsaj M, Cunha SA, Júnior OA (2013) Acute responses of biomechanical parameters to different sizes of hand paddles in front-crawl stroke. J Sports Sci 31(9):1015–1023CrossRef
Zurück zum Zitat Becker BE (2009) Aquatic therapy: scientific foundations and clinical rehabilitation applications. PM&R 1(9):859–872CrossRef Becker BE (2009) Aquatic therapy: scientific foundations and clinical rehabilitation applications. PM&R 1(9):859–872CrossRef
Zurück zum Zitat Betzler NF, Monk SA, Wallace ES, Otto SR (2012) Effects of golf shaft stiffness on strain, clubhead presentation and wrist kinematics. Sports Biomech 11(2):223–238CrossRef Betzler NF, Monk SA, Wallace ES, Otto SR (2012) Effects of golf shaft stiffness on strain, clubhead presentation and wrist kinematics. Sports Biomech 11(2):223–238CrossRef
Zurück zum Zitat Camomilla V, Bergamini E, Fantozzi S, Vannozzi G (2016) In-field use of wearable magneto-inertial sensors for sports performance evaluation. In: ISBS-conference proceedings archive, vol 33(1) Camomilla V, Bergamini E, Fantozzi S, Vannozzi G (2016) In-field use of wearable magneto-inertial sensors for sports performance evaluation. In: ISBS-conference proceedings archive, vol 33(1)
Zurück zum Zitat Chambers R, Gabbett TJ, Cole MH, Beard A (2015) The use of wearable microsensors to quantify sport-specific movements. Sports Med 45(7):1–17CrossRef Chambers R, Gabbett TJ, Cole MH, Beard A (2015) The use of wearable microsensors to quantify sport-specific movements. Sports Med 45(7):1–17CrossRef
Zurück zum Zitat Choi YC, Kim HK, Shim KB (2016) Analyzing the characteristics of golf driver shafts with using a strain gage. J Ceram Process Res 17:113–117 Choi YC, Kim HK, Shim KB (2016) Analyzing the characteristics of golf driver shafts with using a strain gage. J Ceram Process Res 17:113–117
Zurück zum Zitat Chun S, Kang D, Choi HR, Park A, Lee KK, Kim J (2014) A sensor-aided self coaching model for uncocking improvement in golf swing. Multimed Tools Appl 72(1):253–279CrossRef Chun S, Kang D, Choi HR, Park A, Lee KK, Kim J (2014) A sensor-aided self coaching model for uncocking improvement in golf swing. Multimed Tools Appl 72(1):253–279CrossRef
Zurück zum Zitat Delgado-Gonzalo R, Lemkaddem A, Renevey P, Calvo EM, Lemay M, Cox K, Bertschi M (2016) Real-time monitoring of swimming performance. In: 2016 IEEE 38th annual international conference of the engineering in medicine and biology society (EMBC). IEEE, pp 4743–4746 Delgado-Gonzalo R, Lemkaddem A, Renevey P, Calvo EM, Lemay M, Cox K, Bertschi M (2016) Real-time monitoring of swimming performance. In: 2016 IEEE 38th annual international conference of the engineering in medicine and biology society (EMBC). IEEE, pp 4743–4746
Zurück zum Zitat Dopsaj M, Matković I, Thanopoulos V, Okičić T (2003) Reliability and validity of basic kinematics and mechanical characteristics of pulling force in swimmers measured by the method of tethered swimming with maximum intensity of 60 seconds. Facta Univ Ser: Phys Educ Sport 1(10):11–22 Dopsaj M, Matković I, Thanopoulos V, Okičić T (2003) Reliability and validity of basic kinematics and mechanical characteristics of pulling force in swimmers measured by the method of tethered swimming with maximum intensity of 60 seconds. Facta Univ Ser: Phys Educ Sport 1(10):11–22
Zurück zum Zitat Ebling MR (2016) IoT: from sports to fashion and everything in-between. IEEE Pervasive Comput 4:2–4 Ebling MR (2016) IoT: from sports to fashion and everything in-between. IEEE Pervasive Comput 4:2–4
Zurück zum Zitat Falda-Buscaiot T, Hintzy F, Coulmy N (2016) Ground reaction force comparison between both feet during giant slalom turns in alpine skiing. In ISBS-conference proceedings archive, vol 33(1) Falda-Buscaiot T, Hintzy F, Coulmy N (2016) Ground reaction force comparison between both feet during giant slalom turns in alpine skiing. In ISBS-conference proceedings archive, vol 33(1)
Zurück zum Zitat Ganzevles S, Vullings R, Beek PJ, Daanen H, Truijens M (2017) Using tri-axial accelerometry in daily elite swim training practice. Sensors 17(5):990CrossRef Ganzevles S, Vullings R, Beek PJ, Daanen H, Truijens M (2017) Using tri-axial accelerometry in daily elite swim training practice. Sensors 17(5):990CrossRef
Zurück zum Zitat Gruwsved Å, Söderback I, Fernholm C (1996) Evaluation of a vocational training programme in primary health care rehabilitation: a case study. Work 7(1):47–61CrossRef Gruwsved Å, Söderback I, Fernholm C (1996) Evaluation of a vocational training programme in primary health care rehabilitation: a case study. Work 7(1):47–61CrossRef
Zurück zum Zitat Guignard B, Rouard A, Chollet D, Seifert L (2017) Behavioral dynamics in swimming: the appropriate use of inertial measurement units. Front Psychol 8:383CrossRef Guignard B, Rouard A, Chollet D, Seifert L (2017) Behavioral dynamics in swimming: the appropriate use of inertial measurement units. Front Psychol 8:383CrossRef
Zurück zum Zitat Guo J, Zhou X, Sun Y, Ping G, Zhao G, Li Z (2016) Smartphone-based patients’ activity recognition by using a self-learning scheme for medical monitoring. J Med Syst 40(6):140CrossRef Guo J, Zhou X, Sun Y, Ping G, Zhao G, Li Z (2016) Smartphone-based patients’ activity recognition by using a self-learning scheme for medical monitoring. J Med Syst 40(6):140CrossRef
Zurück zum Zitat Hsu YL, Chen YT, Chou PH, Kou YC, Chen YC, Su HY (2016) Golf swing motion detection using an inertial-sensor-based portable instrument. In 2016 IEEE international conference on consumer electronics-Taiwan (ICCE-TW). (pp 1–2) Hsu YL, Chen YT, Chou PH, Kou YC, Chen YC, Su HY (2016) Golf swing motion detection using an inertial-sensor-based portable instrument. In 2016 IEEE international conference on consumer electronics-Taiwan (ICCE-TW). (pp 1–2)
Zurück zum Zitat Jakus G, Stojmenova K, Tomažič S, Sodnik J (2017) A system for efficient motor learning using multimodal augmented feedback. Multimed Tools Appl 76(20):20409–20421CrossRef Jakus G, Stojmenova K, Tomažič S, Sodnik J (2017) A system for efficient motor learning using multimodal augmented feedback. Multimed Tools Appl 76(20):20409–20421CrossRef
Zurück zum Zitat Jensen U, Schmidt M, Hennig M, Dassler FA, Jaitner T, Eskofier BM (2015) An IMU-based mobile system for golf putt analysis. Sports Eng 18(2):123–133CrossRef Jensen U, Schmidt M, Hennig M, Dassler FA, Jaitner T, Eskofier BM (2015) An IMU-based mobile system for golf putt analysis. Sports Eng 18(2):123–133CrossRef
Zurück zum Zitat Jiao L, Bie R, Wu H, Wei Y, Kos A, Umek A (2018) Golf swing data classification with deep convolutional neural network. IPSI BGD Trans Internet Res 14(1):29–34 Jiao L, Bie R, Wu H, Wei Y, Kos A, Umek A (2018) Golf swing data classification with deep convolutional neural network. IPSI BGD Trans Internet Res 14(1):29–34
Zurück zum Zitat Kirby R (2009) Development of a real-time performance measurement and feedback system for alpine skiers. Sports Technol 2(1–2):43–52CrossRef Kirby R (2009) Development of a real-time performance measurement and feedback system for alpine skiers. Sports Technol 2(1–2):43–52CrossRef
Zurück zum Zitat Kos A, Tomažič S, Umek A (2016) Suitability of smartphone inertial sensors for real-time biofeedback applications. Sensors 16(3):301CrossRef Kos A, Tomažič S, Umek A (2016) Suitability of smartphone inertial sensors for real-time biofeedback applications. Sensors 16(3):301CrossRef
Zurück zum Zitat Kunze K, Minamizawa K, Lukosch S, Inami M, Rekimoto J (2017) Superhuman sports: Applying human augmentation to physical exercise. IEEE Pervasive Comput 16(2):14–17CrossRef Kunze K, Minamizawa K, Lukosch S, Inami M, Rekimoto J (2017) Superhuman sports: Applying human augmentation to physical exercise. IEEE Pervasive Comput 16(2):14–17CrossRef
Zurück zum Zitat Li R, Cai Z, Lee W, Lai DT (2016) A wearable biofeedback control system based body area network for freestyle swimming. In: 2016 IEEE 38th annual international conference of the engineering in medicine and biology society (EMBC). IEEE, (pp 1866–1869) Li R, Cai Z, Lee W, Lai DT (2016) A wearable biofeedback control system based body area network for freestyle swimming. In: 2016 IEEE 38th annual international conference of the engineering in medicine and biology society (EMBC). IEEE, (pp 1866–1869)
Zurück zum Zitat Li X, Wang C, Wang H, Guo J (2017) Real-time dynamic data analysis model based on wearable smartband. In: International conference on intelligent and interactive systems and applications. Springer, Cham, (pp 442–449) Li X, Wang C, Wang H, Guo J (2017) Real-time dynamic data analysis model based on wearable smartband. In: International conference on intelligent and interactive systems and applications. Springer, Cham, (pp 442–449)
Zurück zum Zitat Llosa J, Vilajosana I, Vilajosana X, Navarro N, Surinach E, Marques JM (2009) REMOTE, a wireless sensor network based system to monitor rowing performance. Sensors 9(9):7069–7082CrossRef Llosa J, Vilajosana I, Vilajosana X, Navarro N, Surinach E, Marques JM (2009) REMOTE, a wireless sensor network based system to monitor rowing performance. Sensors 9(9):7069–7082CrossRef
Zurück zum Zitat Magalhaes FAD, Vannozzi G, Gatta G, Fantozzi S (2015) Wearable inertial sensors in swimming motion analysis: a systematic review. J Sports Sci 33(7):732–745CrossRef Magalhaes FAD, Vannozzi G, Gatta G, Fantozzi S (2015) Wearable inertial sensors in swimming motion analysis: a systematic review. J Sports Sci 33(7):732–745CrossRef
Zurück zum Zitat Mendes JJA Jr, Vieira MEM, Pires MB, Stevan SL Jr (2016) Sensor fusion and smart sensor in sports and biomedical applications. Sensors 16(10):1569CrossRef Mendes JJA Jr, Vieira MEM, Pires MB, Stevan SL Jr (2016) Sensor fusion and smart sensor in sports and biomedical applications. Sensors 16(10):1569CrossRef
Zurück zum Zitat Michahelles F, Schiele B (2005) Sensing and monitoring professional skiers. IEEE Pervasive Comput 4(3):40–45CrossRef Michahelles F, Schiele B (2005) Sensing and monitoring professional skiers. IEEE Pervasive Comput 4(3):40–45CrossRef
Zurück zum Zitat Mitsui T, Tang S, Obana S (2015 Support system for improving golf swing by using wearable sensors. In: 2015 eighth international conference on mobile computing and ubiquitous networking (ICMU). IEEE, (pp 100–101) Mitsui T, Tang S, Obana S (2015 Support system for improving golf swing by using wearable sensors. In: 2015 eighth international conference on mobile computing and ubiquitous networking (ICMU). IEEE, (pp 100–101)
Zurück zum Zitat Mooney R, Corley G, Godfrey A, Quinlan LR, ÓLaighin G (2015) Inertial sensor technology for elite swimming performance analysis: a systematic review. Sensors 16(1):18CrossRef Mooney R, Corley G, Godfrey A, Quinlan LR, ÓLaighin G (2015) Inertial sensor technology for elite swimming performance analysis: a systematic review. Sensors 16(1):18CrossRef
Zurück zum Zitat Nagle EF, Sanders ME, Franklin BA (2017) Aquatic high intensity interval training for cardiometabolic health: benefits and training design. Am J Lifestyle Med 11(1):64–76CrossRef Nagle EF, Sanders ME, Franklin BA (2017) Aquatic high intensity interval training for cardiometabolic health: benefits and training design. Am J Lifestyle Med 11(1):64–76CrossRef
Zurück zum Zitat Najafi B, Lee-Eng J, Wrobel JS, Goebel R (2015) Estimation of centre of mass trajectory using wearable sensors during golf swing. J Sports Sci Med 14(2):354 Najafi B, Lee-Eng J, Wrobel JS, Goebel R (2015) Estimation of centre of mass trajectory using wearable sensors during golf swing. J Sports Sci Med 14(2):354
Zurück zum Zitat Nakazato K, Scheiber P, Müller E (2011) A comparison of ground reaction forces determined by portable force-plate and pressure-insole systems in alpine skiing. J Sports Sci Med 10(4):754 Nakazato K, Scheiber P, Müller E (2011) A comparison of ground reaction forces determined by portable force-plate and pressure-insole systems in alpine skiing. J Sports Sci Med 10(4):754
Zurück zum Zitat Nam CNK, Kang HJ, Suh YS (2014) Golf swing motion tracking using inertial sensors and a stereo camera. IEEE Trans Instrum Meas 63(4):943–952. [192]CrossRef Nam CNK, Kang HJ, Suh YS (2014) Golf swing motion tracking using inertial sensors and a stereo camera. IEEE Trans Instrum Meas 63(4):943–952. [192]CrossRef
Zurück zum Zitat Naruo T, Kawashima K, Kimura T, Oota Y, Kanayama T (2013) Golf swing analysis by an inertia sensor and selecting optimum golf club. In: ISBS-conference proceedings archive, vol 1(1) Naruo T, Kawashima K, Kimura T, Oota Y, Kanayama T (2013) Golf swing analysis by an inertia sensor and selecting optimum golf club. In: ISBS-conference proceedings archive, vol 1(1)
Zurück zum Zitat Neiva HP, Marques MC, Travassos BF, Marinho DA (2017) Wearable technology and aquatic activities: a review. Motricidade 13(1):219 Neiva HP, Marques MC, Travassos BF, Marinho DA (2017) Wearable technology and aquatic activities: a review. Motricidade 13(1):219
Zurück zum Zitat Nemec B, Petrič T, Babič J, Supej M (2014) Estimation of alpine skier posture using machine learning techniques. Sensors 14(10):18898–18914CrossRef Nemec B, Petrič T, Babič J, Supej M (2014) Estimation of alpine skier posture using machine learning techniques. Sensors 14(10):18898–18914CrossRef
Zurück zum Zitat Parvis M, Grassini S, Angelini E, Scattareggia P (2016) Swimming symmetry assessment via multiple inertial measurements. In: 2016 IEEE international symposium on medical measurements and applications (MeMeA). IEEE, (pp. 1–6) Parvis M, Grassini S, Angelini E, Scattareggia P (2016) Swimming symmetry assessment via multiple inertial measurements. In: 2016 IEEE international symposium on medical measurements and applications (MeMeA). IEEE, (pp. 1–6)
Zurück zum Zitat Parvis M, Corbellini S, Lombardo L, Iannnucci L, Grassini S, Angelini E (2017) Inertial measurement system for swimming rehabilitation. In: 2017 IEEE international symposium on medical measurements and applications (MeMeA). IEEE, (pp. 361–366) Parvis M, Corbellini S, Lombardo L, Iannnucci L, Grassini S, Angelini E (2017) Inertial measurement system for swimming rehabilitation. In: 2017 IEEE international symposium on medical measurements and applications (MeMeA). IEEE, (pp. 361–366)
Zurück zum Zitat Prins J, Cutner D (1999) Aquatic therapy in the rehabilitation of athletic injuries. Clin Sports Med 18(2):447–461CrossRef Prins J, Cutner D (1999) Aquatic therapy in the rehabilitation of athletic injuries. Clin Sports Med 18(2):447–461CrossRef
Zurück zum Zitat Sakurai Y, Fujita Z, Ishige Y (2016) Automatic identification of subtechniques in skating-style roller skiing using inertial sensors. Sensors 16(4):473CrossRef Sakurai Y, Fujita Z, Ishige Y (2016) Automatic identification of subtechniques in skating-style roller skiing using inertial sensors. Sensors 16(4):473CrossRef
Zurück zum Zitat Shyr TW, Shie JW, Jiang CH, Li JJ (2014) A textile-based wearable sensing device designed for monitoring the flexion angle of elbow and knee movements. Sensors 14(3):4050–4059CrossRef Shyr TW, Shie JW, Jiang CH, Li JJ (2014) A textile-based wearable sensing device designed for monitoring the flexion angle of elbow and knee movements. Sensors 14(3):4050–4059CrossRef
Zurück zum Zitat Silva ASM (2014) Wearable sensors systems for human motion analysis: sports and rehabilitation. Doctoral dissertation, Universidade do Porto, Portugal Silva ASM (2014) Wearable sensors systems for human motion analysis: sports and rehabilitation. Doctoral dissertation, Universidade do Porto, Portugal
Zurück zum Zitat Singh R, Stringer H, Drew T, Evans C, Jones RS (2015) Swimming breaststroke after total hip replacement; are we sending the correct message. J Arthritis 4(147):2 Singh R, Stringer H, Drew T, Evans C, Jones RS (2015) Swimming breaststroke after total hip replacement; are we sending the correct message. J Arthritis 4(147):2
Zurück zum Zitat Stamm A, James DA, Thiel DV (2013) Velocity profiling using inertial sensors for freestyle swimming. Sports Eng 16(1):1–11CrossRef Stamm A, James DA, Thiel DV (2013) Velocity profiling using inertial sensors for freestyle swimming. Sports Eng 16(1):1–11CrossRef
Zurück zum Zitat Stančin S, Tomažič S (2013) Early improper motion detection in golf swings using wearable motion sensors: The first approach. Sensors 13(6):7505–7521CrossRef Stančin S, Tomažič S (2013) Early improper motion detection in golf swings using wearable motion sensors: The first approach. Sensors 13(6):7505–7521CrossRef
Zurück zum Zitat Sturm D, Yousaf K, Eriksson M (2010) A wireless, unobtrusive kayak sensor network enabling feedback solutions. In 2010 international conference on body sensor networks (bsn). IEEE, (pp 159–163) Sturm D, Yousaf K, Eriksson M (2010) A wireless, unobtrusive kayak sensor network enabling feedback solutions. In 2010 international conference on body sensor networks (bsn). IEEE, (pp 159–163)
Zurück zum Zitat Sun Y, Song H, Jara AJ, Bie R (2016) Internet of things and big data analytics for smart and connected communities. IEEE Access 4:766–773CrossRef Sun Y, Song H, Jara AJ, Bie R (2016) Internet of things and big data analytics for smart and connected communities. IEEE Access 4:766–773CrossRef
Zurück zum Zitat Tessendorf B, Gravenhorst F, Arnrich B, Tröster G (2011) An imu-based sensor network to continuously monitor rowing technique on the water. In 2011 seventh international conference on intelligent sensors, sensor networks and information processing (ISSNIP). IEEE, (pp 253–258) Tessendorf B, Gravenhorst F, Arnrich B, Tröster G (2011) An imu-based sensor network to continuously monitor rowing technique on the water. In 2011 seventh international conference on intelligent sensors, sensor networks and information processing (ISSNIP). IEEE, (pp 253–258)
Zurück zum Zitat Ueda M, Negoro H, Kurihara Y, Watanabe K (2013) Measurement of angular motion in golf swing by a local sensor at the grip end of a golf club. IEEE Trans Human-Mach Syst 43(4):398–404CrossRef Ueda M, Negoro H, Kurihara Y, Watanabe K (2013) Measurement of angular motion in golf swing by a local sensor at the grip end of a golf club. IEEE Trans Human-Mach Syst 43(4):398–404CrossRef
Zurück zum Zitat Umek, A., & Kos, A. (2018a). Smart equipment design challenges for real time feedback support in sport. Facta Universitatis, Series: Mechanical Engineering Umek, A., & Kos, A. (2018a). Smart equipment design challenges for real time feedback support in sport. Facta Universitatis, Series: Mechanical Engineering
Zurück zum Zitat Umek A, Kos A (2018b) Wearable sensors and smart equipment for feedback in watersports. Procedia Comput Sci 129:496–502CrossRef Umek A, Kos A (2018b) Wearable sensors and smart equipment for feedback in watersports. Procedia Comput Sci 129:496–502CrossRef
Zurück zum Zitat Umek A, Tomažič S, Kos A (2015) Wearable training system with real-time biofeedback and gesture user interface. Pers Ubiquit Comput 19(7):989–998CrossRef Umek A, Tomažič S, Kos A (2015) Wearable training system with real-time biofeedback and gesture user interface. Pers Ubiquit Comput 19(7):989–998CrossRef
Zurück zum Zitat Umek A, Zhang Y, Tomažič S, Kos A (2017) Suitability of strain gage sensors for integration into smart sport equipment: A golf club example. Sensors 17(4):916CrossRef Umek A, Zhang Y, Tomažič S, Kos A (2017) Suitability of strain gage sensors for integration into smart sport equipment: A golf club example. Sensors 17(4):916CrossRef
Zurück zum Zitat Wang Z, Wang J, Zhao H, Yang N, Fortino G (2016) CanoeSense: monitoring canoe sprint motion using wearable sensors. In: 2016 IEEE international conference on systems, man, and cybernetics (SMC) IEEE Wang Z, Wang J, Zhao H, Yang N, Fortino G (2016) CanoeSense: monitoring canoe sprint motion using wearable sensors. In: 2016 IEEE international conference on systems, man, and cybernetics (SMC) IEEE
Zurück zum Zitat Wei Y, Jiao L, Wang S, Bie R, Chen Y, Liu D (2016) Sports motion recognition using MCMR features based on interclass symbolic distance. Int J Distrib Sens Netw 12(5):7483536CrossRef Wei Y, Jiao L, Wang S, Bie R, Chen Y, Liu D (2016) Sports motion recognition using MCMR features based on interclass symbolic distance. Int J Distrib Sens Netw 12(5):7483536CrossRef
Zurück zum Zitat Yilmaz I, Yanardag M, Birkan B, Bumin G (2004) Effects of swimming training on physical fitness and water orientation in autism. Pediatr Int 46(5):624–626CrossRef Yilmaz I, Yanardag M, Birkan B, Bumin G (2004) Effects of swimming training on physical fitness and water orientation in autism. Pediatr Int 46(5):624–626CrossRef
Zurück zum Zitat Yu G, Jang YJ, Kim J, Kim JH, Kim HY, Kim K, Panday SB (2016) Potential of IMU sensors in performance analysis of professional alpine skiers. Sensors 16(4):463CrossRef Yu G, Jang YJ, Kim J, Kim JH, Kim HY, Kim K, Panday SB (2016) Potential of IMU sensors in performance analysis of professional alpine skiers. Sensors 16(4):463CrossRef
Zurück zum Zitat Zhang Z, Zhang Y, Kos A, Umek A (2017) A sensor-based golfer-swing signature recognition method using linear support vector machine. Elektrotehniski Vestnik 84(5):247–252 Zhang Z, Zhang Y, Kos A, Umek A (2017) A sensor-based golfer-swing signature recognition method using linear support vector machine. Elektrotehniski Vestnik 84(5):247–252
Metadaten
Titel
Applications
verfasst von
Anton Kos
Anton Umek
Copyright-Jahr
2018
DOI
https://doi.org/10.1007/978-3-319-91349-0_7