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Wearable Technologies: Wearable Sensor and Detectıon of Motion Sensor Data Using Fuzzy Logic

Yıl 2024, Cilt: 9 Sayı: 1, 1 - 19, 25.06.2024

Öz

With the developing technology in recent years, innovative products find use in many areas of life. Wearable technologies have a wide range of impact, from healthcare to education, from tourism to applications for the disabled. While these technologies make it easier to monitor people's health, they can enrich the learning experience in education and offer important opportunities in many areas. From a health perspective, while it has advantages such as management of chronic diseases, personalized health monitoring and rapid health access, disadvantages such as privacy concerns, technological problems and cost should not be ignored.
In the future, wearable technologies may have major impacts in areas such as the ability to send signals in health emergencies, virtual reality experiences in the entertainment industry, augmented reality applications in tourism and guidance for the disabled. It is envisaged that these technologies, combined with fashion and functionality, will bring new markets and areas of use. In the future, a great change and progress is expected in the field of wearable technologies in a wide range of application areas. In this study, sensor data obtained while users interacted was used. Fuzzy logic method was used to determine the activity and acceleration of motion sensors within a certain time period from raw sensor data.

Kaynakça

  • [1] K. Kaewkannate and S. Kim, “A comparison of wearable fitness devices,” BMC public health, 16, 1-16, (2016).
  • [2] V. G. Motti, “Wearable technologies in education: A design space,” in Learning and Collaboration Technologies (Lecture Notes in Computer Science 11591), P. Zaphiris and A. Ioannou, Eds. Cham, Switzerland: Springer, pp. 55–67, 2019.
  • [3] M. Bauer, C. Brauer, J. Schuldt, M. Niemann, and H. Kromker, “Application of wearable technology for the acquisition of learning motivation in an adaptive e-learning platform,” in Advances in Human Factors in Wearable Technology Design, T. Ahram, Ed. Cham, Switzerland: Springer, pp. 29–40, 2019.
  • [4] A. A. Vartak, C. M. Fidopiastis, D. M. Nicholson, W. B. Mikhael, and D. D. Schmorrow, “Cognitive state estimation for adaptive learning systems using wearable physiological sensors,” in Proc. 1st Int. Conf. Bio-Inspired Syst. Signal Process, no. 2, pp. 147–152, 2008.
  • [5] H. A. Frank, K. Jacobs, and H. McLoone, “The effect of a wearable device prompting high school students aged 17–18 years to break up periods of prolonged sitting in class,” Work, vol. 56, no. 3, pp. 475– 482, 2017.
  • [6] L. Wang, B. Lo, and G.-Z. Yang, “Multichannel reflective ppg earpiece sensor with passive motion cancellation,” Biomedical Circuits and Systems, IEEE Transactions on, vol. 1, no. 4, pp. 235–241, 2007.
  • [7] T. Suzuki, H. Tanaka, S. Minami, H. Yamada, and T. Miyata, “Wearable wireless vital monitoring technology for smart health care,” Medical Information and Communication Technology (ISMICT), 7th International Symposium, pp. 1–4, 2013.
  • [8] A. Aliverti, “Wearable technology: role in respiratory health and disease,” Breathe 2017; 13: e27–e36.
  • [9] F. S. Çakır, A. Aytekin, and F. Tüminçin, “Nesnelerin interneti ve giyilebilir teknolojiler,” Sosyal Araştırmalar ve Davranış Bilimleri Dergisi, 4(5), 84-95, (2018).
  • [10] M. H. Iqbal, A. Aydin, O. Brunckhorst, P. Dasgupta, and K. Ahmed, “A review of wearable technology in medicine,” Journal of the Royal Society of Medicine, 109(10), 372–380, 2016.
  • [11] R. Paradiso, and D. De Rossi, “Advances in textile technologies for unobtrusive monitoring of vital parameters and movements,” In 2006 International Conference of the IEEE Engineering in Medicine and Biology Society, pp. 392-395, (2006).
  • [12] H. Ö. Kılıç, “Giyilebilir teknoloji ürünleri pazarı ve kullanım alanları,” Aksaray Üniversitesi İktisadi ve İdari Bilimler Fakültesi Dergisi, 9(4), 99-112, (2017).
  • [13] H. Lewy, “Wearable technologies – future challenges for implementation in healthcare services,” Healthcare Technology Letters, 2(1), 2–5, 2015.
  • [14] A. Ometov, V. Shubina, and L. Klus, “A Survey on Wearable Technology: History, State-of-the-Art and Current Challenges,” Computer Networks, 108074. https://doi.org/10.1016/j.comnet.2021.108074, 2021.
  • [15] S. Malwade, and L. Cilliers, “Mobile and Wearable Technologies in Healthcare for the Ageing Population,” Computer Methods and Programs in Biomedicine, doi: 10.1016/j.cmpb.2018.04.026,(2018).
  • [16] S. H. Chuah, and Lade, S. “Wearable technologies: The role of usefulness and visibility in smartwatch adoption,” Computers in Human Behavior, 65, 276–284. https://doi.org/10.1016/j.chb.2016.07.047, 2016.
  • [17] S. M. A. Iqbal, and W. Asghar, “Advances in healthcare wearable devices,” npj Flexible Electronics, 5(1), 9. https://doi.org/10.1038/s41528-021-00107-x, 2021.
  • [18] C. Glaros, and D. I Fotiadis, “Wearable Devices in Healthcare,” In StudFuzz 184 , pp. 237–264, Springer-Verlag Berlin Heidelberg. (2005).
  • [19] M., Bower, and D. Sturman, “What are the educational affordances of wearable technologies,” Computers and Education. http://dx.doi.org/10.1016/j.compedu.2015.07.013, 2015.
  • [20] H. A. Almusawi, C. M. Durugbo, and A. M. Bugawa, “Wearable technology in education: A systematic review,” IEEE Transactions on Learning Technologies, 14(4), 540-554, (2021).
  • [21] B. Attallah, and Z. Ilagure, “Wearable technology: Facilitating or complexing education,” International Journal of Information and Education Technology, 8(6), 433-436, 2018.
  • [22] S. Sezgin, “Eğitimde giyilebilir teknolojiler: firsatlar ve eğilimler,” Mehmet Akif Ersoy Üniversitesi Eğitim Fakültesi Dergisi, 1(40), 2019.
  • [23] R. Collier, and A. B. Randolph, “Wearable Technologies for Healthcare Innovation,” In SAIS 2015 Proceedings (pp. 18). Southern Association for Information Systems. Retrieved from http://aisel.aisnet.org/sais2015/18, 2015.
  • [24] M. Çiçek, “Wearable Technologies And Its Future Applications,” International Journal of Electrical, Electronics and Data Communication, 3(4), 45-50, (2015).
  • [25] L. Walter, “Research in Intelligent Biomedical Clothing vs. Realities in the European Textile Business,” In A. Lymberis & D. de Rossi (Eds.), Wearable eHealth Systems for Personalised Health Management, pp. 75-80, IOS Press, 2004.
  • [26] C. E. Erkılıç, and A. Yalçın, “Evaluation of the wearable technology market within the scope of digital health technologies,” Gazi Journal of Economics and Business, 6(3), 310-323. doi: https://doi.org/10.30855/gjeb.2020.6.3.006, 2020.
  • [27] M. M. M. Nawawi, K. A. Sidek, and A. W. Azman, “ECG in Real World Scenario: Time Variability in Biometric Using Wearable Smart Textile Shirts,” Journal of Advanced Research in Applied Sciences and Engineering Technology, 40(2), 36-49, 2024.
  • [28] A. Godfrey, V. Hetherington, H. Shum, P. Bonato, N. H. Lovell, and S. Stuart, “From A to Z: Wearable technology explained,” Maturitas, 113, 40–47. DOI: 2018.
  • [29] S. Park and S. Jayaraman, “Enhancing the quality of life through wearable technology” IEEE Engineering in medicine and biology magazine, 22(3), 41-48 2003.
  • [30] N. Morresi, V. Cipollone, S. Casaccia, G. M. Revel, “Measuring thermal comfort using wearable technology in transient conditions during office activities,” Measurement, 224, 2024.
  • [31] M. Jafarzadeh Esfahani, N. Sikder, “Citizen neuroscience: wearable technology and open software to study the human brain in its natural habitat,” European Journal of Neuroscience, 59(5), 948-965, 2024.
  • [32] M. Tanaka, S. Ishii, A. Matsuoka, “Perspectives of Japanese elders and their healthcare providers on use of wearable technology to monitor their health at home: A qualitative exploration,” International Journal of Nursing Stu

Giyilebilir Teknolojiler: Giyilebilir Sensör ve Hareket Sensör Verilerinin Bulanık Mantık ile Tespiti

Yıl 2024, Cilt: 9 Sayı: 1, 1 - 19, 25.06.2024

Öz

Son yıllarda gelişen teknoloji ile birlikte yenilikçi ürünler hayatın pek çok alanında kullanım alanı bulmaktadır. Giyilebilir teknolojiler, sağlık hizmetlerinden eğitime, turizmden engellilere yönelik uygulamalara kadar geniş bir etki alanına sahiptir. Bu teknolojiler, insanların sağlık takibini kolaylaştırırken, eğitimde öğrenme deneyimini zenginleştirebilir ve birçok alanda önemli fırsatlar sunabilir. Sağlık açısından bakıldığında, kronik hastalıkların yönetimi, kişiye özgü sağlık takibi ve hızlı sağlık erişimi gibi avantajları bulunurken, gizlilik endişeleri, teknolojik sorunlar ve maliyet gibi dezavantajlar da göz ardı edilmemelidir.
Gelecekte, giyilebilir teknolojilerin sağlıkta acil durumlarda sinyal gönderme yeteneği, eğlence sektöründe sanal gerçeklik deneyimleri, turizmde artırılmış gerçeklik uygulamaları ve engellilere yönelik rehberlik gibi alanlarda büyük etkileri olabilir. Bu teknolojilerin moda ve işlevsellikle birleşerek yeni pazarları ve kullanım alanlarını da beraberinde getireceği öngörülmektedir. Gelecekte giyilebilir teknolojiler alanında, çok çeşitli uygulama alanlarında büyük bir değişim ve ilerleme beklenmektedir. Bu çalışmada, kullanıcılar etkileşim halindeyken elde edilen sensör verileri kullanılmıştır. Ham sensör verilerinden hareket sensörlerinin belirli bir zaman dönemi içinde aktivitesini belirlemek ve ivmelenmesini tespit etmede Bulanık mantık yöntemi kullanılmıştır.

Kaynakça

  • [1] K. Kaewkannate and S. Kim, “A comparison of wearable fitness devices,” BMC public health, 16, 1-16, (2016).
  • [2] V. G. Motti, “Wearable technologies in education: A design space,” in Learning and Collaboration Technologies (Lecture Notes in Computer Science 11591), P. Zaphiris and A. Ioannou, Eds. Cham, Switzerland: Springer, pp. 55–67, 2019.
  • [3] M. Bauer, C. Brauer, J. Schuldt, M. Niemann, and H. Kromker, “Application of wearable technology for the acquisition of learning motivation in an adaptive e-learning platform,” in Advances in Human Factors in Wearable Technology Design, T. Ahram, Ed. Cham, Switzerland: Springer, pp. 29–40, 2019.
  • [4] A. A. Vartak, C. M. Fidopiastis, D. M. Nicholson, W. B. Mikhael, and D. D. Schmorrow, “Cognitive state estimation for adaptive learning systems using wearable physiological sensors,” in Proc. 1st Int. Conf. Bio-Inspired Syst. Signal Process, no. 2, pp. 147–152, 2008.
  • [5] H. A. Frank, K. Jacobs, and H. McLoone, “The effect of a wearable device prompting high school students aged 17–18 years to break up periods of prolonged sitting in class,” Work, vol. 56, no. 3, pp. 475– 482, 2017.
  • [6] L. Wang, B. Lo, and G.-Z. Yang, “Multichannel reflective ppg earpiece sensor with passive motion cancellation,” Biomedical Circuits and Systems, IEEE Transactions on, vol. 1, no. 4, pp. 235–241, 2007.
  • [7] T. Suzuki, H. Tanaka, S. Minami, H. Yamada, and T. Miyata, “Wearable wireless vital monitoring technology for smart health care,” Medical Information and Communication Technology (ISMICT), 7th International Symposium, pp. 1–4, 2013.
  • [8] A. Aliverti, “Wearable technology: role in respiratory health and disease,” Breathe 2017; 13: e27–e36.
  • [9] F. S. Çakır, A. Aytekin, and F. Tüminçin, “Nesnelerin interneti ve giyilebilir teknolojiler,” Sosyal Araştırmalar ve Davranış Bilimleri Dergisi, 4(5), 84-95, (2018).
  • [10] M. H. Iqbal, A. Aydin, O. Brunckhorst, P. Dasgupta, and K. Ahmed, “A review of wearable technology in medicine,” Journal of the Royal Society of Medicine, 109(10), 372–380, 2016.
  • [11] R. Paradiso, and D. De Rossi, “Advances in textile technologies for unobtrusive monitoring of vital parameters and movements,” In 2006 International Conference of the IEEE Engineering in Medicine and Biology Society, pp. 392-395, (2006).
  • [12] H. Ö. Kılıç, “Giyilebilir teknoloji ürünleri pazarı ve kullanım alanları,” Aksaray Üniversitesi İktisadi ve İdari Bilimler Fakültesi Dergisi, 9(4), 99-112, (2017).
  • [13] H. Lewy, “Wearable technologies – future challenges for implementation in healthcare services,” Healthcare Technology Letters, 2(1), 2–5, 2015.
  • [14] A. Ometov, V. Shubina, and L. Klus, “A Survey on Wearable Technology: History, State-of-the-Art and Current Challenges,” Computer Networks, 108074. https://doi.org/10.1016/j.comnet.2021.108074, 2021.
  • [15] S. Malwade, and L. Cilliers, “Mobile and Wearable Technologies in Healthcare for the Ageing Population,” Computer Methods and Programs in Biomedicine, doi: 10.1016/j.cmpb.2018.04.026,(2018).
  • [16] S. H. Chuah, and Lade, S. “Wearable technologies: The role of usefulness and visibility in smartwatch adoption,” Computers in Human Behavior, 65, 276–284. https://doi.org/10.1016/j.chb.2016.07.047, 2016.
  • [17] S. M. A. Iqbal, and W. Asghar, “Advances in healthcare wearable devices,” npj Flexible Electronics, 5(1), 9. https://doi.org/10.1038/s41528-021-00107-x, 2021.
  • [18] C. Glaros, and D. I Fotiadis, “Wearable Devices in Healthcare,” In StudFuzz 184 , pp. 237–264, Springer-Verlag Berlin Heidelberg. (2005).
  • [19] M., Bower, and D. Sturman, “What are the educational affordances of wearable technologies,” Computers and Education. http://dx.doi.org/10.1016/j.compedu.2015.07.013, 2015.
  • [20] H. A. Almusawi, C. M. Durugbo, and A. M. Bugawa, “Wearable technology in education: A systematic review,” IEEE Transactions on Learning Technologies, 14(4), 540-554, (2021).
  • [21] B. Attallah, and Z. Ilagure, “Wearable technology: Facilitating or complexing education,” International Journal of Information and Education Technology, 8(6), 433-436, 2018.
  • [22] S. Sezgin, “Eğitimde giyilebilir teknolojiler: firsatlar ve eğilimler,” Mehmet Akif Ersoy Üniversitesi Eğitim Fakültesi Dergisi, 1(40), 2019.
  • [23] R. Collier, and A. B. Randolph, “Wearable Technologies for Healthcare Innovation,” In SAIS 2015 Proceedings (pp. 18). Southern Association for Information Systems. Retrieved from http://aisel.aisnet.org/sais2015/18, 2015.
  • [24] M. Çiçek, “Wearable Technologies And Its Future Applications,” International Journal of Electrical, Electronics and Data Communication, 3(4), 45-50, (2015).
  • [25] L. Walter, “Research in Intelligent Biomedical Clothing vs. Realities in the European Textile Business,” In A. Lymberis & D. de Rossi (Eds.), Wearable eHealth Systems for Personalised Health Management, pp. 75-80, IOS Press, 2004.
  • [26] C. E. Erkılıç, and A. Yalçın, “Evaluation of the wearable technology market within the scope of digital health technologies,” Gazi Journal of Economics and Business, 6(3), 310-323. doi: https://doi.org/10.30855/gjeb.2020.6.3.006, 2020.
  • [27] M. M. M. Nawawi, K. A. Sidek, and A. W. Azman, “ECG in Real World Scenario: Time Variability in Biometric Using Wearable Smart Textile Shirts,” Journal of Advanced Research in Applied Sciences and Engineering Technology, 40(2), 36-49, 2024.
  • [28] A. Godfrey, V. Hetherington, H. Shum, P. Bonato, N. H. Lovell, and S. Stuart, “From A to Z: Wearable technology explained,” Maturitas, 113, 40–47. DOI: 2018.
  • [29] S. Park and S. Jayaraman, “Enhancing the quality of life through wearable technology” IEEE Engineering in medicine and biology magazine, 22(3), 41-48 2003.
  • [30] N. Morresi, V. Cipollone, S. Casaccia, G. M. Revel, “Measuring thermal comfort using wearable technology in transient conditions during office activities,” Measurement, 224, 2024.
  • [31] M. Jafarzadeh Esfahani, N. Sikder, “Citizen neuroscience: wearable technology and open software to study the human brain in its natural habitat,” European Journal of Neuroscience, 59(5), 948-965, 2024.
  • [32] M. Tanaka, S. Ishii, A. Matsuoka, “Perspectives of Japanese elders and their healthcare providers on use of wearable technology to monitor their health at home: A qualitative exploration,” International Journal of Nursing Stu
Toplam 32 adet kaynakça vardır.

Ayrıntılar

Birincil Dil İngilizce
Konular Giyilebilir Malzemeler
Bölüm Makaleler
Yazarlar

Murat Kodaloğlu 0000-0001-6644-8068

Feyza Akarslan Kodaloğlu 0000-0002-7855-8616

Yayımlanma Tarihi 25 Haziran 2024
Gönderilme Tarihi 18 Mart 2024
Kabul Tarihi 28 Mayıs 2024
Yayımlandığı Sayı Yıl 2024 Cilt: 9 Sayı: 1

Kaynak Göster

IEEE M. Kodaloğlu ve F. Akarslan Kodaloğlu, “Wearable Technologies: Wearable Sensor and Detectıon of Motion Sensor Data Using Fuzzy Logic”, Yekarum, c. 9, sy. 1, ss. 1–19, 2024.