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Besides a microphone, the sensory glove also includes a gyroscope and three accelerometers that provide valuable information to allow the selection of the appropriate signal time windows recorded by the microphone of the glove. These signal time windows are subsequently analyzed by a convolutional neural network, which indicates whether the connection of the components has been made correctly or not. The development of the system, its implementation in a production industry environment and the results obtained are analyzed.<\/jats:p>","DOI":"10.3390\/s21051849","type":"journal-article","created":{"date-parts":[[2021,3,7]],"date-time":"2021-03-07T21:52:15Z","timestamp":1615153935000},"page":"1849","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":4,"title":["Smart System with Artificial Intelligence for Sensory Gloves"],"prefix":"10.3390","volume":"21","author":[{"given":"Idoia","family":"Cerro","sequence":"first","affiliation":[{"name":"IED Electronics, Pol. Ind. Plazaola, E6, 31195 Berrioplano, Spain"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-8452-1484","authenticated-orcid":false,"given":"Iban","family":"Latasa","sequence":"additional","affiliation":[{"name":"IED Electronics, Pol. Ind. 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J."},{"key":"ref_5","first-page":"1","article-title":"Interactive hand pose estimation using a stretch-sensing soft glove","volume":"38","author":"Glauser","year":"2019","journal-title":"ACM Trans. Graph. (TOG)"},{"key":"ref_6","doi-asserted-by":"crossref","unstructured":"Zhu, M., Sun, Z., Zhang, Z., Shi, Q., Liu, H., and Lee, C. (2020, January 18\u201322). Sensory-Glove-Based Human Machine Interface for Augmented Reality (AR) Applications. Proceedings of the 2020 IEEE 33rd International Conference on Micro Electro Mechanical Systems (MEMS), Vancouver, BC, Canada.","DOI":"10.1109\/MEMS46641.2020.9056153"},{"key":"ref_7","doi-asserted-by":"crossref","first-page":"212","DOI":"10.1038\/s41928-019-0268-4","article-title":"Tactile glove picks up shapes","volume":"2","author":"Varnava","year":"2019","journal-title":"Nat. Electron."},{"key":"ref_8","doi-asserted-by":"crossref","first-page":"1066","DOI":"10.1109\/THMS.2017.2720667","article-title":"GESTO: A Glove for Enhanced Sensing and Touching Based on Inertial and Magnetic Sensors for Hand Tracking and Cutaneous Feedback","volume":"47","author":"Baldi","year":"2017","journal-title":"IEEE Trans. Hum. Mach. Syst."},{"key":"ref_9","doi-asserted-by":"crossref","first-page":"1619","DOI":"10.1109\/TRO.2020.3003230","article-title":"A Review of Tactile Information: Perception and Action Through Touch","volume":"36","author":"Li","year":"2020","journal-title":"IEEE Trans. Robot."},{"key":"ref_10","doi-asserted-by":"crossref","first-page":"123","DOI":"10.1007\/s10514-018-9707-8","article-title":"Tactile-based active object discrimination and target object search in an unknown workspace","volume":"43","author":"Kaboli","year":"2019","journal-title":"Auton. Robot."},{"key":"ref_11","doi-asserted-by":"crossref","first-page":"560","DOI":"10.1016\/j.matpr.2018.12.008","article-title":"Wearable sensing systems for biomechanical parameters monitoring","volume":"7","author":"Mastrototaro","year":"2019","journal-title":"Mater. Today Proc."},{"key":"ref_12","doi-asserted-by":"crossref","unstructured":"Lin, K., Cao, J., and Gao, S. (2020, January 16\u201319). A Piezoelectric Force Sensing Glove for Acupuncture Quantification. Proceedings of the 2020 IEEE International Conference on Flexible and Printable Sensors and Systems (FLEPS), Manchester, UK.","DOI":"10.1109\/FLEPS49123.2020.9239536"},{"key":"ref_13","doi-asserted-by":"crossref","first-page":"513","DOI":"10.1515\/cdbme-2019-0129","article-title":"Development of a smart fabric force-sensing glove for physiotherapeutic Applications","volume":"5","author":"Spilz","year":"2019","journal-title":"Curr. Dir. Biomed. Eng."},{"key":"ref_14","doi-asserted-by":"crossref","unstructured":"Elder Akpa, A.H., Fujiwara, M., Suwa, H., Arakawa, Y., and Yasumoto, K. (2019). A Smart Glove to Track Fitness Exercises by Reading Hand Palm. J. Sens., 9320145.","DOI":"10.1155\/2019\/9320145"},{"key":"ref_15","doi-asserted-by":"crossref","unstructured":"Hsiao, C.-P., Li, R., Yan, X., and Do, E.Y.-L. (2015, January 15\u201319). Tactile Teacher: Sensing Finger Tapping in Piano Playing. Proceedings of the Ninth International Conference on Tangible, Embedded, and Embodied Interaction (TEI '15. ACM), New York, NY, USA.","DOI":"10.1145\/2677199.2680554"},{"key":"ref_16","doi-asserted-by":"crossref","unstructured":"Fang, B., Guo, D., Sun, F., Liu, H., and Wu, Y. (2015, January 6\u20139). A robotic hand-arm teleoperation system using human arm\/hand with a novel data glove. Proceedings of the 2015 IEEE International Conference on Robotics and Biomimetics (ROBIO), Zhuhai, China.","DOI":"10.1109\/ROBIO.2015.7419712"},{"key":"ref_17","doi-asserted-by":"crossref","first-page":"943","DOI":"10.1109\/TII.2020.3010369","article-title":"A Wearable Hand Rehabilitation System with Soft Gloves","volume":"17","author":"Chen","year":"2021","journal-title":"IEEE Trans. Ind. Inform."},{"key":"ref_18","doi-asserted-by":"crossref","unstructured":"Ghate, S., Yu, L., Du, K., Lim, C.T., and Yeo, J.C. (2020, January 25\u201328). Sensorized fabric glove as game controller for rehabilitation. Proceedings of the 2020 IEEE Sensors, Rotterdam, The Netherlands.","DOI":"10.1109\/SENSORS47125.2020.9278938"},{"key":"ref_19","doi-asserted-by":"crossref","unstructured":"Wang, B., Takahashi, N., and Koike, H. (2020, January 16\u201317). Sensor Glove Implemented with Artificial Muscle Set for Hand Rehabilitation. Proceedings of the Augmented Humans International Conference (AHs \u201920). Association for Computing Machinery, Kaiserslautern, Germany.","DOI":"10.1145\/3384657.3384791"},{"key":"ref_20","doi-asserted-by":"crossref","first-page":"189","DOI":"10.1109\/TOH.2018.2879812","article-title":"Toward Whole-Hand Kinesthetic Feedback: A Survey of Force Feedback Gloves","volume":"12","author":"Wang","year":"2019","journal-title":"IEEE Trans. Haptics"},{"key":"ref_21","doi-asserted-by":"crossref","first-page":"580","DOI":"10.1109\/TOH.2017.2689006","article-title":"Wearable Haptic Systems for the Fingertip and the Hand: Taxonomy, Review, and Perspectives","volume":"10","author":"Pacchierotti","year":"2017","journal-title":"IEEE Trans. Haptics"},{"key":"ref_22","doi-asserted-by":"crossref","unstructured":"Akbari, J., Dehghan, H., Azmoon, H., and Forouharmajd, F. (2013). Relationship between Lighting and Noise Levels and Productivity of the Occupants in Automotive Assembly Industry. J. Environ. Public Health, 527078.","DOI":"10.1155\/2013\/527078"},{"key":"ref_23","unstructured":"Temme, N.M. (2010). Error Functions, Dawson\u2019s and Fresnel Integrals, Cambridge University Press. Chapter 7."},{"key":"ref_24","unstructured":"Kingma, D.P., and Ba, J. (2017). Adam: A Method for Stochastic Optimization. arXiv, Available online: https:\/\/arxiv.org\/abs\/1412.6980."}],"container-title":["Sensors"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.mdpi.com\/1424-8220\/21\/5\/1849\/pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,10,11]],"date-time":"2025-10-11T05:34:06Z","timestamp":1760160846000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.mdpi.com\/1424-8220\/21\/5\/1849"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2021,3,6]]},"references-count":24,"journal-issue":{"issue":"5","published-online":{"date-parts":[[2021,3]]}},"alternative-id":["s21051849"],"URL":"https:\/\/doi.org\/10.3390\/s21051849","relation":{},"ISSN":["1424-8220"],"issn-type":[{"type":"electronic","value":"1424-8220"}],"subject":[],"published":{"date-parts":[[2021,3,6]]}}}