{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,1]],"date-time":"2026-03-01T10:37:51Z","timestamp":1772361471347,"version":"3.50.1"},"reference-count":43,"publisher":"MDPI AG","issue":"23","license":[{"start":{"date-parts":[[2019,11,20]],"date-time":"2019-11-20T00:00:00Z","timestamp":1574208000000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"DOI":"10.13039\/501100003329","name":"Ministerio de Econom\u00eda y Competitividad","doi-asserted-by":"publisher","award":["RTI2018-100910-B-C43"],"award-info":[{"award-number":["RTI2018-100910-B-C43"]}],"id":[{"id":"10.13039\/501100003329","id-type":"DOI","asserted-by":"publisher"}]},{"name":"IVACE","award":["IMAMCI\/2019\/1"],"award-info":[{"award-number":["IMAMCI\/2019\/1"]}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Sensors"],"abstract":"<jats:p>Research has developed various solutions in order for computers to recognize hand gestures in the context of human machine interface (HMI). The design of a successful hand gesture recognition system must address functionality and usability. The gesture recognition market has evolved from touchpads to touchless sensors, which do not need direct contact. Their application in textiles ranges from the field of medical environments to smart home applications and the automotive industry. In this paper, a textile capacitive touchless sensor has been developed by using screen-printing technology. Two different designs were developed to obtain the best configuration, obtaining good results in both cases. Finally, as a real application, a complete solution of the sensor with wireless communications is presented to be used as an interface for a mobile phone.<\/jats:p>","DOI":"10.3390\/s19235068","type":"journal-article","created":{"date-parts":[[2019,11,20]],"date-time":"2019-11-20T11:06:03Z","timestamp":1574247963000},"page":"5068","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":27,"title":["A Wearable Textile 3D Gesture Recognition Sensor Based on Screen-Printing Technology"],"prefix":"10.3390","volume":"19","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-8084-6182","authenticated-orcid":false,"given":"Josue","family":"Ferri","sequence":"first","affiliation":[{"name":"Textile Research Institute (AITEX), 03801 Alicante, Spain"},{"name":"Departamento de Comunicaciones, Universitat Polit\u00e8cnica de Val\u00e8ncia, 03801 Alcoy, Spain"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Ra\u00fal","family":"Llinares Llopis","sequence":"additional","affiliation":[{"name":"Departamento de Comunicaciones, Universitat Polit\u00e8cnica de Val\u00e8ncia, 03801 Alcoy, Spain"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jorge","family":"Moreno","sequence":"additional","affiliation":[{"name":"Textile Research Institute (AITEX), 03801 Alicante, Spain"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Javier","family":"Iba\u00f1ez Civera","sequence":"additional","affiliation":[{"name":"Instituto Interuniversitario de Investigaci\u00f3n de Reconocimiento Molecular y Desarrollo Tecnol\u00f3gico (IDM), Universitat Polit\u00e8cnica de Val\u00e8ncia, Universitat de Val\u00e8ncia, 46022 Valencia, Spain"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-9745-8485","authenticated-orcid":false,"given":"Eduardo","family":"Garcia-Breijo","sequence":"additional","affiliation":[{"name":"Instituto Interuniversitario de Investigaci\u00f3n de Reconocimiento Molecular y Desarrollo Tecnol\u00f3gico (IDM), Universitat Polit\u00e8cnica de Val\u00e8ncia, Universitat de Val\u00e8ncia, 46022 Valencia, Spain"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"1968","published-online":{"date-parts":[[2019,11,20]]},"reference":[{"key":"ref_1","doi-asserted-by":"crossref","first-page":"3","DOI":"10.1049\/iet-cvi.2017.0052","article-title":"Review of constraints on vision-based gesture recognition for human-computer interaction","volume":"12","author":"Chakraborty","year":"2018","journal-title":"IET Comput. Vis."},{"key":"ref_2","doi-asserted-by":"crossref","first-page":"4","DOI":"10.1109\/MMUL.2012.24","article-title":"Microsoft kinect sensor and its effect","volume":"19","author":"Zhang","year":"2012","journal-title":"IEEE Multimed."},{"key":"ref_3","first-page":"100","article-title":"Learning of Abstract Concepts through Full-Body Interaction: A Systematic Review","volume":"17","author":"Malinverni","year":"2014","journal-title":"Educ. Technol. Soc."},{"key":"ref_4","first-page":"869","article-title":"Real-time Hand Gesture Recognition System and Application","volume":"30","author":"Lai","year":"2018","journal-title":"Sens. Mater."},{"key":"ref_5","doi-asserted-by":"crossref","first-page":"21","DOI":"10.1186\/1475-925X-12-21","article-title":"Telepointer technology in telemedicine: A review","volume":"12","author":"Karim","year":"2013","journal-title":"Biomed. Eng. Online"},{"key":"ref_6","doi-asserted-by":"crossref","unstructured":"Santos, L., Carbonaro, N., Tognetti, A., Gonz\u00e1lez, J., de la Fuente, E., Fraile, J., and P\u00e9rez-Turiel, J. (2018). Dynamic gesture recognition using a smart glove in hand-assisted laparoscopic surgery. Technologies, 6.","DOI":"10.3390\/technologies6010008"},{"key":"ref_7","doi-asserted-by":"crossref","first-page":"39","DOI":"10.5815\/ijigsp.2014.02.05","article-title":"Autonomous Multiple Gesture Recognition System for Disabled People","volume":"6","author":"Singh","year":"2014","journal-title":"Int. J. Image Graph. Signal Process."},{"key":"ref_8","unstructured":"Tan, C.W., Chin, S.W., and Lim, W.X. (December, January 29). Game-based human computer interaction using gesture recognition for rehabilitation. Proceedings of the 2013 IEEE International Conference on Control System, Computing and Engineering, Mindeb, Malaysia."},{"key":"ref_9","doi-asserted-by":"crossref","unstructured":"Rautaray, S.S., and Agrawal, A. (2011, January 17\u201319). Interaction with virtual game through hand gesture recognition. Proceedings of the 2011 International Conference on Multimedia, Signal Processing and Communication Technologies, Aligarh, India.","DOI":"10.1109\/MSPCT.2011.6150485"},{"key":"ref_10","unstructured":"Huang, Y.A., Chen, P., Chen, Y., Tsau, S., and Wu, K. (2013). Employ Gesture Recognition Interface to Screen Operation in Cooking Scenario, International Association of Societies of Design Research."},{"key":"ref_11","doi-asserted-by":"crossref","unstructured":"Lavanya, K.N., Shree, D.R., Nischitha, B.R., Asha, T., and Gururaj, C. (2017, January 15\u201316). Gesture controlled robot. Proceedings of the 2017 International Conference on Electrical, Electronics, Communication, Computer, and Optimization Techniques (ICEECCOT), Mysuru, India.","DOI":"10.1109\/ICEECCOT.2017.8284549"},{"key":"ref_12","doi-asserted-by":"crossref","unstructured":"Bach, K.M., Jaeger, M.G., Skov, M.B., and Thomassen, N.G. (2008, January 5\u201310). You can touch, but you can\u2019t look: Interacting with in-vehicle systems. Proceedings of the SIGCHI Conference on Human Factors in Computing Systems, Florence, Italy.","DOI":"10.1145\/1357054.1357233"},{"key":"ref_13","doi-asserted-by":"crossref","first-page":"2368","DOI":"10.1109\/TITS.2014.2337331","article-title":"Hand gesture recognition in real time for automotive interfaces: A multimodal vision-based approach and evaluations","volume":"15","author":"Trivedi","year":"2014","journal-title":"IEEE Trans. Intell. Transp. Syst."},{"key":"ref_14","doi-asserted-by":"crossref","unstructured":"Elliott, L.R., Hill, S.G., and Barnes, M. (2016). Gesture-Based Controls for Robots: Overview and Implications for Use by Soldiers, US Army Research Laboratory Aberdeen Proving Ground United States.","DOI":"10.21236\/AD1011904"},{"key":"ref_15","doi-asserted-by":"crossref","first-page":"161","DOI":"10.1007\/s10489-010-0251-2","article-title":"Hand gesture recognition: A literature review","volume":"3","author":"Khan","year":"2012","journal-title":"Int. J. Artif. Intell. Appl."},{"key":"ref_16","doi-asserted-by":"crossref","unstructured":"Shen, Z., Yi, J., Li, X., Mark, L.H.P., Hu, Y., and Wang, Z. (2016, January 6\u201310). A soft stretchable bending sensor and data glove applications. Proceedings of the 2016 IEEE International Conference on Real-time Computing and Robotics (RCAR), Angkor Wat, Cambodia.","DOI":"10.1109\/RCAR.2016.7784006"},{"key":"ref_17","doi-asserted-by":"crossref","unstructured":"Ferrane, A., Jiang, X., Maiolo, L., Pecora, A., Colace, L., and Menon, C. (2016, January 9\u201311). A fabric-based wearable band for hand gesture recognition based on filament strain sensors: A preliminary investigation. Proceedings of the 2016 IEEE Healthcare Innovation Point-Of-Care Technologies Conference (HI-POCT), Cancun, Mexico.","DOI":"10.1109\/HIC.2016.7797710"},{"key":"ref_18","doi-asserted-by":"crossref","unstructured":"Abraham, L., Urru, A., Normani, N., Wilk, M.P., Walsh, M., and O\u2019Flynn, B. (2018). Hand tracking and gesture recognition using lensless smart sensors. Sensors, 18.","DOI":"10.3390\/s18092834"},{"key":"ref_19","doi-asserted-by":"crossref","unstructured":"Zhang, Y., and Harrison, C. (2015, January 11\u201415). Tomo: Wearable, low-cost, electrical impedance tomography for hand gesture recognition. Proceedings of the 28th Annual ACM Symposium on User Interface Software & Technology, Charlotte, NC, USA.","DOI":"10.1145\/2807442.2807480"},{"key":"ref_20","doi-asserted-by":"crossref","unstructured":"Zeng, Q., Kuang, Z., Wu, S., and Yang, J. (2019). A method of ultrasonic finger gesture recognition based on the micro-doppler effect. Appl. Sci., 9.","DOI":"10.3390\/app9112314"},{"key":"ref_21","doi-asserted-by":"crossref","first-page":"142","DOI":"10.1145\/2897824.2925953","article-title":"Soli: Ubiquitous gesture sensing with millimeter wave radar","volume":"35","author":"Lien","year":"2016","journal-title":"ACM Trans. Graph."},{"key":"ref_22","doi-asserted-by":"crossref","first-page":"49339","DOI":"10.1109\/ACCESS.2018.2868268","article-title":"Micro hand gesture recognition system using ultrasonic active sensing","volume":"6","author":"Sang","year":"2018","journal-title":"IEEE Access"},{"key":"ref_23","doi-asserted-by":"crossref","unstructured":"Wang, W. (2016, January 3\u20137). Device-Free Gesture Tracking Using Acoustic Signals Motivation It is difficult to input on smart watches. Proceedings of the 22nd Annual International Conference on Mobile Computing and Networking, New York, NY, USA.","DOI":"10.1145\/2973750.2973764"},{"key":"ref_24","doi-asserted-by":"crossref","unstructured":"Nandakumar, R., Iyer, V., Tan, D., and Gollakota, S. (2016, January 7\u201312). Fingerio: Using active sonar for fine-grained finger tracking. Proceedings of the 2016 CHI Conference on Human Factors in Computing Systems, San Jose, CA, USA.","DOI":"10.1145\/2858036.2858580"},{"key":"ref_25","doi-asserted-by":"crossref","unstructured":"Ferri, J., Lid\u00f3n-Roger, J., Moreno, J., Martinez, G., and Garcia-Breijo, E. (2017). A Wearable Textile 2D Touchpad Sensor Based on Screen-Printing Technology. Materials, 10.","DOI":"10.3390\/ma10121450"},{"key":"ref_26","doi-asserted-by":"crossref","unstructured":"Nunes, J.S., Castro, N., Gon\u00e7alves, S., Pereira, N., Correia, V., and Lanceros-Mendez, S. (2017). Marked object recognition multitouch screen printed touchpad for interactive applications. Sensors, 17.","DOI":"10.3390\/s17122786"},{"key":"ref_27","first-page":"18","article-title":"Fully Printed Transparent Capacitive Touchpads from PEDOT: PSS e. g. for Touchscreens\u2014A Project of the HdM Stuttgart, Germany","volume":"9","author":"Steiner","year":"2016","journal-title":"Int. Circ. Graph. Educ. Res."},{"key":"ref_28","doi-asserted-by":"crossref","unstructured":"Ferri, J., Fuster, C.P., Llopis, R.L., Moreno, J., and Garcia-Breijo, E. (2018). Integration of a 2D touch sensor with an electroluminescent display by using a screen-printing technology on textile substrate. Sensors, 18.","DOI":"10.3390\/s18103313"},{"key":"ref_29","doi-asserted-by":"crossref","unstructured":"Cronin, S., and Doherty, G. (2018). Touchless computer interfaces in hospitals: A review. Health Inform. J., 1460458217748342.","DOI":"10.1177\/1460458217748342"},{"key":"ref_30","doi-asserted-by":"crossref","unstructured":"Pitts, M.J., Skrypchuk, L., Attridge, A., and Williams, M.A. (2014, January 17\u201319). Comparing the user experience of touchscreen technologies in an automotive application. Proceedings of the 6th International Conference on Automotive User Interfaces and Interactive Vehicular Applications, Seattle, WA, USA.","DOI":"10.1145\/2667317.2667418"},{"key":"ref_31","doi-asserted-by":"crossref","unstructured":"Aezinia, F., Wang, Y.F., and Bahreyni, B. (2011, January 28\u201331). Touchless capacitive sensor for hand gesture detection. Proceedings of the SENSORS, 2011 IEEE, Limerick, Ireland.","DOI":"10.1109\/ICSENS.2011.6127321"},{"key":"ref_32","doi-asserted-by":"crossref","unstructured":"Haslinger, L., Wasserthal, S., and Zagar, B. (2017). A capacitive measurement system for gesture recognition. Proc. Sens., 616\u2013620.","DOI":"10.5162\/sensor2017\/P3.1"},{"key":"ref_33","doi-asserted-by":"crossref","unstructured":"Wimmer, R., Holleis, P., Kranz, M., and Schmidt, A. (2006, January 4\u20137). Thracker\u2014Using capacitive sensing for gesture recognition. Proceedings of the 26th IEEE International Conference on Distributed Computing Systems Workshops (ICDCSW\u201906), Lisboa, Portugal.","DOI":"10.1109\/ICDCSW.2006.109"},{"key":"ref_34","doi-asserted-by":"crossref","unstructured":"Grosse-Puppendahl, T., Holz, C., Cohn, G., Wimmer, R., Bechtold, O., Hodges, S., and Smith, J.R. (2017, January 6\u201311). Finding common ground: A survey of capacitive sensing in human-computer interaction. Proceedings of the 2017 CHI Conference on Human Factors in Computing Systems, Denver, CO, USA.","DOI":"10.1145\/3025453.3025808"},{"key":"ref_35","doi-asserted-by":"crossref","unstructured":"Gotsch, D., Zhang, X., Burstyn, J., and Vertegaal, R. (2016, January 7\u201312). HoloFlex: A flexible holographic smartphone with bend input. Proceedings of the 2016 CHI Conference Extended Abstracts on Human Factors in Computing Systems, San Jose, CA, USA.","DOI":"10.1145\/2851581.2890258"},{"key":"ref_36","doi-asserted-by":"crossref","unstructured":"Han, J., Gu, J., and Lee, G. (2014, January 5\u20138). Trampoline: A double-sided elastic touch device for creating reliefs. Proceedings of the 27th Annual ACM Symposium on User Interface Software and Technology, Honolulu, HI, USA.","DOI":"10.1145\/2642918.2647381"},{"key":"ref_37","doi-asserted-by":"crossref","unstructured":"Cherenack, K., and Van Pieterson, L. (2012). Smart textiles: Challenges and opportunities. J. Appl. Phys., 112.","DOI":"10.1063\/1.4742728"},{"key":"ref_38","doi-asserted-by":"crossref","unstructured":"Lymberis, A., and Paradiso, R. (2008, January 20\u201325). Smart fabrics and interactive textile enabling wearable personal applications: R&D state of the art and future challenges. Proceedings of the 2008 30th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, Vancouver, BC, Canada.","DOI":"10.1109\/IEMBS.2008.4650403"},{"key":"ref_39","doi-asserted-by":"crossref","unstructured":"Al-huda Hamdan, N., Heller, F., Wacharamanotham, C., Thar, J., and Borchers, J. (2016, January 7\u201312). Grabrics: A Foldable Two-Dimensional Textile Input Controller. Proceedings of the 2016 CHI Conference Extended Abstracts on Human Factors in Computing Systems, San Jose, CA, USA.","DOI":"10.1145\/2851581.2892529"},{"key":"ref_40","unstructured":"(2016). GestIC\u00ae Design Guide, Microchip. Available online: http:\/\/ww1.microchip.com\/downloads\/en\/devicedoc\/40001716c.pdf."},{"key":"ref_41","unstructured":"(2017). MGC3030\/3130 3D Tracking and Gesture Controller Data Sheet, Microchip. Available online: http:\/\/ww1.microchip.com\/downloads\/en\/DeviceDoc\/40001667E.pdf."},{"key":"ref_42","unstructured":"(2015). Programming MGC3030\/3130 in Production, Microchip. Available online: http:\/\/ww1.microchip.com\/downloads\/en\/AppNotes\/00001934A.pdf."},{"key":"ref_43","unstructured":"(2015). Aurea Graphical User Interface User\u2019s Guide, Microchip. Available online: http:\/\/ww1.microchip.com\/downloads\/en\/DeviceDoc\/40001681D.pdf."}],"container-title":["Sensors"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.mdpi.com\/1424-8220\/19\/23\/5068\/pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,10,11]],"date-time":"2025-10-11T13:36:06Z","timestamp":1760189766000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.mdpi.com\/1424-8220\/19\/23\/5068"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2019,11,20]]},"references-count":43,"journal-issue":{"issue":"23","published-online":{"date-parts":[[2019,12]]}},"alternative-id":["s19235068"],"URL":"https:\/\/doi.org\/10.3390\/s19235068","relation":{},"ISSN":["1424-8220"],"issn-type":[{"value":"1424-8220","type":"electronic"}],"subject":[],"published":{"date-parts":[[2019,11,20]]}}}