{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,2,21]],"date-time":"2026-02-21T19:35:10Z","timestamp":1771702510907,"version":"3.50.1"},"publisher-location":"Cham","reference-count":15,"publisher":"Springer International Publishing","isbn-type":[{"value":"9783030807122","type":"print"},{"value":"9783030807139","type":"electronic"}],"license":[{"start":{"date-parts":[[2021,1,1]],"date-time":"2021-01-01T00:00:00Z","timestamp":1609459200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springer.com\/tdm"},{"start":{"date-parts":[[2021,1,1]],"date-time":"2021-01-01T00:00:00Z","timestamp":1609459200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2021]]},"DOI":"10.1007\/978-3-030-80713-9_35","type":"book-chapter","created":{"date-parts":[[2021,7,7]],"date-time":"2021-07-07T10:03:47Z","timestamp":1625652227000},"page":"270-277","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":13,"title":["Using Deep Learning Methods to Predict Walking Intensity from Plantar Pressure Images"],"prefix":"10.1007","author":[{"given":"Hsing-Chung","family":"Chen","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"family":"Sunardi","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Yih-Kuen","family":"Jan","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Ben-Yi","family":"Liau","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Chih-Yang","family":"Lin","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jen-Yung","family":"Tsai","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Cheng-Tsung","family":"Li","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Chi-Wen","family":"Lung","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2021,7,8]]},"reference":[{"key":"35_CR1","doi-asserted-by":"publisher","first-page":"2367","DOI":"10.1056\/NEJMra1615439","volume":"376","author":"DG Armstrong","year":"2017","unstructured":"Armstrong, D.G., Boulton, A.J., Bus, S.A.: Diabetic foot ulcers and their recurrence. N. Engl. J. Med. 376, 2367\u20132375 (2017)","journal-title":"N. Engl. J. Med."},{"key":"35_CR2","doi-asserted-by":"crossref","unstructured":"Wu, F.L., Wang, W.T., Liao, F., Elliott, J., Jain, S., Jan, Y.K.: Effects of walking speeds and durations on plantar skin blood flow responses. Microvasc. Res. 128, 103936 (2020)","DOI":"10.1016\/j.mvr.2019.103936"},{"key":"35_CR3","doi-asserted-by":"crossref","unstructured":"Lung, C.-W., Wu, F.-L., Zhang, K., Liau, B.-Y., Townsend, R., Jan, Y.-K.: Using elastographic ultrasound to assess plantar tissue stiffness after walking at different speeds and durations. Appl. Sci. 10(21), 7498 (2020)","DOI":"10.3390\/app10217498"},{"key":"35_CR4","doi-asserted-by":"crossref","unstructured":"Bus, S., et al.: Footwear and offloading interventions to prevent and heal foot ulcers and reduce plantar pressure in patients with diabetes: a systematic review. Diabetes\/Metab. Res. Rev. 32, 99\u2013118 (2016)","DOI":"10.1002\/dmrr.2702"},{"key":"35_CR5","doi-asserted-by":"publisher","first-page":"78","DOI":"10.1016\/j.clinbiomech.2003.09.007","volume":"19","author":"JM Burnfield","year":"2004","unstructured":"Burnfield, J.M., Few, C.D., Mohamed, O.S., Perry, J.: The influence of walking speed and footwear on plantar pressures in older adults. Clin. Biomech. 19, 78\u201384 (2004)","journal-title":"Clin. Biomech."},{"key":"35_CR6","doi-asserted-by":"publisher","first-page":"1987","DOI":"10.1016\/j.jbiomech.2008.03.034","volume":"41","author":"TC Pataky","year":"2008","unstructured":"Pataky, T.C., et al.: New insights into the plantar pressure correlates of walking speed using pedobarographic statistical parametric mapping (pSPM). J. Biomech. 41, 1987\u20131994 (2008)","journal-title":"J. Biomech."},{"key":"35_CR7","doi-asserted-by":"publisher","first-page":"299","DOI":"10.1109\/RBME.2017.2747402","volume":"10","author":"JA Ramirez-Bautista","year":"2017","unstructured":"Ramirez-Bautista, J.A., Huerta-Ruelas, J.A., Chaparro-C\u00e1rdenas, S.L., Hern\u00e1ndez-Zavala, A.: A review in detection and monitoring gait disorders using in-shoe plantar measurement systems. IEEE Rev. Biomed. Eng. 10, 299\u2013309 (2017)","journal-title":"IEEE Rev. Biomed. Eng."},{"key":"35_CR8","doi-asserted-by":"crossref","unstructured":"Potluri, S., Ravuri, S., Diedrich, C., Schega, L.: Deep learning based gait abnormality detection using wearable sensor system. In: 2019 41st Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), pp. 3613\u20133619. IEEE (2019)","DOI":"10.1109\/EMBC.2019.8856454"},{"key":"35_CR9","doi-asserted-by":"publisher","first-page":"5422","DOI":"10.1109\/JSEN.2018.2837674","volume":"18","author":"ND Nguyen","year":"2018","unstructured":"Nguyen, N.D., Bui, D.T., Truong, P.H., Jeong, G.-M.: Classification of five ambulatory activities regarding stair and incline walking using smart shoes. IEEE Sens. J. 18, 5422\u20135428 (2018)","journal-title":"IEEE Sens. J."},{"key":"35_CR10","doi-asserted-by":"crossref","unstructured":"Chae, J., Kang, Y.J., Noh, Y.: A deep-learning approach for foot-type classification using heterogeneous pressure data. Sensors (Basel) 20(16), 4481 (2020)","DOI":"10.3390\/s20164481"},{"key":"35_CR11","doi-asserted-by":"crossref","unstructured":"Lee, C.-H., Li, L.-T.: Cost-effective person identity recognition based on plantar pressure images. In: 2020 IEEE International Conference on Consumer Electronics-Taiwan (ICCE-Taiwan), pp. 1\u20132. IEEE (2020)","DOI":"10.1109\/ICCE-Taiwan49838.2020.9258352"},{"key":"35_CR12","unstructured":"Grus, J.: Data science from scratch: first principles with python. O'Reilly Media (2019)"},{"key":"35_CR13","doi-asserted-by":"crossref","unstructured":"Hashi, E.K., Zaman, M.S.U., Hasan, M.R.: An expert clinical decision support system to predict disease using classification techniques. In: 2017 International Conference on Electrical, Computer and Communication Engineering (ECCE), pp. 396\u2013400. IEEE (2017)","DOI":"10.1109\/ECACE.2017.7912937"},{"key":"35_CR14","first-page":"51","volume":"6","author":"Y Wu","year":"2020","unstructured":"Wu, Y., Wu, Q., Dey, N., Sherratt, S.: Learning models for semantic classification of insufficient plantar pressure images. Int. J. Interact. Multimedia Artific. Intell. 6, 51\u201361 (2020)","journal-title":"Int. J. Interact. Multimedia Artific. Intell."},{"key":"35_CR15","doi-asserted-by":"crossref","unstructured":"Yang, F., Li, F., Zhang, K., Zhang, W., Li, S.: Influencing factors analysis in pear disease recognition using deep learning. Peer-to-Peer Network. Appl. 1\u201313 (2020)","DOI":"10.1007\/s12083-020-01041-x"}],"container-title":["Lecture Notes in Networks and Systems","Advances in Physical, Social &amp; Occupational Ergonomics"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-030-80713-9_35","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2023,1,3]],"date-time":"2023-01-03T05:52:44Z","timestamp":1672725164000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-030-80713-9_35"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2021]]},"ISBN":["9783030807122","9783030807139"],"references-count":15,"URL":"https:\/\/doi.org\/10.1007\/978-3-030-80713-9_35","relation":{},"ISSN":["2367-3370","2367-3389"],"issn-type":[{"value":"2367-3370","type":"print"},{"value":"2367-3389","type":"electronic"}],"subject":[],"published":{"date-parts":[[2021]]},"assertion":[{"value":"8 July 2021","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"AHFE","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"International Conference on Applied Human Factors and Ergonomics","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2021","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"25 July 2021","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"29 July 2021","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"ahfe2021","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"http:\/\/2021.ahfe.org\/index.html","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}}]}}