{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,10,24]],"date-time":"2026-10-24T19:36:50Z","timestamp":1792870610389,"version":"4.5.0"},"reference-count":34,"publisher":"SAGE Publications","issue":"11","license":[{"start":{"date-parts":[[2026,7,2]],"date-time":"2026-07-02T00:00:00Z","timestamp":1782950400000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/journals.sagepub.com\/page\/policies\/text-and-data-mining-license"}],"funder":[{"DOI":"10.13039\/501100012226","name":"Fundamental Research Funds for the Central Universities","doi-asserted-by":"publisher","award":["2232024B-03"],"award-info":[{"award-number":["2232024B-03"]}],"id":[{"id":"10.13039\/501100012226","id-type":"DOI","asserted-by":"publisher"}]},{"name":"MOE (Ministry of Education in China) Project of Humanities and Social Sciences","award":["23YJAZH209"],"award-info":[{"award-number":["23YJAZH209"]}]}],"content-domain":{"domain":["journals.sagepub.com"],"crossmark-restriction":true},"short-container-title":["Perception"],"published-print":{"date-parts":[[2026,11]]},"abstract":"<jats:p>\n                    The tactile perception of wet fabrics plays an important role in human comfort, but the underlying mechanisms of skin\u2013wet fabric interaction remain unclear. This study measured the basic properties (saturated water content, wicking height, moisture regain rate, fabric density, and yarn diameter) of 20 fabrics, collected real-time tactile physical parameters (skin cooling rate, normal pressure, frictional coefficient, maximum acceleration amplitude, and acceleration mean square deviation), and subjective tactile perception ratings (wetness, coldness, roughness, stiffness, and total hand feeling value) during the interactions between fingertip and fabrics with three relative water contents (dry, 35%, and 70% saturated water content). The results demonstrated the significant effects of fabric water content on tactile perceptions and tactile physical parameters. Four machine learning methods, Gradient Boosting Regression, XGBoost Regression, Random Forest Regression, Artificial Neural Networks Regression (ANNR), and a linear regression method, Partial Least Squares Regression, were used to establish predictive models. The ANNR model demonstrated the best performance in total hand feeling value (\n                    <jats:italic toggle=\"yes\">R<\/jats:italic>\n                    <jats:sup>2<\/jats:sup>\n                    \u2009=\u20090.727, root mean square error\u2009=\u20090.66), and SHapley Additive exPlanations analysis revealed eight key factors, highlighting the significant effect of fabric water content and mechanical stimulation on total hand feeling value. These findings provide deeper insights into enhancing the comfort of wet textiles and offer potential guidance to optimize the tactile design of products.\n                  <\/jats:p>","DOI":"10.1177\/03010066261463965","type":"journal-article","created":{"date-parts":[[2026,7,2]],"date-time":"2026-07-02T15:11:33Z","timestamp":1783005093000},"page":"1033-1053","update-policy":"https:\/\/doi.org\/10.1177\/sage-journals-update-policy","source":"Crossref","is-referenced-by-count":0,"title":["Predictive models and parameter analysis for multiple tactile perceptions in skin\u2013wet fabrics interface"],"prefix":"10.1177","volume":"55","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-3141-3268","authenticated-orcid":false,"given":"Zhaohua","family":"Zhang","sequence":"first","affiliation":[{"name":"Donghua University"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0009-0001-1555-1011","authenticated-orcid":false,"given":"Meiping","family":"Guo","sequence":"additional","affiliation":[{"name":"Donghua University"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Yue","family":"Yang","sequence":"additional","affiliation":[{"name":"Donghua University"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"179","published-online":{"date-parts":[[2026,7,2]]},"reference":[{"key":"e_1_3_2_2_1","doi-asserted-by":"publisher","DOI":"10.2478\/9788366675735-004"},{"key":"e_1_3_2_3_1","doi-asserted-by":"publisher","DOI":"10.1098\/rsos.180798"},{"key":"e_1_3_2_4_1","doi-asserted-by":"publisher","DOI":"10.1177\/0040517515586164"},{"key":"e_1_3_2_5_1","doi-asserted-by":"publisher","DOI":"10.1007\/s00484-026-03191-8"},{"key":"e_1_3_2_6_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.triboint.2011.03.019"},{"key":"e_1_3_2_7_1","doi-asserted-by":"publisher","DOI":"10.1100\/2012\/386936"},{"key":"e_1_3_2_8_1","doi-asserted-by":"publisher","DOI":"10.1007\/s00221-025-07034-7"},{"key":"e_1_3_2_9_1","doi-asserted-by":"publisher","DOI":"10.35530\/IT.071.04.1734"},{"key":"e_1_3_2_10_1","doi-asserted-by":"publisher","DOI":"10.1177\/03010066251333727"},{"key":"e_1_3_2_11_1","doi-asserted-by":"publisher","DOI":"10.2115\/fiberst.2021-0026"},{"key":"e_1_3_2_12_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.ergon.2025.103778"},{"key":"e_1_3_2_13_1","doi-asserted-by":"publisher","DOI":"10.1080\/15440478.2024.2436054"},{"key":"e_1_3_2_14_1","doi-asserted-by":"publisher","DOI":"10.1186\/s42162-025-00519-3"},{"key":"e_1_3_2_15_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.compositesb.2021.109538"},{"key":"e_1_3_2_16_1","volume-title":"A unified approach to interpreting model predictions. Advances in neural information processing systems [Advances in neural information processing systems 30 (NIPS 2017)]31st Annual conference on neural information processing systems (NIPS)","author":"Lundberg S. M.","year":"2017","unstructured":"Lundberg S. M., Lee S. I. (2017, December 4\u20139). A unified approach to interpreting model predictions. Advances in neural information processing systems [Advances in neural information processing systems 30 (NIPS 2017)]. 31st Annual conference on neural information processing systems (NIPS), Long Beach, CA."},{"key":"e_1_3_2_17_1","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0308957"},{"key":"e_1_3_2_18_1","doi-asserted-by":"publisher","DOI":"10.1152\/jn.00382.2021"},{"key":"e_1_3_2_19_1","doi-asserted-by":"publisher","DOI":"10.1523\/JNEUROSCI.3684-09.2009"},{"key":"e_1_3_2_20_1","doi-asserted-by":"publisher","DOI":"10.1177\/0040517517716905"},{"key":"e_1_3_2_21_1","doi-asserted-by":"publisher","DOI":"10.3390\/textiles3010009"},{"key":"e_1_3_2_22_1","doi-asserted-by":"publisher","DOI":"10.3390\/s22176697"},{"key":"e_1_3_2_23_1","doi-asserted-by":"publisher","DOI":"10.1152\/jn.00043.2009"},{"key":"e_1_3_2_24_1","doi-asserted-by":"publisher","DOI":"10.1177\/00405175251334825"},{"key":"e_1_3_2_25_1","doi-asserted-by":"publisher","DOI":"10.1007\/s12221-019-8301-9"},{"key":"e_1_3_2_26_1","doi-asserted-by":"publisher","DOI":"10.1177\/1528083718764906"},{"key":"e_1_3_2_27_1","doi-asserted-by":"publisher","DOI":"10.1098\/rsos.180860"},{"key":"e_1_3_2_28_1","doi-asserted-by":"publisher","DOI":"10.35530\/IT.072.06.20217"},{"key":"e_1_3_2_29_1","doi-asserted-by":"publisher","DOI":"10.1109\/TOH.2015.2438866"},{"key":"e_1_3_2_30_1","doi-asserted-by":"publisher","DOI":"10.3390\/pr11082298"},{"key":"e_1_3_2_31_1","doi-asserted-by":"publisher","DOI":"10.1111\/ina.12984"},{"key":"e_1_3_2_32_1","doi-asserted-by":"publisher","DOI":"10.1177\/00405175231171946"},{"key":"e_1_3_2_33_1","doi-asserted-by":"publisher","DOI":"10.1177\/00405175221080095"},{"key":"e_1_3_2_34_1","volume-title":"Discrimination characteristics of physical determinants for tactile roughness sensation of fabric surface textures13th International conference on man\u2013machine\u2013environment system engineering, MMESE 2013","author":"Zhao Q.","year":"2014","unstructured":"Zhao Q., Hu J., Yang X., Ding X. (2014). Discrimination characteristics of physical determinants for tactile roughness sensation of fabric surface textures. Lecture Notes in Electrical Engineering. 13th International conference on man\u2013machine\u2013environment system engineering, MMESE 2013, October 21, 2013\u2013October 25, 2013, Yantai, China."},{"key":"e_1_3_2_35_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.triboint.2018.03.012"}],"container-title":["Perception"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/journals.sagepub.com\/doi\/pdf\/10.1177\/03010066261463965","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/journals.sagepub.com\/doi\/full-xml\/10.1177\/03010066261463965","content-type":"application\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/journals.sagepub.com\/doi\/pdf\/10.1177\/03010066261463965","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,10,24]],"date-time":"2026-10-24T18:54:36Z","timestamp":1792868076000},"score":1,"resource":{"primary":{"URL":"https:\/\/journals.sagepub.com\/doi\/10.1177\/03010066261463965"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,7,2]]},"references-count":34,"journal-issue":{"issue":"11","published-print":{"date-parts":[[2026,11]]}},"alternative-id":["10.1177\/03010066261463965"],"URL":"https:\/\/doi.org\/10.1177\/03010066261463965","relation":{},"ISSN":["0301-0066","1468-4233"],"issn-type":[{"value":"0301-0066","type":"print"},{"value":"1468-4233","type":"electronic"}],"subject":[],"published":{"date-parts":[[2026,7,2]]}}}