{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,9,13]],"date-time":"2025-09-13T16:42:58Z","timestamp":1757781778512,"version":"3.40.3"},"publisher-location":"Cham","reference-count":31,"publisher":"Springer Nature Switzerland","isbn-type":[{"type":"print","value":"9783031192135"},{"type":"electronic","value":"9783031192142"}],"license":[{"start":{"date-parts":[[2022,1,1]],"date-time":"2022-01-01T00:00:00Z","timestamp":1640995200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springer.com\/tdm"},{"start":{"date-parts":[[2022,1,1]],"date-time":"2022-01-01T00:00:00Z","timestamp":1640995200000},"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":[[2022]]},"DOI":"10.1007\/978-3-031-19214-2_51","type":"book-chapter","created":{"date-parts":[[2022,11,17]],"date-time":"2022-11-17T00:03:45Z","timestamp":1668643425000},"page":"609-620","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":4,"title":["Accurate Contact-Free Material Recognition with\u00a0Millimeter Wave and\u00a0Machine Learning"],"prefix":"10.1007","author":[{"given":"Shuang","family":"He","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Yuhang","family":"Qian","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Huanle","family":"Zhang","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Guoming","family":"Zhang","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Minghui","family":"Xu","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Lei","family":"Fu","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Xiuzhen","family":"Cheng","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Huan","family":"Wang","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Pengfei","family":"Hu","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2022,11,17]]},"reference":[{"key":"51_CR1","unstructured":"Adib, F.M., Kabelac, Z., Katabi, D.: Multi-person localization via RF body reflections. In: Proceedings of the 12th USENIX Conference on Networked Systems Design and Implementation (NSDI), pp. 279\u2013292 (2015)"},{"issue":"8","key":"51_CR2","doi-asserted-by":"publisher","first-page":"3683","DOI":"10.1109\/TMTT.2018.2854180","volume":"66","author":"J Barowski","year":"2018","unstructured":"Barowski, J., Zimmermanns, M., Rolfes, I.: Millimeter-wave characterization of dielectric materials using calibrated FMCW transceivers. IEEE Trans. Microw. Theory Tech. 66(8), 3683\u20133689 (2018)","journal-title":"IEEE Trans. Microw. Theory Tech."},{"issue":"9","key":"51_CR3","doi-asserted-by":"publisher","first-page":"C09002","DOI":"10.1088\/1748-0221\/11\/09\/C09002","volume":"11","author":"M Cesetti","year":"2016","unstructured":"Cesetti, M., Nicolosi, P.: Waste processing: new near infrared technologies for material identification and selection. J. Instrum. 11(9), C09002\u2013C09002 (2016)","journal-title":"J. Instrum."},{"key":"51_CR4","doi-asserted-by":"crossref","unstructured":"Dhekne, A., Gowda, M.K., Zhao, Y., Hassanieh, H., Choudhury, R.R.: LiquID: a wireless liquid identifier. In: Proceedings of the 16th Annual International Conference on Mobile Systems, Applications, and Services (MobiSys), pp. 442\u2013454 (2018)","DOI":"10.1145\/3210240.3210345"},{"issue":"12","key":"51_CR5","doi-asserted-by":"publisher","first-page":"3279","DOI":"10.1109\/TMC.2017.2691705","volume":"16","author":"H Ding","year":"2017","unstructured":"Ding, H., et al.: A platform for free-weight exercise monitoring with passive tags. IEEE Trans. Mob. Comput. 16(12), 3279\u20133293 (2017)","journal-title":"IEEE Trans. Mob. Comput."},{"key":"51_CR6","doi-asserted-by":"crossref","unstructured":"Feng, C., et al.: WiMi: target material identification with commodity Wi-Fi devices. In: 2019 IEEE 39th International Conference on Distributed Computing Systems (ICDCS), pp. 700\u2013710 (2019)","DOI":"10.1109\/ICDCS.2019.00075"},{"key":"51_CR7","doi-asserted-by":"crossref","unstructured":"Harrison, C., Hudson, S.E.: Lightweight material detection for placement-aware mobile computing. In: Proceedings of the 21st Annual ACM Symposium on User Interface Software and Technology (UIST), pp. 279\u2013282 (2008)","DOI":"10.1145\/1449715.1449761"},{"issue":"4","key":"51_CR8","doi-asserted-by":"publisher","first-page":"2047","DOI":"10.1109\/TMTT.2018.2799840","volume":"66","author":"S Heunisch","year":"2018","unstructured":"Heunisch, S., Ohlsson, L., Wernersson, L.E.: Reflection of coherent millimeter-wave wavelets on dispersive materials: a study on porcine skin. IEEE Trans. Microw. Theory Tech. 66(4), 2047\u20132054 (2018)","journal-title":"IEEE Trans. Microw. Theory Tech."},{"issue":"3","key":"51_CR9","doi-asserted-by":"publisher","first-page":"730","DOI":"10.1109\/25.618198","volume":"46","author":"CL Holloway","year":"2002","unstructured":"Holloway, C.L., Perini, P.L., Delyser, R.R., Allen, K.C.: Analysis of composite walls and their effects on short-path propagation modeling. IEEE Trans. Veh. Technol. 46(3), 730\u2013738 (2002)","journal-title":"IEEE Trans. Veh. Technol."},{"key":"51_CR10","doi-asserted-by":"crossref","unstructured":"Huang, Y., Chen, K., Wang, L., Dong, Y., Huang, Q., Wu, K.: Lili: liquor quality monitoring based on light signals. In: Proceedings of ACM MobiCom, pp. 256\u2013268 (2021)","DOI":"10.1145\/3447993.3483246"},{"key":"51_CR11","doi-asserted-by":"publisher","first-page":"100384","DOI":"10.1016\/j.sbsr.2020.100384","volume":"30","author":"F Iqbal","year":"2020","unstructured":"Iqbal, F., et al.: Alcohol sensing and classification using PCF-based sensor. Sens. Bio-sens. Res. 30, 100384 (2020)","journal-title":"Sens. Bio-sens. Res."},{"key":"51_CR12","unstructured":"Kingma, D.P., Ba, J.: Adam: a method for stochastic optimization. arXiv Learning (2014)"},{"key":"51_CR13","doi-asserted-by":"publisher","first-page":"84879","DOI":"10.1109\/ACCESS.2020.2991129","volume":"8","author":"T Koike-Akino","year":"2020","unstructured":"Koike-Akino, T., Wang, P., Pajovic, M., Sun, H., Orlik, P.V.: Fingerprinting-based indoor localization with commercial MMWave WiFi: a deep learning approach. IEEE Access 8, 84879\u201384892 (2020)","journal-title":"IEEE Access"},{"key":"51_CR14","doi-asserted-by":"crossref","unstructured":"Lin, S.K.: Microwave and millimeter-wave remote sensing for security applications. By Jeffrey A. Nanzer, Artech House, 2012; 372 pages. Remote. Sens. 5, 367\u2013373 (2013)","DOI":"10.3390\/rs5010367"},{"key":"51_CR15","doi-asserted-by":"crossref","unstructured":"Lu, C.X., et al.: See through smoke: robust indoor mapping with low-cost MMWave radar. In: Proceedings of the 18th International Conference on Mobile Systems, Applications, and Services (MobiSys), pp. 14\u201327 (2020)","DOI":"10.1145\/3386901.3388945"},{"issue":"24","key":"51_CR16","doi-asserted-by":"publisher","first-page":"8200","DOI":"10.1039\/C4CS00062E","volume":"43","author":"M Manley","year":"2014","unstructured":"Manley, M.: Near-infrared spectroscopy and hyperspectral imaging: non-destructive analysis of biological materials. Chem. Soc. Rev. 43(24), 8200\u20138214 (2014)","journal-title":"Chem. Soc. Rev."},{"key":"51_CR17","doi-asserted-by":"crossref","unstructured":"das Neves Franco, L.A.P., Sinatora, A.: 3D surface parameters (ISO 25178-2): actual meaning of Spk and its relationship to Vmp. Precis. Eng. 40, 106\u2013111 (2015)","DOI":"10.1016\/j.precisioneng.2014.10.011"},{"key":"51_CR18","doi-asserted-by":"crossref","unstructured":"Rahman, T., Adams, A.T., Schein, P., Jain, A., Erickson, D., Choudhury, T.: Nutrilyzer: a mobile system for characterizing liquid food with photoacoustic effect. In: Proceedings of ACM SenSys, pp. 123\u2013136 (2016)","DOI":"10.1145\/2994551.2994572"},{"key":"51_CR19","doi-asserted-by":"crossref","unstructured":"Sagala, T.B.V., Suryana, J.: Implementation of mechanical scanning and signal processing for FMCW radar. In: 2016 International Symposium on Electronics and Smart Devices (ISESD), pp. 46\u201350 (2016)","DOI":"10.1109\/ISESD.2016.7886690"},{"key":"51_CR20","doi-asserted-by":"crossref","unstructured":"Saponaro, P., Sorensen, S., Kolagunda, A., Kambhamettu, C.: Material classification with thermal imagery. In: 2015 IEEE Conference on Computer Vision and Pattern Recognition (CVPR), pp. 4649\u20134656 (2015)","DOI":"10.1109\/CVPR.2015.7299096"},{"key":"51_CR21","doi-asserted-by":"crossref","unstructured":"Smidt, E., Schwanninger, M., Tintner, J., B\u00f6hm, K.: Ageing and deterioration of materials in the environment - application of multivariate data analysis. In: Multivariate Analysis in Management, Engineering and the Sciences (2013)","DOI":"10.5772\/53984"},{"key":"51_CR22","doi-asserted-by":"publisher","first-page":"2133","DOI":"10.1080\/01431160802549278","volume":"30","author":"D Stathakis","year":"2009","unstructured":"Stathakis, D.: How many hidden layers and nodes? Int. J. Remote Sens. 30, 2133\u20132147 (2009)","journal-title":"Int. J. Remote Sens."},{"issue":"9","key":"51_CR23","doi-asserted-by":"publisher","first-page":"2915","DOI":"10.1109\/TMTT.2015.2449833","volume":"63","author":"I Vakili","year":"2015","unstructured":"Vakili, I., Ohlsson, L., Wernersson, L.E., Gustafsson, M.G.: Time-domain system for millimeter-wave material characterization. IEEE Trans. Microw. Theory Tech. 63(9), 2915\u20132922 (2015)","journal-title":"IEEE Trans. Microw. Theory Tech."},{"key":"51_CR24","doi-asserted-by":"crossref","unstructured":"Wang, J., Xiong, J., Chen, X., Jiang, H., Balan, R.K., Fang, D.: TagScan: simultaneous target imaging and material identification with commodity RFID devices. In: Proceedings of the 23rd Annual International Conference on Mobile Computing and Networking (MobiCom), pp. 288\u2013300 (2017)","DOI":"10.1145\/3117811.3117830"},{"key":"51_CR25","first-page":"975","volume":"5","author":"T Wu","year":"2003","unstructured":"Wu, T., Lin, C.J., Weng, R.C.H.: Probability estimates for multi-class classification by pairwise coupling. J. Mach. Learn. Res. 5, 975\u20131005 (2003)","journal-title":"J. Mach. Learn. Res."},{"key":"51_CR26","doi-asserted-by":"crossref","unstructured":"Yang, Z., et al.: On the feasibility of estimating soluble sugar content using millimeter-wave. In: Proceedings of ACM\/IEEE IoTDI, pp. 13\u201324 (2019)","DOI":"10.1145\/3302505.3310065"},{"key":"51_CR27","doi-asserted-by":"publisher","first-page":"31801","DOI":"10.1109\/ACCESS.2019.2902859","volume":"7","author":"ME Yanik","year":"2019","unstructured":"Yanik, M.E., Torlak, M.: Near-field MIMO-SAR millimeter-wave imaging with sparsely sampled aperture data. IEEE Access 7, 31801\u201331819 (2019)","journal-title":"IEEE Access"},{"key":"51_CR28","doi-asserted-by":"crossref","unstructured":"Yeo, H.S., Flamich, G., Schrempf, P., Harris-Birtill, D., Quigley, A.J.: Radarcat: radar categorization for input interaction. In: Proceedings of the 29th Annual Symposium on User Interface Software and Technology (UIST), pp. 833\u2013841 (2016)","DOI":"10.1145\/2984511.2984515"},{"key":"51_CR29","doi-asserted-by":"publisher","first-page":"137065","DOI":"10.1109\/ACCESS.2019.2942382","volume":"7","author":"R Zhang","year":"2019","unstructured":"Zhang, R., Cao, S.: Extending reliability of mmWave radar tracking and detection via fusion with camera. IEEE Access 7, 137065\u2013137079 (2019)","journal-title":"IEEE Access"},{"key":"51_CR30","doi-asserted-by":"crossref","unstructured":"Zhao, M., et al.: RF-based 3D skeletons. In: Proceedings of the 2018 Conference of the ACM Special Interest Group on Data Communication (SIGCOMM), pp. 267\u2013281 (2018)","DOI":"10.1145\/3230543.3230579"},{"key":"51_CR31","doi-asserted-by":"crossref","unstructured":"Zhu, Y., Zhu, Y., Zhao, B.Y., Zheng, H.: Reusing 60ghz radios for mobile radar imaging. In: Proceedings of the 21st Annual International Conference on Mobile Computing and Networking (MobiCom), pp. 103\u2013116 (2015)","DOI":"10.1145\/2789168.2790112"}],"container-title":["Lecture Notes in Computer Science","Wireless Algorithms, Systems, and Applications"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-031-19214-2_51","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,11,17]],"date-time":"2022-11-17T00:28:22Z","timestamp":1668644902000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-031-19214-2_51"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022]]},"ISBN":["9783031192135","9783031192142"],"references-count":31,"URL":"https:\/\/doi.org\/10.1007\/978-3-031-19214-2_51","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"type":"print","value":"0302-9743"},{"type":"electronic","value":"1611-3349"}],"subject":[],"published":{"date-parts":[[2022]]},"assertion":[{"value":"17 November 2022","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"WASA","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"International Conference on Wireless Algorithms, Systems, and Applications","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Dalian","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"China","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2022","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"24 November 2022","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"26 November 2022","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"17","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"wasa2022","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"http:\/\/wasa-conference.org\/WASA2022\/","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Double-blind","order":1,"name":"type","label":"Type","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"EasyChair","order":2,"name":"conference_management_system","label":"Conference Management System","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"265","order":3,"name":"number_of_submissions_sent_for_review","label":"Number of Submissions Sent for Review","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"95","order":4,"name":"number_of_full_papers_accepted","label":"Number of Full Papers Accepted","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"62","order":5,"name":"number_of_short_papers_accepted","label":"Number of Short Papers Accepted","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"36% - The value is computed by the equation \"Number of Full Papers Accepted \/ Number of Submissions Sent for Review * 100\" and then rounded to a whole number.","order":6,"name":"acceptance_rate_of_full_papers","label":"Acceptance Rate of Full Papers","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"4","order":7,"name":"average_number_of_reviews_per_paper","label":"Average Number of Reviews per Paper","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"8","order":8,"name":"average_number_of_papers_per_reviewer","label":"Average Number of Papers per Reviewer","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"Yes","order":9,"name":"external_reviewers_involved","label":"External Reviewers Involved","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}}]}}