{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,12,31]],"date-time":"2025-12-31T08:01:41Z","timestamp":1767168101146,"version":"build-2238731810"},"reference-count":22,"publisher":"Wiley","issue":"1","license":[{"start":{"date-parts":[[2021,4,30]],"date-time":"2021-04-30T00:00:00Z","timestamp":1619740800000},"content-version":"vor","delay-in-days":119,"URL":"http:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"name":"Sichuan Science and Technology Research Project","award":["2014GZ0131"],"award-info":[{"award-number":["2014GZ0131"]}]}],"content-domain":{"domain":["onlinelibrary.wiley.com"],"crossmark-restriction":true},"short-container-title":["Complexity"],"published-print":{"date-parts":[[2021,1]]},"abstract":"<jats:p>\n                    Positioning accuracy of micropositioning stage in scanning ion conductance microscopy is the key to obtain high\u2010precision scanning model. Most piezoelectric ceramic micromotion platforms are used for that, and hysteresis characteristics are the main reason for the nonlinear characteristics of piezoelectric ceramics and the influence on the control accuracy. In order to solve this problem, backpropagation algorithm based on whale optimization algorithm is used to model the hysteresis, which is directly used as a feedforward controller to compensate the hysteresis effect, and the robust adaptive moving average control method is used for feedback control. The results show that the hysteresis model of backpropagation algorithm based on the whale optimization algorithm can fit the hysteresis curve well, and the maximum fitting error is 0.2050\u2009\n                    <jats:italic>\u03bc<\/jats:italic>\n                    m, only 0.256%. By adopting feedforward and feedback, feedforward robust adaptive moving average control algorithm decreases the hysteresis from 17.64% to 2.51%, which enables the output of the piezoelectric ceramic controller to track the expected displacement well and makes it possible to improve the scanning accuracy.\n                  <\/jats:p>","DOI":"10.1155\/2021\/5537998","type":"journal-article","created":{"date-parts":[[2021,4,30]],"date-time":"2021-04-30T13:20:35Z","timestamp":1619788835000},"update-policy":"https:\/\/doi.org\/10.1002\/crossmark_policy","source":"Crossref","is-referenced-by-count":2,"title":["[Retracted] Application of Compound Control Method Based on WOA in Micropositioning Stage of SICM"],"prefix":"10.1155","volume":"2021","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-9297-6251","authenticated-orcid":false,"given":"Huiting","family":"Wen","sequence":"first","affiliation":[]},{"given":"Xiaolong","family":"Lu","sequence":"additional","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0000-0003-2623-4772","authenticated-orcid":false,"given":"Shiping","family":"Zhao","sequence":"additional","affiliation":[]},{"given":"Xiaoyu","family":"Liu","sequence":"additional","affiliation":[]},{"given":"Yang","family":"Yang","sequence":"additional","affiliation":[]},{"given":"Song","family":"Leng","sequence":"additional","affiliation":[]}],"member":"311","published-online":{"date-parts":[[2021,4,30]]},"reference":[{"key":"e_1_2_8_1_2","doi-asserted-by":"publisher","DOI":"10.1126\/science.2464851"},{"key":"e_1_2_8_2_2","doi-asserted-by":"publisher","DOI":"10.1021\/a1980011o"},{"key":"e_1_2_8_3_2","doi-asserted-by":"publisher","DOI":"10.1021\/acs.analchem.8b05977"},{"key":"e_1_2_8_4_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.neures.2010.11.009"},{"key":"e_1_2_8_5_2","doi-asserted-by":"publisher","DOI":"10.1016\/s0006-3495(00)76607-0"},{"key":"e_1_2_8_6_2","article-title":"Measuring the elastic properties of living cells through the analysis of current-displacement curves in scanning ion conductance microscopy","volume":"463","author":"Pellegrino M.","year":"2012","journal-title":"Pfluegers Archiv: European Journal of Physiology"},{"key":"e_1_2_8_7_2","doi-asserted-by":"publisher","DOI":"10.1039\/c7an01986f"},{"key":"e_1_2_8_8_2","doi-asserted-by":"publisher","DOI":"10.1177\/1687814018767194"},{"key":"e_1_2_8_9_2","first-page":"3657","article-title":"Control method for piezoelectric actuator based on single neuron PID controller","volume":"23","author":"Yuan L.","year":"2015","journal-title":"Computer Measurement & Control"},{"key":"e_1_2_8_10_2","unstructured":"XuS. New high speed current controlled amplifier for pzt multilayer stack actuators Proceedings of the 8th International Conference on New Actuator June 2002 Bremen Germany."},{"key":"e_1_2_8_11_2","unstructured":"FurutaniK. UrushibataM. andMohriN. Improvement of control method for piezoelectric actuator by combining induced charge feedback with inverse transfer function compensation Proceedings of the IEEE International Conference on Robotics and Automation April 2002 Washington DC USA."},{"key":"e_1_2_8_12_2","first-page":"926","article-title":"Hysteresis modeling and control simulation of piezoeletric ceramic","volume":"37","author":"Wang X.","year":"2015","journal-title":"Piezoelectrics & Acoustooptics"},{"key":"e_1_2_8_13_2","doi-asserted-by":"crossref","unstructured":"KuhnenK.andJanochaH. 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Neural networks based modeling and robust control of hysteresis Proceedings of the 2016 35th chinese control conference (CCC) July 2016 Chengdu China.","DOI":"10.1109\/ChiCC.2016.7553828"},{"key":"e_1_2_8_22_2","doi-asserted-by":"publisher","DOI":"10.1109\/tie.2012.2206339"}],"updated-by":[{"DOI":"10.1155\/2024\/9832810","type":"retraction","label":"Retraction","source":"retraction-watch","updated":{"date-parts":[[2024,1,24]],"date-time":"2024-01-24T00:00:00Z","timestamp":1706054400000},"record-id":"51997"},{"DOI":"10.1155\/2024\/9832810","type":"retraction","label":"Retraction","source":"publisher","updated":{"date-parts":[[2024,1,24]],"date-time":"2024-01-24T00:00:00Z","timestamp":1706054400000}}],"container-title":["Complexity"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/downloads.hindawi.com\/journals\/complexity\/2021\/5537998.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/downloads.hindawi.com\/journals\/complexity\/2021\/5537998.xml","content-type":"application\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/onlinelibrary.wiley.com\/doi\/pdf\/10.1155\/2021\/5537998","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,8,9]],"date-time":"2024-08-09T17:56:30Z","timestamp":1723226190000},"score":1,"resource":{"primary":{"URL":"https:\/\/onlinelibrary.wiley.com\/doi\/10.1155\/2021\/5537998"}},"subtitle":[],"editor":[{"given":"Zhihan","family":"Lv","sequence":"additional","affiliation":[]}],"short-title":[],"issued":{"date-parts":[[2021,1]]},"references-count":22,"journal-issue":{"issue":"1","published-print":{"date-parts":[[2021,1]]}},"alternative-id":["10.1155\/2021\/5537998"],"URL":"https:\/\/doi.org\/10.1155\/2021\/5537998","archive":["Portico"],"relation":{},"ISSN":["1076-2787","1099-0526"],"issn-type":[{"value":"1076-2787","type":"print"},{"value":"1099-0526","type":"electronic"}],"subject":[],"published":{"date-parts":[[2021,1]]},"assertion":[{"value":"2021-02-05","order":0,"name":"received","label":"Received","group":{"name":"publication_history","label":"Publication History"}},{"value":"2021-04-19","order":2,"name":"accepted","label":"Accepted","group":{"name":"publication_history","label":"Publication History"}},{"value":"2021-04-30","order":3,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}],"article-number":"5537998"}}