{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,2]],"date-time":"2026-05-02T06:28:44Z","timestamp":1777703324273,"version":"3.51.4"},"reference-count":20,"publisher":"SAGE Publications","issue":"6","license":[{"start":{"date-parts":[[2016,12,5]],"date-time":"2016-12-05T00:00:00Z","timestamp":1480896000000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/journals.sagepub.com\/page\/policies\/text-and-data-mining-license"}],"content-domain":{"domain":["journals.sagepub.com"],"crossmark-restriction":true},"short-container-title":["Journal of Intelligent &amp; Fuzzy Systems"],"published-print":{"date-parts":[[2016,12,5]]},"abstract":"<jats:p>This paper describes an adaptive neuro-fuzzy (ANF) nonsingular terminal attractor (NTA) that can control output voltage in an AC power conditioner. The NTA experiences the convergence of the system trajectory to zero within finite time, and it can avoid singularity problems. However, when the estimated value exceeds or falls short of the uncertain system boundary, chattering or steady-state error problems occur. Therefore, the ANF technique is introduced as a computationally rapid and mathematically simple means of reducing the chatter and steady-state errors occurring in NTA if the estimated value of the uncertain system boundary is not met. The Lyapunov theory proves that the proposed AC power conditioner is stable and convergent. Associating NTA with the ANF technique provides the AC power conditioner with low distortion and fast transience in the presence of various loading. Experimental results from a 1\u200akW prototype confirm the mathematical analyses and simulations. Because the proposed AC power conditioner offers significant advantages over the classic terminal attractor (TA)-controlled AC power conditioner in terms of complexity and ease of implementation, this paper represents a useful reference for designers of artificial intelligence.<\/jats:p>","DOI":"10.3233\/jifs-169185","type":"journal-article","created":{"date-parts":[[2016,12,6]],"date-time":"2016-12-06T11:10:52Z","timestamp":1481022652000},"page":"3007-3012","update-policy":"https:\/\/doi.org\/10.1177\/sage-journals-update-policy","source":"Crossref","is-referenced-by-count":0,"title":["Adaptive neuro-fuzzy nonsingular terminal attractor and its application in high-performance AC power conditioners"],"prefix":"10.1177","volume":"31","author":[{"given":"En-Chih","family":"Chang","sequence":"first","affiliation":[{"name":"Department of Electrical Engineering, I-Shou University, Dashu District, Kaohsiung City, Taiwan, R.O.C"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"179","published-online":{"date-parts":[[2016,12,5]]},"reference":[{"key":"e_1_3_2_2_2","doi-asserted-by":"publisher","DOI":"10.1049\/iet-cta.2015.0401"},{"key":"e_1_3_2_3_2","doi-asserted-by":"publisher","DOI":"10.1007\/978-1-4614-8379-3"},{"key":"e_1_3_2_4_2","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-19683-1"},{"key":"e_1_3_2_5_2","doi-asserted-by":"publisher","DOI":"10.1109\/TII.2015.2416981"},{"key":"e_1_3_2_6_2","doi-asserted-by":"publisher","DOI":"10.1109\/TIE.2015.2407851"},{"issue":"8","key":"e_1_3_2_7_2","first-page":"629","article-title":"A DC\u2013DC converter for a fully integrated PID compensator with a single capacitor","volume":"61","author":"Park H.H.","year":"2014","unstructured":"ParkH.H. and ChoG.H., A DC\u2013DC converter for a fully integrated PID compensator with a single capacitor, IEEE Trans on Circuits and Systems II: Express Briefs61(8) (2014), 629\u2013633.","journal-title":"IEEE Trans on Circuits and Systems II: Express Briefs"},{"key":"e_1_3_2_8_2","first-page":"1","article-title":"Multi-objective Analysis for Designing and Controlling Micro-grids Under Multi-Control with PID, MHCC and FOPID Controllers","author":"Rasoanarivo I.","year":"2013","unstructured":"RasoanarivoI. and SargosF., Multi-objective Analysis for Designing and Controlling Micro-grids Under Multi-Control with PID, MHCC and FOPID Controllers, Proceedings IEEE International Conference Industry Applications Society Annual Meeting (2013), pp. 1\u20138.","journal-title":"Proceedings IEEE International Conference Industry Applications Society Annual Meeting"},{"key":"e_1_3_2_9_2","doi-asserted-by":"publisher","DOI":"10.1049\/iet-pel.2015.0008"},{"key":"e_1_3_2_10_2","first-page":"2015","volume-title":"Neuro-Fuzzy and Soft Computing: A Computational Approach to Learning and Machine Intelligence","author":"Jang J.S.R.","unstructured":"JangJ.S.R., SunC.T. and MizutaniE., Neuro-Fuzzy and Soft Computing: A Computational Approach to Learning and Machine Intelligence, Pearson Education2015\u2013New Delhi, India."},{"key":"e_1_3_2_11_2","doi-asserted-by":"publisher","DOI":"10.1109\/TIA.2015.2455025"},{"key":"e_1_3_2_12_2","doi-asserted-by":"publisher","DOI":"10.1049\/iet-rpg.2014.0271"},{"key":"e_1_3_2_13_2","doi-asserted-by":"publisher","DOI":"10.1109\/TMECH.2014.2323897"},{"key":"e_1_3_2_14_2","doi-asserted-by":"publisher","DOI":"10.1109\/TIA.2013.2269131"},{"key":"e_1_3_2_15_2","doi-asserted-by":"publisher","DOI":"10.1109\/TIE.2015.2450725"},{"key":"e_1_3_2_16_2","doi-asserted-by":"publisher","DOI":"10.1049\/iet-rpg.2015.0286"},{"key":"e_1_3_2_17_2","doi-asserted-by":"publisher","DOI":"10.1109\/TPEL.2012.2205945"},{"key":"e_1_3_2_18_2","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-18164-6"},{"issue":"6","key":"e_1_3_2_19_2","first-page":"3906","article-title":"Study of nonsingular fast terminal sliding-mode fault-tolerant control","volume":"62","author":"Xu S.D.","year":"2015","unstructured":"XuS.D., ChenC.C. and WuZ.L., Study of nonsingular fast terminal sliding-mode fault-tolerant control, IEEE Trans on Industrial Electronics62(6) (2015), 3906\u20133913.","journal-title":"IEEE Trans on Industrial Electronics"},{"key":"e_1_3_2_20_2","doi-asserted-by":"publisher","DOI":"10.1049\/iet-pel.2013.0794"},{"key":"e_1_3_2_21_2","doi-asserted-by":"publisher","DOI":"10.1109\/TEC.2014.2297994"}],"container-title":["Journal of Intelligent &amp; 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