{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,7,30]],"date-time":"2025-07-30T14:58:36Z","timestamp":1753887516181,"version":"3.41.2"},"reference-count":20,"publisher":"Wiley","issue":"1","license":[{"start":{"date-parts":[[2021,9,6]],"date-time":"2021-09-06T00:00:00Z","timestamp":1630886400000},"content-version":"vor","delay-in-days":248,"URL":"http:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"name":"Hubei Electric Power Company","award":["SGHBDK00SBJS1900425"],"award-info":[{"award-number":["SGHBDK00SBJS1900425"]}]}],"content-domain":{"domain":["onlinelibrary.wiley.com"],"crossmark-restriction":true},"short-container-title":["Journal of Sensors"],"published-print":{"date-parts":[[2021,1]]},"abstract":"<jats:p>An in\u2010depth study on a lighting location system is conducted in this paper. Firstly, the history and application of this system are summarized. The overall structure is detailed, including the detection principle of the lightning location, the orientation method, the detection circuit, the method of discriminating cloud flash and ground lightning signal, the error analysis, the guideline for station deployment, the preprocessing of the central station, and the function and structure of data server and user interface. The development of a lightning monitoring system in China is presented, and the construction of a new generation of a lightning location system in the Hubei Province power grid is introduced. Through the collection of measured data, the performance of the lightning location system in the lightning accident inspection rate, lightning location, and lightning situation statistics are analyzed. Artificial intelligence algorithms are applied in the lightning warning system. The new system has a high predicting accuracy.<\/jats:p>","DOI":"10.1155\/2021\/6108223","type":"journal-article","created":{"date-parts":[[2021,9,6]],"date-time":"2021-09-06T21:05:23Z","timestamp":1630962323000},"update-policy":"https:\/\/doi.org\/10.1002\/crossmark_policy","source":"Crossref","is-referenced-by-count":7,"title":["Investigation on the Lightning Location and Warning System Using Artificial Intelligence"],"prefix":"10.1155","volume":"2021","author":[{"given":"Tianru","family":"Shi","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Danhui","family":"Hu","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Xiang","family":"Ren","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Zeqi","family":"Huang","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Yaodong","family":"Zhang","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-1582-9877","authenticated-orcid":false,"given":"Jianlan","family":"Yang","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"311","published-online":{"date-parts":[[2021,9,6]]},"reference":[{"key":"e_1_2_10_1_2","unstructured":"CaiL. WangJ. LiQ. andFanY. The Foshan Total Lightning Location System in China and its initial result presented at the 10th Asia-Pacific Conf. Lightning Protection (APL 2017) 2017 Krabi Thailand."},{"key":"e_1_2_10_2_2","doi-asserted-by":"publisher","DOI":"10.3390\/atmos10030149"},{"key":"e_1_2_10_3_2","doi-asserted-by":"publisher","DOI":"10.1029\/2010JD013863"},{"key":"e_1_2_10_4_2","unstructured":"CasperP. W.andBentR. B. Results of the LPATS USA national lightning detection and tracking system for the 1991 lightning season 21st International Conference on Lightning Protection 1992 Berlin 1992."},{"key":"e_1_2_10_5_2","doi-asserted-by":"publisher","DOI":"10.1049\/PBPO058E"},{"volume-title":"IEC 61400-24 Wind Turbines-Part 24: Lightning Protection","year":"2010","author":"IEC technical committee-88","key":"e_1_2_10_6_2"},{"key":"e_1_2_10_7_2","doi-asserted-by":"publisher","DOI":"10.1002\/qj.49711247112"},{"key":"e_1_2_10_8_2","unstructured":"LoP. M. A Simplified Model for Lightning Exposure of Wind Turbines Master\u2032s Thesis 2008 McGill University Montreal."},{"key":"e_1_2_10_9_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.epsr.2014.03.017"},{"key":"e_1_2_10_10_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.elstat.2009.05.002"},{"key":"e_1_2_10_11_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.epsr.2017.12.008"},{"key":"e_1_2_10_12_2","doi-asserted-by":"publisher","DOI":"10.1002\/2016JD026073"},{"key":"e_1_2_10_13_2","first-page":"425","article-title":"Lightning location system and lightning detection network of China power grid (in Chinese)","volume":"34","author":"Chen J.-H.","year":"2008","journal-title":"High Voltage Eng"},{"key":"e_1_2_10_14_2","doi-asserted-by":"publisher","DOI":"10.1029\/2005JD005924"},{"volume-title":"Thunderstorm Climatology and Lightning Location Applications in Northern Europe","year":"2011","author":"M\u00e4kel\u00e4 A.","key":"e_1_2_10_15_2"},{"key":"e_1_2_10_16_2","doi-asserted-by":"publisher","DOI":"10.1029\/2009JD012183"},{"key":"e_1_2_10_17_2","doi-asserted-by":"publisher","DOI":"10.1175\/2008JTECHA1132.1"},{"volume-title":"Detection Efficiency and Site Errors of Lightning Location Systems","year":"1996","author":"Schulz W.","key":"e_1_2_10_18_2"},{"key":"e_1_2_10_19_2","doi-asserted-by":"publisher","DOI":"10.1029\/JD095iD11p18617"},{"key":"e_1_2_10_20_2","unstructured":"SchulzW.andSabaM. M. F. First results of correlated lightning video images and electric field measurements in Austria X International Symposium on Lightning Protection (SIPDA) 2009 Curitiba Brazil."}],"container-title":["Journal of Sensors"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/downloads.hindawi.com\/journals\/js\/2021\/6108223.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/downloads.hindawi.com\/journals\/js\/2021\/6108223.xml","content-type":"application\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/onlinelibrary.wiley.com\/doi\/pdf\/10.1155\/2021\/6108223","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,8,6]],"date-time":"2024-08-06T00:40:15Z","timestamp":1722904815000},"score":1,"resource":{"primary":{"URL":"https:\/\/onlinelibrary.wiley.com\/doi\/10.1155\/2021\/6108223"}},"subtitle":[],"editor":[{"given":"Ruizhen","family":"Yang","sequence":"additional","affiliation":[],"role":[{"role":"editor","vocabulary":"crossref"}]}],"short-title":[],"issued":{"date-parts":[[2021,1]]},"references-count":20,"journal-issue":{"issue":"1","published-print":{"date-parts":[[2021,1]]}},"alternative-id":["10.1155\/2021\/6108223"],"URL":"https:\/\/doi.org\/10.1155\/2021\/6108223","archive":["Portico"],"relation":{},"ISSN":["1687-725X","1687-7268"],"issn-type":[{"type":"print","value":"1687-725X"},{"type":"electronic","value":"1687-7268"}],"subject":[],"published":{"date-parts":[[2021,1]]},"assertion":[{"value":"2021-06-23","order":0,"name":"received","label":"Received","group":{"name":"publication_history","label":"Publication History"}},{"value":"2021-08-09","order":2,"name":"accepted","label":"Accepted","group":{"name":"publication_history","label":"Publication History"}},{"value":"2021-09-06","order":3,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}],"article-number":"6108223"}}