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The microseismic signals generated by monitoring the rupture of the rock body can effectively predict the rock body disaster, but the current microseismic monitoring technology is not ideal. In order to address the issue of microseismic monitoring in deep wells, this research suggests a machine learning-based model for predicting microseismic phenomena. First, this work presents the random spare, double adaptive weight, and Gaussian\u2013Cauchy fusion strategies as additions to the multi-verse optimizer (MVO) and suggests an enhanced MVO algorithm (RDGMVO). Subsequently, the RDGMVO-Fuzzy K-Nearest Neighbours (RDGMVO-FKNN) microseismic prediction model is presented by combining it with the FKNN classifier. The experimental section compares 12 traditional and recently enhanced algorithms with RDGMVO, demonstrating the latter\u2019s excellent benchmark optimization performance and remarkable improvement effect. Next, the FKNN comparison experiment, the classical classifier experiment, and the microseismic dataset feature selection experiment confirm the precision and stability of the RDGMVO-FKNN model for the microseismic prediction problem. According to the results, the RDGMVO-FKNN model has an accuracy above 89%, indicating that it is a reliable and accurate method for classifying and predicting microseismic occurrences. Code has been available at https:\/\/github.com\/GuaipiXiao\/RDGMVO.<\/jats:p>","DOI":"10.1093\/jcde\/qwae073","type":"journal-article","created":{"date-parts":[[2024,8,8]],"date-time":"2024-08-08T08:38:39Z","timestamp":1723106319000},"page":"1-28","source":"Crossref","is-referenced-by-count":3,"title":["Optimizing microseismic monitoring: a fusion of Gaussian\u2013Cauchy and adaptive weight strategies"],"prefix":"10.1093","volume":"11","author":[{"given":"Wei","family":"Zhu","sequence":"first","affiliation":[{"name":"School of Resources and Safety Engineering, Central South University , Changsha 410083 , China"}]},{"given":"Zhihui","family":"Li","sequence":"additional","affiliation":[{"name":"School of Resources and Safety Engineering, Central South University , Changsha 410083 , China"}]},{"given":"Hang","family":"Su","sequence":"additional","affiliation":[{"name":"Bio-inspired Autonomous Flight Systems Research Group, School of Automation Science and Electrical Engineering, Beihang University , Beijing 100083 , China"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-4698-2965","authenticated-orcid":false,"given":"Lei","family":"Liu","sequence":"additional","affiliation":[{"name":"College of Computer Science, Sichuan University , Chengdu 610065 , China"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-6938-9948","authenticated-orcid":false,"given":"Ali Asghar","family":"Heidari","sequence":"additional","affiliation":[{"name":"School of Surveying and Geospatial Engineering, College of Engineering, University of Tehran , Tehran 1439957131 , Iran"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-7714-9693","authenticated-orcid":false,"given":"Huiling","family":"Chen","sequence":"additional","affiliation":[{"name":"Key Laboratory of Intelligent Informatics for Safety & Emergency of Zhejiang Province, Wenzhou University , Wenzhou 325035 , 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