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Then we proposed three rules named mask, shape, and intensity to screening peaks from initial peak candidates generated by maximum search. Besides, a voting strategy is proposed in peak screening to obtain a precise peak search result. Experiments show that the proposed MRN achieves the state-of-the-art performance compared with other semantic segmentation methods and the proposed peak search method performs better than Jade when using f1 score as the evaluation index.<\/jats:p>","DOI":"10.1007\/s40747-024-01396-1","type":"journal-article","created":{"date-parts":[[2024,5,15]],"date-time":"2024-05-15T06:01:40Z","timestamp":1715752900000},"page":"5599-5614","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["Semantic mask-based two-step approach: a general framework for X-ray diffraction peak search in high-throughput molecular sieve synthetic system"],"prefix":"10.1007","volume":"10","author":[{"given":"Zhangpeng","family":"Wei","sequence":"first","affiliation":[]},{"given":"Xin","family":"Peng","sequence":"additional","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0000-0002-2676-6341","authenticated-orcid":false,"given":"Wenli","family":"Du","sequence":"additional","affiliation":[]},{"given":"Feng","family":"Qian","sequence":"additional","affiliation":[]},{"given":"Zhiqing","family":"Yuan","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2024,5,15]]},"reference":[{"key":"1396_CR1","doi-asserted-by":"publisher","first-page":"329","DOI":"10.1007\/BF00769305","volume":"20","author":"IM Dahl","year":"1993","unstructured":"Dahl IM, Kolboe S (1993) On the reaction mechanism for propene formation in the mto reaction over sapo-34. 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