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Data-Augmented Deep Learning for Downhole Depth Sensing and Validation.

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Title: Data-Augmented Deep Learning for Downhole Depth Sensing and Validation.
Authors: Xiao SY; Micro-nano Integrated Circuit and System Laboratory, University of Electronic Science and Technology of China, Chengdu 611731, China., Zhao XD; Southwest Branch of China National Petroleum Corporation Logging Co., Ltd., Chongqing 401100, China., Mao TH; Micro-nano Integrated Circuit and System Laboratory, University of Electronic Science and Technology of China, Chengdu 611731, China., Wang YW; Micro-nano Integrated Circuit and System Laboratory, University of Electronic Science and Technology of China, Chengdu 611731, China., Chen YQ; Micro-nano Integrated Circuit and System Laboratory, University of Electronic Science and Technology of China, Chengdu 611731, China., Zhang HY; Southwest Branch of China National Petroleum Corporation Logging Co., Ltd., Chongqing 401100, China., Wang J; Southwest Branch of China National Petroleum Corporation Logging Co., Ltd., Chongqing 401100, China., Wang JJ; Micro-nano Integrated Circuit and System Laboratory, University of Electronic Science and Technology of China, Chengdu 611731, China., Liu S; Micro-nano Integrated Circuit and System Laboratory, University of Electronic Science and Technology of China, Chengdu 611731, China., Chen TP; School of Electrical and Electronic Engineering, Nanyang Technological University, Singapore 639798, Singapore., Liu Y; Micro-nano Integrated Circuit and System Laboratory, University of Electronic Science and Technology of China, Chengdu 611731, China.
Source: Sensors (Basel, Switzerland) [Sensors (Basel)] 2026 Jan 23; Vol. 26 (3). Date of Electronic Publication: 2026 Jan 23.
Publication Type: Journal Article
Journal Info: Publisher: MDPI Country of Publication: Switzerland NLM ID: 101204366 Publication Model: Electronic Cited Medium: Internet ISSN: 1424-8220 (Electronic) Linking ISSN: 14248220 NLM ISO Abbreviation: Sensors (Basel) Subsets: MEDLINE; PubMed not MEDLINE
Database: MEDLINE Ultimate
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  Data: Data-Augmented Deep Learning for Downhole Depth Sensing and Validation.
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  Data: <searchLink fieldCode="AU" term="%22Xiao+SY%22">Xiao SY</searchLink>; Micro-nano Integrated Circuit and System Laboratory, University of Electronic Science and Technology of China, Chengdu 611731, China.<br /><searchLink fieldCode="AU" term="%22Zhao+XD%22">Zhao XD</searchLink>; Southwest Branch of China National Petroleum Corporation Logging Co., Ltd., Chongqing 401100, China.<br /><searchLink fieldCode="AU" term="%22Mao+TH%22">Mao TH</searchLink>; Micro-nano Integrated Circuit and System Laboratory, University of Electronic Science and Technology of China, Chengdu 611731, China.<br /><searchLink fieldCode="AU" term="%22Wang+YW%22">Wang YW</searchLink>; Micro-nano Integrated Circuit and System Laboratory, University of Electronic Science and Technology of China, Chengdu 611731, China.<br /><searchLink fieldCode="AU" term="%22Chen+YQ%22">Chen YQ</searchLink>; Micro-nano Integrated Circuit and System Laboratory, University of Electronic Science and Technology of China, Chengdu 611731, China.<br /><searchLink fieldCode="AU" term="%22Zhang+HY%22">Zhang HY</searchLink>; Southwest Branch of China National Petroleum Corporation Logging Co., Ltd., Chongqing 401100, China.<br /><searchLink fieldCode="AU" term="%22Wang+J%22">Wang J</searchLink>; Southwest Branch of China National Petroleum Corporation Logging Co., Ltd., Chongqing 401100, China.<br /><searchLink fieldCode="AU" term="%22Wang+JJ%22">Wang JJ</searchLink>; Micro-nano Integrated Circuit and System Laboratory, University of Electronic Science and Technology of China, Chengdu 611731, China.<br /><searchLink fieldCode="AU" term="%22Liu+S%22">Liu S</searchLink>; Micro-nano Integrated Circuit and System Laboratory, University of Electronic Science and Technology of China, Chengdu 611731, China.<br /><searchLink fieldCode="AU" term="%22Chen+TP%22">Chen TP</searchLink>; School of Electrical and Electronic Engineering, Nanyang Technological University, Singapore 639798, Singapore.<br /><searchLink fieldCode="AU" term="%22Liu+Y%22">Liu Y</searchLink>; Micro-nano Integrated Circuit and System Laboratory, University of Electronic Science and Technology of China, Chengdu 611731, China.
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  Data: <searchLink fieldCode="JN" term="%22101204366%22">Sensors (Basel, Switzerland)</searchLink> [Sensors (Basel)] 2026 Jan 23; Vol. 26 (3). <i>Date of Electronic Publication: </i>2026 Jan 23.
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22MDPI%22">MDPI </searchLink><i>Country of Publication: </i>Switzerland <i>NLM ID: </i>101204366 <i>Publication Model: </i>Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>1424-8220 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2214248220%22">14248220 </searchLink><i>NLM ISO Abbreviation: </i>Sensors (Basel) <i>Subsets: </i>MEDLINE; PubMed not MEDLINE
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              Text: 2026 Jan 23
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