{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,12,31]],"date-time":"2025-12-31T07:23:47Z","timestamp":1767165827415,"version":"build-2238731810"},"reference-count":15,"publisher":"Wiley","license":[{"start":{"date-parts":[[2022,3,23]],"date-time":"2022-03-23T00:00:00Z","timestamp":1647993600000},"content-version":"unspecified","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"DOI":"10.13039\/501100012166","name":"National Basic Research Program of China","doi-asserted-by":"publisher","award":["2020YFC0811004"],"award-info":[{"award-number":["2020YFC0811004"]}],"id":[{"id":"10.13039\/501100012166","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100012166","name":"National Basic Research Program of China","doi-asserted-by":"publisher","award":["107051360021XN090\/001"],"award-info":[{"award-number":["107051360021XN090\/001"]}],"id":[{"id":"10.13039\/501100012166","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100012166","name":"National Basic Research Program of China","doi-asserted-by":"publisher","award":["110052971921\/003"],"award-info":[{"award-number":["110052971921\/003"]}],"id":[{"id":"10.13039\/501100012166","id-type":"DOI","asserted-by":"publisher"}]},{"name":"High Level Talent Scientific Research Start-Up Fund","award":["2020YFC0811004"],"award-info":[{"award-number":["2020YFC0811004"]}]},{"name":"High Level Talent Scientific Research Start-Up Fund","award":["107051360021XN090\/001"],"award-info":[{"award-number":["107051360021XN090\/001"]}]},{"name":"High Level Talent Scientific Research Start-Up Fund","award":["110052971921\/003"],"award-info":[{"award-number":["110052971921\/003"]}]},{"name":"2019 Beijing Basic Scientific Research Business Innovation Team Project","award":["2020YFC0811004"],"award-info":[{"award-number":["2020YFC0811004"]}]},{"name":"2019 Beijing Basic Scientific Research Business Innovation Team Project","award":["107051360021XN090\/001"],"award-info":[{"award-number":["107051360021XN090\/001"]}]},{"name":"2019 Beijing Basic Scientific Research Business Innovation Team Project","award":["110052971921\/003"],"award-info":[{"award-number":["110052971921\/003"]}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Journal of Healthcare Engineering"],"published-print":{"date-parts":[[2022,3,23]]},"abstract":"<jats:p>Pneumothorax is a common injury in disaster rescue, traffic accidents, and war trauma environments and requires early diagnosis and treatment. The commonly used X-ray, CT, and other diagnostic instruments are not suitable for rescue sites due to their large size, heavy weight, and difficulty in transportation. Ultrasound equipment is easy to carry and suitable for rescue environments. However, ultrasound images are noisy, have low resolution, and are difficult to get started, which affects the efficiency of diagnosis. This paper studies the effect of lung ultrasound image recognition and classification based on compressed sensing and BP neural network. We use ultrasound equipment to build a lung simulation model, collect five typical features of lung ultrasound images in M-mode, and build a dataset. Using compressed sensing theory, we design sparse matrix and observation matrix and perform data compression on the image data in the dataset to obtain observation values. We design a BP neural network, input the observations into the network for training, and compare it with the commonly used VGG16 network. The method proposed in this paper has higher recognition accuracy and significantly fewer parameters than VGG16, so it is suitable for use in embedded devices.<\/jats:p>","DOI":"10.1155\/2022\/1414723","type":"journal-article","created":{"date-parts":[[2022,3,23]],"date-time":"2022-03-23T20:20:08Z","timestamp":1648066808000},"page":"1-8","source":"Crossref","is-referenced-by-count":1,"title":["Research on Lung Ultrasound Image Classification Based on Compressed Sensing"],"prefix":"10.1155","volume":"2022","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-3901-0065","authenticated-orcid":true,"given":"Zhengping","family":"Li","sequence":"first","affiliation":[{"name":"North China University of Technology, Beijing 100144, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Zhuoran","family":"Li","sequence":"additional","affiliation":[{"name":"North China University of Technology, Beijing 100144, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Lijun","family":"Wang","sequence":"additional","affiliation":[{"name":"North China University of Technology, Beijing 100144, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Xiaoxue","family":"Li","sequence":"additional","affiliation":[{"name":"Chinese PLA General Hospital, Beijing, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Yuan","family":"Yao","sequence":"additional","affiliation":[{"name":"Emergency Department, 903rd Hospital of PLA Joint Logistic Support Force, Hangzhou, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Yuwen","family":"Hao","sequence":"additional","affiliation":[{"name":"Chinese PLA General Hospital, Beijing, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-2342-0361","authenticated-orcid":true,"given":"Ming","family":"Huang","sequence":"additional","affiliation":[{"name":"North China University of Technology, Beijing 100144, China"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"311","reference":[{"issue":"2","key":"1","article-title":"Lung ultrasound in critically ill patients: a new diagnostic tool","volume":"38","year":"2012","journal-title":"Jornal Brasileiro de Pneumologia"},{"key":"2","doi-asserted-by":"publisher","DOI":"10.3390\/diagnostics11071182"},{"key":"3","doi-asserted-by":"publisher","DOI":"10.1038\/s41598-021-92523-2"},{"key":"4","doi-asserted-by":"publisher","DOI":"10.1186\/s41747-020-00152-7"},{"key":"5","article-title":"Deep learning-enabled system for rapid pneumothorax screening on chest CT","volume":"120","author":"Li Xiang","year":"2019","journal-title":"European Journal of Radiology"},{"key":"6","doi-asserted-by":"publisher","DOI":"10.1007\/s00134-015-4102-9"},{"key":"7","doi-asserted-by":"publisher","DOI":"10.1109\/TIT.2006.871582"},{"key":"8","doi-asserted-by":"publisher","DOI":"10.1109\/msp.2007.4286571"},{"key":"9","doi-asserted-by":"publisher","DOI":"10.1007\/s43926-021-00011-w"},{"key":"10","doi-asserted-by":"publisher","DOI":"10.1155\/2021\/8960465"},{"key":"11","doi-asserted-by":"publisher","DOI":"10.1007\/s00521-020-04956-x"},{"key":"12","doi-asserted-by":"publisher","DOI":"10.1155\/2021\/9980326"},{"key":"13","doi-asserted-by":"publisher","DOI":"10.1007\/s43926-021-00012-9"},{"issue":"03","key":"14","first-page":"105","article-title":"A combination number generation algorithm based on gray code and one-hot mixed coding","volume":"42","author":"S. 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Simonyan","year":"2014","journal-title":"ICLR 2015"}],"updated-by":[{"DOI":"10.1155\/2022\/9840591","type":"retraction","label":"Retraction","source":"retraction-watch","updated":{"date-parts":[[2022,11,25]],"date-time":"2022-11-25T00:00:00Z","timestamp":1669334400000},"record-id":"41321"},{"DOI":"10.1155\/2022\/9840591","type":"retraction","label":"Retraction","source":"publisher","updated":{"date-parts":[[2022,11,25]],"date-time":"2022-11-25T00:00:00Z","timestamp":1669334400000}}],"container-title":["Journal of Healthcare Engineering"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/downloads.hindawi.com\/journals\/jhe\/2022\/1414723.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/downloads.hindawi.com\/journals\/jhe\/2022\/1414723.xml","content-type":"application\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/downloads.hindawi.com\/journals\/jhe\/2022\/1414723.pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,3,23]],"date-time":"2022-03-23T20:20:17Z","timestamp":1648066817000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.hindawi.com\/journals\/jhe\/2022\/1414723\/"}},"subtitle":[],"editor":[{"given":"Deepak Kumar","family":"Jain","sequence":"additional","affiliation":[],"role":[{"role":"editor","vocabulary":"crossref"}]}],"short-title":[],"issued":{"date-parts":[[2022,3,23]]},"references-count":15,"alternative-id":["1414723","1414723"],"URL":"https:\/\/doi.org\/10.1155\/2022\/1414723","relation":{},"ISSN":["2040-2309","2040-2295"],"issn-type":[{"value":"2040-2309","type":"electronic"},{"value":"2040-2295","type":"print"}],"subject":[],"published":{"date-parts":[[2022,3,23]]}}}