{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,18]],"date-time":"2026-03-18T09:10:33Z","timestamp":1773825033526,"version":"3.50.1"},"reference-count":29,"publisher":"MDPI AG","issue":"8","license":[{"start":{"date-parts":[[2024,4,21]],"date-time":"2024-04-21T00:00:00Z","timestamp":1713657600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"name":"National Natural Science Foundation of China","award":["62171073"],"award-info":[{"award-number":["62171073"]}]},{"name":"National Natural Science Foundation of China","award":["61971079"],"award-info":[{"award-number":["61971079"]}]},{"name":"National Natural Science Foundation of China","award":["U21A20447"],"award-info":[{"award-number":["U21A20447"]}]},{"name":"National Natural Science Foundation of China","award":["2020YFQ0025"],"award-info":[{"award-number":["2020YFQ0025"]}]},{"name":"National Natural Science Foundation of China","award":["2020YJ0151"],"award-info":[{"award-number":["2020YJ0151"]}]},{"name":"National Natural Science Foundation of China","award":["210022-01SZ"],"award-info":[{"award-number":["210022-01SZ"]}]},{"name":"National Natural Science Foundation of China","award":["200020-01SZ"],"award-info":[{"award-number":["200020-01SZ"]}]},{"name":"National Natural Science Foundation of China","award":["200028-01SZ"],"award-info":[{"award-number":["200028-01SZ"]}]},{"name":"National Natural Science Foundation of China","award":["200027-01SZ"],"award-info":[{"award-number":["200027-01SZ"]}]},{"name":"National Natural Science Foundation of China","award":["CSTB2022NSCQ-MSX1523"],"award-info":[{"award-number":["CSTB2022NSCQ-MSX1523"]}]},{"name":"National Natural Science Foundation of China","award":["cstc2019jcyj-msxmX0275"],"award-info":[{"award-number":["cstc2019jcyj-msxmX0275"]}]},{"name":"National Natural Science Foundation of China","award":["cstc2020jcyj-cxttX0002"],"award-info":[{"award-number":["cstc2020jcyj-cxttX0002"]}]},{"name":"National Natural Science Foundation of China","award":["cstc2019jcyjmsxmX0666"],"award-info":[{"award-number":["cstc2019jcyjmsxmX0666"]}]},{"name":"National Natural Science Foundation of China","award":["cstc2021jscx-gksbx0051"],"award-info":[{"award-number":["cstc2021jscx-gksbx0051"]}]},{"name":"National Natural Science Foundation of China","award":["cstc2021jcyj-bsh0221"],"award-info":[{"award-number":["cstc2021jcyj-bsh0221"]}]},{"name":"National Natural Science Foundation of China","award":["2022MD713702"],"award-info":[{"award-number":["2022MD713702"]}]},{"name":"National Natural Science Foundation of China","award":["CSTB2022TIAD-KPX0062"],"award-info":[{"award-number":["CSTB2022TIAD-KPX0062"]}]},{"name":"National Natural Science Foundation of China","award":["cstc2022jxj120036"],"award-info":[{"award-number":["cstc2022jxj120036"]}]},{"name":"National Natural Science Foundation of China","award":["CSTB2023JXJL-YFX0027"],"award-info":[{"award-number":["CSTB2023JXJL-YFX0027"]}]},{"name":"National Natural Science Foundation of China","award":["KJZD-k202000604"],"award-info":[{"award-number":["KJZD-k202000604"]}]},{"name":"National Natural Science Foundation of China","award":["KJQN202100602"],"award-info":[{"award-number":["KJQN202100602"]}]},{"name":"National Natural Science Foundation of China","award":["KJQN202000604"],"award-info":[{"award-number":["KJQN202000604"]}]},{"name":"National Natural Science Foundation of China","award":["2022MK105"],"award-info":[{"award-number":["2022MK105"]}]},{"name":"National Natural Science Foundation of China","award":["2021ZKZD019"],"award-info":[{"award-number":["2021ZKZD019"]}]},{"name":"National Natural Science Foundation of China","award":["2021XM3010"],"award-info":[{"award-number":["2021XM3010"]}]},{"name":"National Natural Science Foundation of China","award":["2021XM2051"],"award-info":[{"award-number":["2021XM2051"]}]},{"name":"Department of Science and Technology of Sichuan Province","award":["62171073"],"award-info":[{"award-number":["62171073"]}]},{"name":"Department of Science and Technology of Sichuan Province","award":["61971079"],"award-info":[{"award-number":["61971079"]}]},{"name":"Department of Science and Technology of Sichuan Province","award":["U21A20447"],"award-info":[{"award-number":["U21A20447"]}]},{"name":"Department of Science and Technology of Sichuan Province","award":["2020YFQ0025"],"award-info":[{"award-number":["2020YFQ0025"]}]},{"name":"Department of Science and Technology of Sichuan Province","award":["2020YJ0151"],"award-info":[{"award-number":["2020YJ0151"]}]},{"name":"Department of Science and Technology of Sichuan Province","award":["210022-01SZ"],"award-info":[{"award-number":["210022-01SZ"]}]},{"name":"Department of Science and Technology of Sichuan Province","award":["200020-01SZ"],"award-info":[{"award-number":["200020-01SZ"]}]},{"name":"Department of Science and Technology of Sichuan Province","award":["200028-01SZ"],"award-info":[{"award-number":["200028-01SZ"]}]},{"name":"Department of Science and Technology of Sichuan Province","award":["200027-01SZ"],"award-info":[{"award-number":["200027-01SZ"]}]},{"name":"Department of Science and Technology of Sichuan Province","award":["CSTB2022NSCQ-MSX1523"],"award-info":[{"award-number":["CSTB2022NSCQ-MSX1523"]}]},{"name":"Department of Science and Technology of Sichuan Province","award":["cstc2019jcyj-msxmX0275"],"award-info":[{"award-number":["cstc2019jcyj-msxmX0275"]}]},{"name":"Department of Science and Technology of Sichuan Province","award":["cstc2020jcyj-cxttX0002"],"award-info":[{"award-number":["cstc2020jcyj-cxttX0002"]}]},{"name":"Department of Science and Technology of Sichuan Province","award":["cstc2019jcyjmsxmX0666"],"award-info":[{"award-number":["cstc2019jcyjmsxmX0666"]}]},{"name":"Department of Science and Technology of Sichuan Province","award":["cstc2021jscx-gksbx0051"],"award-info":[{"award-number":["cstc2021jscx-gksbx0051"]}]},{"name":"Department of Science and Technology of Sichuan Province","award":["cstc2021jcyj-bsh0221"],"award-info":[{"award-number":["cstc2021jcyj-bsh0221"]}]},{"name":"Department of Science and Technology of Sichuan Province","award":["2022MD713702"],"award-info":[{"award-number":["2022MD713702"]}]},{"name":"Department of Science and Technology of Sichuan Province","award":["CSTB2022TIAD-KPX0062"],"award-info":[{"award-number":["CSTB2022TIAD-KPX0062"]}]},{"name":"Department of Science and Technology of Sichuan Province","award":["cstc2022jxj120036"],"award-info":[{"award-number":["cstc2022jxj120036"]}]},{"name":"Department of Science and Technology of Sichuan Province","award":["CSTB2023JXJL-YFX0027"],"award-info":[{"award-number":["CSTB2023JXJL-YFX0027"]}]},{"name":"Department of Science and Technology of Sichuan Province","award":["KJZD-k202000604"],"award-info":[{"award-number":["KJZD-k202000604"]}]},{"name":"Department of Science and Technology of Sichuan Province","award":["KJQN202100602"],"award-info":[{"award-number":["KJQN202100602"]}]},{"name":"Department of Science and Technology of Sichuan Province","award":["KJQN202000604"],"award-info":[{"award-number":["KJQN202000604"]}]},{"name":"Department of Science and Technology of Sichuan Province","award":["2022MK105"],"award-info":[{"award-number":["2022MK105"]}]},{"name":"Department of Science and Technology of Sichuan Province","award":["2021ZKZD019"],"award-info":[{"award-number":["2021ZKZD019"]}]},{"name":"Department of Science and Technology of Sichuan Province","award":["2021XM3010"],"award-info":[{"award-number":["2021XM3010"]}]},{"name":"Department of Science and Technology of Sichuan Province","award":["2021XM2051"],"award-info":[{"award-number":["2021XM2051"]}]},{"name":"Project of Central Nervous System Drug Key Laboratory of Sichuan Province","award":["62171073"],"award-info":[{"award-number":["62171073"]}]},{"name":"Project of Central Nervous System Drug Key Laboratory of Sichuan Province","award":["61971079"],"award-info":[{"award-number":["61971079"]}]},{"name":"Project of Central Nervous System Drug Key Laboratory of Sichuan Province","award":["U21A20447"],"award-info":[{"award-number":["U21A20447"]}]},{"name":"Project of Central Nervous System Drug Key Laboratory of Sichuan Province","award":["2020YFQ0025"],"award-info":[{"award-number":["2020YFQ0025"]}]},{"name":"Project of Central Nervous System Drug Key Laboratory of Sichuan Province","award":["2020YJ0151"],"award-info":[{"award-number":["2020YJ0151"]}]},{"name":"Project of Central Nervous System Drug Key Laboratory of Sichuan Province","award":["210022-01SZ"],"award-info":[{"award-number":["210022-01SZ"]}]},{"name":"Project of Central Nervous System Drug Key Laboratory of Sichuan Province","award":["200020-01SZ"],"award-info":[{"award-number":["200020-01SZ"]}]},{"name":"Project of Central Nervous System Drug Key Laboratory of Sichuan Province","award":["200028-01SZ"],"award-info":[{"award-number":["200028-01SZ"]}]},{"name":"Project of Central Nervous System Drug Key Laboratory of Sichuan Province","award":["200027-01SZ"],"award-info":[{"award-number":["200027-01SZ"]}]},{"name":"Project of Central Nervous System Drug Key Laboratory of Sichuan Province","award":["CSTB2022NSCQ-MSX1523"],"award-info":[{"award-number":["CSTB2022NSCQ-MSX1523"]}]},{"name":"Project of Central Nervous System Drug Key Laboratory of Sichuan Province","award":["cstc2019jcyj-msxmX0275"],"award-info":[{"award-number":["cstc2019jcyj-msxmX0275"]}]},{"name":"Project of Central Nervous System Drug Key Laboratory of Sichuan Province","award":["cstc2020jcyj-cxttX0002"],"award-info":[{"award-number":["cstc2020jcyj-cxttX0002"]}]},{"name":"Project of Central Nervous System Drug Key Laboratory of Sichuan Province","award":["cstc2019jcyjmsxmX0666"],"award-info":[{"award-number":["cstc2019jcyjmsxmX0666"]}]},{"name":"Project of Central Nervous System Drug Key Laboratory of Sichuan Province","award":["cstc2021jscx-gksbx0051"],"award-info":[{"award-number":["cstc2021jscx-gksbx0051"]}]},{"name":"Project of Central Nervous System Drug Key Laboratory of Sichuan Province","award":["cstc2021jcyj-bsh0221"],"award-info":[{"award-number":["cstc2021jcyj-bsh0221"]}]},{"name":"Project of Central Nervous System Drug Key Laboratory of Sichuan Province","award":["2022MD713702"],"award-info":[{"award-number":["2022MD713702"]}]},{"name":"Project of Central Nervous System Drug Key Laboratory of Sichuan Province","award":["CSTB2022TIAD-KPX0062"],"award-info":[{"award-number":["CSTB2022TIAD-KPX0062"]}]},{"name":"Project of Central Nervous System Drug Key Laboratory of Sichuan Province","award":["cstc2022jxj120036"],"award-info":[{"award-number":["cstc2022jxj120036"]}]},{"name":"Project of Central Nervous System Drug Key Laboratory of Sichuan Province","award":["CSTB2023JXJL-YFX0027"],"award-info":[{"award-number":["CSTB2023JXJL-YFX0027"]}]},{"name":"Project of Central Nervous System Drug Key Laboratory of Sichuan Province","award":["KJZD-k202000604"],"award-info":[{"award-number":["KJZD-k202000604"]}]},{"name":"Project of Central Nervous System Drug Key Laboratory of Sichuan Province","award":["KJQN202100602"],"award-info":[{"award-number":["KJQN202100602"]}]},{"name":"Project of Central Nervous System Drug Key Laboratory of Sichuan Province","award":["KJQN202000604"],"award-info":[{"award-number":["KJQN202000604"]}]},{"name":"Project of Central Nervous System Drug Key Laboratory of Sichuan Province","award":["2022MK105"],"award-info":[{"award-number":["2022MK105"]}]},{"name":"Project of Central Nervous System Drug Key Laboratory of Sichuan Province","award":["2021ZKZD019"],"award-info":[{"award-number":["2021ZKZD019"]}]},{"name":"Project of Central Nervous System Drug Key Laboratory of Sichuan Province","award":["2021XM3010"],"award-info":[{"award-number":["2021XM3010"]}]},{"name":"Project of Central Nervous System Drug Key Laboratory of Sichuan Province","award":["2021XM2051"],"award-info":[{"award-number":["2021XM2051"]}]},{"name":"Nature Science Foundation of Chongqing","award":["62171073"],"award-info":[{"award-number":["62171073"]}]},{"name":"Nature Science Foundation of Chongqing","award":["61971079"],"award-info":[{"award-number":["61971079"]}]},{"name":"Nature Science Foundation of Chongqing","award":["U21A20447"],"award-info":[{"award-number":["U21A20447"]}]},{"name":"Nature Science Foundation of Chongqing","award":["2020YFQ0025"],"award-info":[{"award-number":["2020YFQ0025"]}]},{"name":"Nature Science Foundation of Chongqing","award":["2020YJ0151"],"award-info":[{"award-number":["2020YJ0151"]}]},{"name":"Nature Science Foundation of Chongqing","award":["210022-01SZ"],"award-info":[{"award-number":["210022-01SZ"]}]},{"name":"Nature Science Foundation of Chongqing","award":["200020-01SZ"],"award-info":[{"award-number":["200020-01SZ"]}]},{"name":"Nature Science Foundation of Chongqing","award":["200028-01SZ"],"award-info":[{"award-number":["200028-01SZ"]}]},{"name":"Nature Science Foundation of Chongqing","award":["200027-01SZ"],"award-info":[{"award-number":["200027-01SZ"]}]},{"name":"Nature Science Foundation of Chongqing","award":["CSTB2022NSCQ-MSX1523"],"award-info":[{"award-number":["CSTB2022NSCQ-MSX1523"]}]},{"name":"Nature Science Foundation of Chongqing","award":["cstc2019jcyj-msxmX0275"],"award-info":[{"award-number":["cstc2019jcyj-msxmX0275"]}]},{"name":"Nature Science Foundation of Chongqing","award":["cstc2020jcyj-cxttX0002"],"award-info":[{"award-number":["cstc2020jcyj-cxttX0002"]}]},{"name":"Nature Science Foundation of Chongqing","award":["cstc2019jcyjmsxmX0666"],"award-info":[{"award-number":["cstc2019jcyjmsxmX0666"]}]},{"name":"Nature Science Foundation of Chongqing","award":["cstc2021jscx-gksbx0051"],"award-info":[{"award-number":["cstc2021jscx-gksbx0051"]}]},{"name":"Nature Science Foundation of Chongqing","award":["cstc2021jcyj-bsh0221"],"award-info":[{"award-number":["cstc2021jcyj-bsh0221"]}]},{"name":"Nature Science Foundation of Chongqing","award":["2022MD713702"],"award-info":[{"award-number":["2022MD713702"]}]},{"name":"Nature Science Foundation of Chongqing","award":["CSTB2022TIAD-KPX0062"],"award-info":[{"award-number":["CSTB2022TIAD-KPX0062"]}]},{"name":"Nature Science Foundation of Chongqing","award":["cstc2022jxj120036"],"award-info":[{"award-number":["cstc2022jxj120036"]}]},{"name":"Nature Science Foundation of Chongqing","award":["CSTB2023JXJL-YFX0027"],"award-info":[{"award-number":["CSTB2023JXJL-YFX0027"]}]},{"name":"Nature Science Foundation of Chongqing","award":["KJZD-k202000604"],"award-info":[{"award-number":["KJZD-k202000604"]}]},{"name":"Nature Science Foundation of Chongqing","award":["KJQN202100602"],"award-info":[{"award-number":["KJQN202100602"]}]},{"name":"Nature Science Foundation of Chongqing","award":["KJQN202000604"],"award-info":[{"award-number":["KJQN202000604"]}]},{"name":"Nature Science Foundation of Chongqing","award":["2022MK105"],"award-info":[{"award-number":["2022MK105"]}]},{"name":"Nature Science Foundation of Chongqing","award":["2021ZKZD019"],"award-info":[{"award-number":["2021ZKZD019"]}]},{"name":"Nature Science Foundation of Chongqing","award":["2021XM3010"],"award-info":[{"award-number":["2021XM3010"]}]},{"name":"Nature Science Foundation of Chongqing","award":["2021XM2051"],"award-info":[{"award-number":["2021XM2051"]}]},{"DOI":"10.13039\/501100002858","name":"China Postdoctoral Science Foundation","doi-asserted-by":"publisher","award":["62171073"],"award-info":[{"award-number":["62171073"]}],"id":[{"id":"10.13039\/501100002858","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100002858","name":"China Postdoctoral Science Foundation","doi-asserted-by":"publisher","award":["61971079"],"award-info":[{"award-number":["61971079"]}],"id":[{"id":"10.13039\/501100002858","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100002858","name":"China Postdoctoral Science Foundation","doi-asserted-by":"publisher","award":["U21A20447"],"award-info":[{"award-number":["U21A20447"]}],"id":[{"id":"10.13039\/501100002858","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100002858","name":"China Postdoctoral Science Foundation","doi-asserted-by":"publisher","award":["2020YFQ0025"],"award-info":[{"award-number":["2020YFQ0025"]}],"id":[{"id":"10.13039\/501100002858","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100002858","name":"China Postdoctoral Science Foundation","doi-asserted-by":"publisher","award":["2020YJ0151"],"award-info":[{"award-number":["2020YJ0151"]}],"id":[{"id":"10.13039\/501100002858","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100002858","name":"China Postdoctoral Science Foundation","doi-asserted-by":"publisher","award":["210022-01SZ"],"award-info":[{"award-number":["210022-01SZ"]}],"id":[{"id":"10.13039\/501100002858","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100002858","name":"China Postdoctoral Science Foundation","doi-asserted-by":"publisher","award":["200020-01SZ"],"award-info":[{"award-number":["200020-01SZ"]}],"id":[{"id":"10.13039\/501100002858","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100002858","name":"China Postdoctoral Science Foundation","doi-asserted-by":"publisher","award":["200028-01SZ"],"award-info":[{"award-number":["200028-01SZ"]}],"id":[{"id":"10.13039\/501100002858","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100002858","name":"China Postdoctoral Science Foundation","doi-asserted-by":"publisher","award":["200027-01SZ"],"award-info":[{"award-number":["200027-01SZ"]}],"id":[{"id":"10.13039\/501100002858","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100002858","name":"China Postdoctoral Science Foundation","doi-asserted-by":"publisher","award":["CSTB2022NSCQ-MSX1523"],"award-info":[{"award-number":["CSTB2022NSCQ-MSX1523"]}],"id":[{"id":"10.13039\/501100002858","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100002858","name":"China Postdoctoral Science Foundation","doi-asserted-by":"publisher","award":["cstc2019jcyj-msxmX0275"],"award-info":[{"award-number":["cstc2019jcyj-msxmX0275"]}],"id":[{"id":"10.13039\/501100002858","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100002858","name":"China Postdoctoral Science Foundation","doi-asserted-by":"publisher","award":["cstc2020jcyj-cxttX0002"],"award-info":[{"award-number":["cstc2020jcyj-cxttX0002"]}],"id":[{"id":"10.13039\/501100002858","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100002858","name":"China Postdoctoral Science Foundation","doi-asserted-by":"publisher","award":["cstc2019jcyjmsxmX0666"],"award-info":[{"award-number":["cstc2019jcyjmsxmX0666"]}],"id":[{"id":"10.13039\/501100002858","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100002858","name":"China Postdoctoral Science Foundation","doi-asserted-by":"publisher","award":["cstc2021jscx-gksbx0051"],"award-info":[{"award-number":["cstc2021jscx-gksbx0051"]}],"id":[{"id":"10.13039\/501100002858","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100002858","name":"China Postdoctoral Science Foundation","doi-asserted-by":"publisher","award":["cstc2021jcyj-bsh0221"],"award-info":[{"award-number":["cstc2021jcyj-bsh0221"]}],"id":[{"id":"10.13039\/501100002858","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100002858","name":"China Postdoctoral Science Foundation","doi-asserted-by":"publisher","award":["2022MD713702"],"award-info":[{"award-number":["2022MD713702"]}],"id":[{"id":"10.13039\/501100002858","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100002858","name":"China Postdoctoral Science Foundation","doi-asserted-by":"publisher","award":["CSTB2022TIAD-KPX0062"],"award-info":[{"award-number":["CSTB2022TIAD-KPX0062"]}],"id":[{"id":"10.13039\/501100002858","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100002858","name":"China Postdoctoral Science Foundation","doi-asserted-by":"publisher","award":["cstc2022jxj120036"],"award-info":[{"award-number":["cstc2022jxj120036"]}],"id":[{"id":"10.13039\/501100002858","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100002858","name":"China Postdoctoral Science Foundation","doi-asserted-by":"publisher","award":["CSTB2023JXJL-YFX0027"],"award-info":[{"award-number":["CSTB2023JXJL-YFX0027"]}],"id":[{"id":"10.13039\/501100002858","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100002858","name":"China Postdoctoral Science Foundation","doi-asserted-by":"publisher","award":["KJZD-k202000604"],"award-info":[{"award-number":["KJZD-k202000604"]}],"id":[{"id":"10.13039\/501100002858","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100002858","name":"China Postdoctoral Science Foundation","doi-asserted-by":"publisher","award":["KJQN202100602"],"award-info":[{"award-number":["KJQN202100602"]}],"id":[{"id":"10.13039\/501100002858","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100002858","name":"China Postdoctoral Science Foundation","doi-asserted-by":"publisher","award":["KJQN202000604"],"award-info":[{"award-number":["KJQN202000604"]}],"id":[{"id":"10.13039\/501100002858","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100002858","name":"China Postdoctoral Science Foundation","doi-asserted-by":"publisher","award":["2022MK105"],"award-info":[{"award-number":["2022MK105"]}],"id":[{"id":"10.13039\/501100002858","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100002858","name":"China Postdoctoral Science Foundation","doi-asserted-by":"publisher","award":["2021ZKZD019"],"award-info":[{"award-number":["2021ZKZD019"]}],"id":[{"id":"10.13039\/501100002858","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100002858","name":"China Postdoctoral Science Foundation","doi-asserted-by":"publisher","award":["2021XM3010"],"award-info":[{"award-number":["2021XM3010"]}],"id":[{"id":"10.13039\/501100002858","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100002858","name":"China Postdoctoral Science Foundation","doi-asserted-by":"publisher","award":["2021XM2051"],"award-info":[{"award-number":["2021XM2051"]}],"id":[{"id":"10.13039\/501100002858","id-type":"DOI","asserted-by":"publisher"}]},{"name":"Chongqing Technical Innovation and Application Development Special Project","award":["62171073"],"award-info":[{"award-number":["62171073"]}]},{"name":"Chongqing Technical Innovation and Application Development Special Project","award":["61971079"],"award-info":[{"award-number":["61971079"]}]},{"name":"Chongqing Technical Innovation and Application Development Special Project","award":["U21A20447"],"award-info":[{"award-number":["U21A20447"]}]},{"name":"Chongqing Technical Innovation and Application Development Special Project","award":["2020YFQ0025"],"award-info":[{"award-number":["2020YFQ0025"]}]},{"name":"Chongqing Technical Innovation and Application Development Special Project","award":["2020YJ0151"],"award-info":[{"award-number":["2020YJ0151"]}]},{"name":"Chongqing Technical Innovation and Application Development Special Project","award":["210022-01SZ"],"award-info":[{"award-number":["210022-01SZ"]}]},{"name":"Chongqing Technical Innovation and Application Development Special Project","award":["200020-01SZ"],"award-info":[{"award-number":["200020-01SZ"]}]},{"name":"Chongqing Technical Innovation and Application Development Special Project","award":["200028-01SZ"],"award-info":[{"award-number":["200028-01SZ"]}]},{"name":"Chongqing Technical Innovation and Application Development Special Project","award":["200027-01SZ"],"award-info":[{"award-number":["200027-01SZ"]}]},{"name":"Chongqing Technical Innovation and Application Development Special Project","award":["CSTB2022NSCQ-MSX1523"],"award-info":[{"award-number":["CSTB2022NSCQ-MSX1523"]}]},{"name":"Chongqing Technical Innovation and Application Development Special Project","award":["cstc2019jcyj-msxmX0275"],"award-info":[{"award-number":["cstc2019jcyj-msxmX0275"]}]},{"name":"Chongqing Technical Innovation and Application Development Special Project","award":["cstc2020jcyj-cxttX0002"],"award-info":[{"award-number":["cstc2020jcyj-cxttX0002"]}]},{"name":"Chongqing Technical Innovation and Application Development Special Project","award":["cstc2019jcyjmsxmX0666"],"award-info":[{"award-number":["cstc2019jcyjmsxmX0666"]}]},{"name":"Chongqing Technical Innovation and Application Development Special Project","award":["cstc2021jscx-gksbx0051"],"award-info":[{"award-number":["cstc2021jscx-gksbx0051"]}]},{"name":"Chongqing Technical Innovation and Application Development Special Project","award":["cstc2021jcyj-bsh0221"],"award-info":[{"award-number":["cstc2021jcyj-bsh0221"]}]},{"name":"Chongqing Technical Innovation and Application Development Special Project","award":["2022MD713702"],"award-info":[{"award-number":["2022MD713702"]}]},{"name":"Chongqing Technical Innovation and Application Development Special Project","award":["CSTB2022TIAD-KPX0062"],"award-info":[{"award-number":["CSTB2022TIAD-KPX0062"]}]},{"name":"Chongqing Technical Innovation and Application Development Special Project","award":["cstc2022jxj120036"],"award-info":[{"award-number":["cstc2022jxj120036"]}]},{"name":"Chongqing Technical Innovation and Application Development Special Project","award":["CSTB2023JXJL-YFX0027"],"award-info":[{"award-number":["CSTB2023JXJL-YFX0027"]}]},{"name":"Chongqing Technical Innovation and Application Development Special Project","award":["KJZD-k202000604"],"award-info":[{"award-number":["KJZD-k202000604"]}]},{"name":"Chongqing Technical Innovation and Application Development Special Project","award":["KJQN202100602"],"award-info":[{"award-number":["KJQN202100602"]}]},{"name":"Chongqing Technical Innovation and Application Development Special Project","award":["KJQN202000604"],"award-info":[{"award-number":["KJQN202000604"]}]},{"name":"Chongqing Technical Innovation and Application Development Special Project","award":["2022MK105"],"award-info":[{"award-number":["2022MK105"]}]},{"name":"Chongqing Technical Innovation and Application Development Special Project","award":["2021ZKZD019"],"award-info":[{"award-number":["2021ZKZD019"]}]},{"name":"Chongqing Technical Innovation and Application Development Special Project","award":["2021XM3010"],"award-info":[{"award-number":["2021XM3010"]}]},{"name":"Chongqing Technical Innovation and Application Development Special Project","award":["2021XM2051"],"award-info":[{"award-number":["2021XM2051"]}]},{"name":"Chongqing Scientific Institution Incentive Performance Guiding Special Projects","award":["62171073"],"award-info":[{"award-number":["62171073"]}]},{"name":"Chongqing Scientific Institution Incentive Performance Guiding Special Projects","award":["61971079"],"award-info":[{"award-number":["61971079"]}]},{"name":"Chongqing Scientific Institution Incentive Performance Guiding Special Projects","award":["U21A20447"],"award-info":[{"award-number":["U21A20447"]}]},{"name":"Chongqing Scientific Institution Incentive Performance Guiding Special Projects","award":["2020YFQ0025"],"award-info":[{"award-number":["2020YFQ0025"]}]},{"name":"Chongqing Scientific Institution Incentive Performance Guiding Special Projects","award":["2020YJ0151"],"award-info":[{"award-number":["2020YJ0151"]}]},{"name":"Chongqing Scientific Institution Incentive Performance Guiding Special Projects","award":["210022-01SZ"],"award-info":[{"award-number":["210022-01SZ"]}]},{"name":"Chongqing Scientific Institution Incentive Performance Guiding Special Projects","award":["200020-01SZ"],"award-info":[{"award-number":["200020-01SZ"]}]},{"name":"Chongqing Scientific Institution Incentive Performance Guiding Special Projects","award":["200028-01SZ"],"award-info":[{"award-number":["200028-01SZ"]}]},{"name":"Chongqing Scientific Institution Incentive Performance Guiding Special Projects","award":["200027-01SZ"],"award-info":[{"award-number":["200027-01SZ"]}]},{"name":"Chongqing Scientific Institution Incentive Performance Guiding Special Projects","award":["CSTB2022NSCQ-MSX1523"],"award-info":[{"award-number":["CSTB2022NSCQ-MSX1523"]}]},{"name":"Chongqing Scientific Institution Incentive Performance Guiding Special Projects","award":["cstc2019jcyj-msxmX0275"],"award-info":[{"award-number":["cstc2019jcyj-msxmX0275"]}]},{"name":"Chongqing Scientific Institution Incentive Performance Guiding Special Projects","award":["cstc2020jcyj-cxttX0002"],"award-info":[{"award-number":["cstc2020jcyj-cxttX0002"]}]},{"name":"Chongqing Scientific Institution Incentive Performance Guiding Special Projects","award":["cstc2019jcyjmsxmX0666"],"award-info":[{"award-number":["cstc2019jcyjmsxmX0666"]}]},{"name":"Chongqing Scientific Institution Incentive Performance Guiding Special Projects","award":["cstc2021jscx-gksbx0051"],"award-info":[{"award-number":["cstc2021jscx-gksbx0051"]}]},{"name":"Chongqing Scientific Institution Incentive Performance Guiding Special Projects","award":["cstc2021jcyj-bsh0221"],"award-info":[{"award-number":["cstc2021jcyj-bsh0221"]}]},{"name":"Chongqing Scientific Institution Incentive Performance Guiding Special Projects","award":["2022MD713702"],"award-info":[{"award-number":["2022MD713702"]}]},{"name":"Chongqing Scientific Institution Incentive Performance Guiding Special Projects","award":["CSTB2022TIAD-KPX0062"],"award-info":[{"award-number":["CSTB2022TIAD-KPX0062"]}]},{"name":"Chongqing Scientific Institution Incentive Performance Guiding Special Projects","award":["cstc2022jxj120036"],"award-info":[{"award-number":["cstc2022jxj120036"]}]},{"name":"Chongqing Scientific Institution Incentive Performance Guiding Special Projects","award":["CSTB2023JXJL-YFX0027"],"award-info":[{"award-number":["CSTB2023JXJL-YFX0027"]}]},{"name":"Chongqing Scientific Institution Incentive Performance Guiding Special Projects","award":["KJZD-k202000604"],"award-info":[{"award-number":["KJZD-k202000604"]}]},{"name":"Chongqing Scientific Institution Incentive Performance Guiding Special Projects","award":["KJQN202100602"],"award-info":[{"award-number":["KJQN202100602"]}]},{"name":"Chongqing Scientific Institution Incentive Performance Guiding Special Projects","award":["KJQN202000604"],"award-info":[{"award-number":["KJQN202000604"]}]},{"name":"Chongqing Scientific Institution Incentive Performance Guiding Special Projects","award":["2022MK105"],"award-info":[{"award-number":["2022MK105"]}]},{"name":"Chongqing Scientific Institution Incentive Performance Guiding Special Projects","award":["2021ZKZD019"],"award-info":[{"award-number":["2021ZKZD019"]}]},{"name":"Chongqing Scientific Institution Incentive Performance Guiding Special Projects","award":["2021XM3010"],"award-info":[{"award-number":["2021XM3010"]}]},{"name":"Chongqing Scientific Institution Incentive Performance Guiding Special Projects","award":["2021XM2051"],"award-info":[{"award-number":["2021XM2051"]}]},{"name":"Science and Technology Research Project of Chongqing Education Commission","award":["62171073"],"award-info":[{"award-number":["62171073"]}]},{"name":"Science and Technology Research Project of Chongqing Education Commission","award":["61971079"],"award-info":[{"award-number":["61971079"]}]},{"name":"Science and Technology Research Project of Chongqing Education Commission","award":["U21A20447"],"award-info":[{"award-number":["U21A20447"]}]},{"name":"Science and Technology Research Project of Chongqing Education Commission","award":["2020YFQ0025"],"award-info":[{"award-number":["2020YFQ0025"]}]},{"name":"Science and Technology Research Project of Chongqing Education Commission","award":["2020YJ0151"],"award-info":[{"award-number":["2020YJ0151"]}]},{"name":"Science and Technology Research Project of Chongqing Education Commission","award":["210022-01SZ"],"award-info":[{"award-number":["210022-01SZ"]}]},{"name":"Science and Technology Research Project of Chongqing Education Commission","award":["200020-01SZ"],"award-info":[{"award-number":["200020-01SZ"]}]},{"name":"Science and Technology Research Project of Chongqing Education Commission","award":["200028-01SZ"],"award-info":[{"award-number":["200028-01SZ"]}]},{"name":"Science and Technology Research Project of Chongqing Education Commission","award":["200027-01SZ"],"award-info":[{"award-number":["200027-01SZ"]}]},{"name":"Science and Technology Research Project of Chongqing Education Commission","award":["CSTB2022NSCQ-MSX1523"],"award-info":[{"award-number":["CSTB2022NSCQ-MSX1523"]}]},{"name":"Science and Technology Research Project of Chongqing Education Commission","award":["cstc2019jcyj-msxmX0275"],"award-info":[{"award-number":["cstc2019jcyj-msxmX0275"]}]},{"name":"Science and Technology Research Project of Chongqing Education Commission","award":["cstc2020jcyj-cxttX0002"],"award-info":[{"award-number":["cstc2020jcyj-cxttX0002"]}]},{"name":"Science and Technology Research Project of Chongqing Education Commission","award":["cstc2019jcyjmsxmX0666"],"award-info":[{"award-number":["cstc2019jcyjmsxmX0666"]}]},{"name":"Science and Technology Research Project of Chongqing Education Commission","award":["cstc2021jscx-gksbx0051"],"award-info":[{"award-number":["cstc2021jscx-gksbx0051"]}]},{"name":"Science and Technology Research Project of Chongqing Education Commission","award":["cstc2021jcyj-bsh0221"],"award-info":[{"award-number":["cstc2021jcyj-bsh0221"]}]},{"name":"Science and Technology Research Project of Chongqing Education Commission","award":["2022MD713702"],"award-info":[{"award-number":["2022MD713702"]}]},{"name":"Science and Technology Research Project of Chongqing Education Commission","award":["CSTB2022TIAD-KPX0062"],"award-info":[{"award-number":["CSTB2022TIAD-KPX0062"]}]},{"name":"Science and Technology Research Project of Chongqing Education Commission","award":["cstc2022jxj120036"],"award-info":[{"award-number":["cstc2022jxj120036"]}]},{"name":"Science and Technology Research Project of Chongqing Education Commission","award":["CSTB2023JXJL-YFX0027"],"award-info":[{"award-number":["CSTB2023JXJL-YFX0027"]}]},{"name":"Science and Technology Research Project of Chongqing Education Commission","award":["KJZD-k202000604"],"award-info":[{"award-number":["KJZD-k202000604"]}]},{"name":"Science and Technology Research Project of Chongqing Education Commission","award":["KJQN202100602"],"award-info":[{"award-number":["KJQN202100602"]}]},{"name":"Science and Technology Research Project of Chongqing Education Commission","award":["KJQN202000604"],"award-info":[{"award-number":["KJQN202000604"]}]},{"name":"Science and Technology Research Project of Chongqing Education Commission","award":["2022MK105"],"award-info":[{"award-number":["2022MK105"]}]},{"name":"Science and Technology Research Project of Chongqing Education Commission","award":["2021ZKZD019"],"award-info":[{"award-number":["2021ZKZD019"]}]},{"name":"Science and Technology Research Project of Chongqing Education Commission","award":["2021XM3010"],"award-info":[{"award-number":["2021XM3010"]}]},{"name":"Science and Technology Research Project of Chongqing Education Commission","award":["2021XM2051"],"award-info":[{"award-number":["2021XM2051"]}]},{"name":"SAMR Science and Technology Program","award":["62171073"],"award-info":[{"award-number":["62171073"]}]},{"name":"SAMR Science and Technology Program","award":["61971079"],"award-info":[{"award-number":["61971079"]}]},{"name":"SAMR Science and Technology Program","award":["U21A20447"],"award-info":[{"award-number":["U21A20447"]}]},{"name":"SAMR Science and Technology Program","award":["2020YFQ0025"],"award-info":[{"award-number":["2020YFQ0025"]}]},{"name":"SAMR Science and Technology Program","award":["2020YJ0151"],"award-info":[{"award-number":["2020YJ0151"]}]},{"name":"SAMR Science and Technology Program","award":["210022-01SZ"],"award-info":[{"award-number":["210022-01SZ"]}]},{"name":"SAMR Science and Technology Program","award":["200020-01SZ"],"award-info":[{"award-number":["200020-01SZ"]}]},{"name":"SAMR Science and Technology Program","award":["200028-01SZ"],"award-info":[{"award-number":["200028-01SZ"]}]},{"name":"SAMR Science and Technology Program","award":["200027-01SZ"],"award-info":[{"award-number":["200027-01SZ"]}]},{"name":"SAMR Science and Technology Program","award":["CSTB2022NSCQ-MSX1523"],"award-info":[{"award-number":["CSTB2022NSCQ-MSX1523"]}]},{"name":"SAMR Science and Technology Program","award":["cstc2019jcyj-msxmX0275"],"award-info":[{"award-number":["cstc2019jcyj-msxmX0275"]}]},{"name":"SAMR Science and Technology Program","award":["cstc2020jcyj-cxttX0002"],"award-info":[{"award-number":["cstc2020jcyj-cxttX0002"]}]},{"name":"SAMR Science and Technology Program","award":["cstc2019jcyjmsxmX0666"],"award-info":[{"award-number":["cstc2019jcyjmsxmX0666"]}]},{"name":"SAMR Science and Technology Program","award":["cstc2021jscx-gksbx0051"],"award-info":[{"award-number":["cstc2021jscx-gksbx0051"]}]},{"name":"SAMR Science and Technology Program","award":["cstc2021jcyj-bsh0221"],"award-info":[{"award-number":["cstc2021jcyj-bsh0221"]}]},{"name":"SAMR Science and Technology Program","award":["2022MD713702"],"award-info":[{"award-number":["2022MD713702"]}]},{"name":"SAMR Science and Technology Program","award":["CSTB2022TIAD-KPX0062"],"award-info":[{"award-number":["CSTB2022TIAD-KPX0062"]}]},{"name":"SAMR Science and Technology Program","award":["cstc2022jxj120036"],"award-info":[{"award-number":["cstc2022jxj120036"]}]},{"name":"SAMR Science and Technology Program","award":["CSTB2023JXJL-YFX0027"],"award-info":[{"award-number":["CSTB2023JXJL-YFX0027"]}]},{"name":"SAMR Science and Technology Program","award":["KJZD-k202000604"],"award-info":[{"award-number":["KJZD-k202000604"]}]},{"name":"SAMR Science and Technology Program","award":["KJQN202100602"],"award-info":[{"award-number":["KJQN202100602"]}]},{"name":"SAMR Science and Technology Program","award":["KJQN202000604"],"award-info":[{"award-number":["KJQN202000604"]}]},{"name":"SAMR Science and Technology Program","award":["2022MK105"],"award-info":[{"award-number":["2022MK105"]}]},{"name":"SAMR Science and Technology Program","award":["2021ZKZD019"],"award-info":[{"award-number":["2021ZKZD019"]}]},{"name":"SAMR Science and Technology Program","award":["2021XM3010"],"award-info":[{"award-number":["2021XM3010"]}]},{"name":"SAMR Science and Technology Program","award":["2021XM2051"],"award-info":[{"award-number":["2021XM2051"]}]},{"name":"Key Research Project of Southwest Medical University","award":["62171073"],"award-info":[{"award-number":["62171073"]}]},{"name":"Key Research Project of Southwest Medical University","award":["61971079"],"award-info":[{"award-number":["61971079"]}]},{"name":"Key Research Project of Southwest Medical University","award":["U21A20447"],"award-info":[{"award-number":["U21A20447"]}]},{"name":"Key Research Project of Southwest Medical University","award":["2020YFQ0025"],"award-info":[{"award-number":["2020YFQ0025"]}]},{"name":"Key Research Project of Southwest Medical University","award":["2020YJ0151"],"award-info":[{"award-number":["2020YJ0151"]}]},{"name":"Key Research Project of Southwest Medical University","award":["210022-01SZ"],"award-info":[{"award-number":["210022-01SZ"]}]},{"name":"Key Research Project of Southwest Medical University","award":["200020-01SZ"],"award-info":[{"award-number":["200020-01SZ"]}]},{"name":"Key Research Project of Southwest Medical University","award":["200028-01SZ"],"award-info":[{"award-number":["200028-01SZ"]}]},{"name":"Key Research Project of Southwest Medical University","award":["200027-01SZ"],"award-info":[{"award-number":["200027-01SZ"]}]},{"name":"Key Research Project of Southwest Medical University","award":["CSTB2022NSCQ-MSX1523"],"award-info":[{"award-number":["CSTB2022NSCQ-MSX1523"]}]},{"name":"Key Research Project of Southwest Medical University","award":["cstc2019jcyj-msxmX0275"],"award-info":[{"award-number":["cstc2019jcyj-msxmX0275"]}]},{"name":"Key Research Project of Southwest Medical University","award":["cstc2020jcyj-cxttX0002"],"award-info":[{"award-number":["cstc2020jcyj-cxttX0002"]}]},{"name":"Key Research Project of Southwest Medical University","award":["cstc2019jcyjmsxmX0666"],"award-info":[{"award-number":["cstc2019jcyjmsxmX0666"]}]},{"name":"Key Research Project of Southwest Medical University","award":["cstc2021jscx-gksbx0051"],"award-info":[{"award-number":["cstc2021jscx-gksbx0051"]}]},{"name":"Key Research Project of Southwest Medical University","award":["cstc2021jcyj-bsh0221"],"award-info":[{"award-number":["cstc2021jcyj-bsh0221"]}]},{"name":"Key Research Project of Southwest Medical University","award":["2022MD713702"],"award-info":[{"award-number":["2022MD713702"]}]},{"name":"Key Research Project of Southwest Medical University","award":["CSTB2022TIAD-KPX0062"],"award-info":[{"award-number":["CSTB2022TIAD-KPX0062"]}]},{"name":"Key Research Project of Southwest Medical University","award":["cstc2022jxj120036"],"award-info":[{"award-number":["cstc2022jxj120036"]}]},{"name":"Key Research Project of Southwest Medical University","award":["CSTB2023JXJL-YFX0027"],"award-info":[{"award-number":["CSTB2023JXJL-YFX0027"]}]},{"name":"Key Research Project of Southwest Medical University","award":["KJZD-k202000604"],"award-info":[{"award-number":["KJZD-k202000604"]}]},{"name":"Key Research Project of Southwest Medical University","award":["KJQN202100602"],"award-info":[{"award-number":["KJQN202100602"]}]},{"name":"Key Research Project of Southwest Medical University","award":["KJQN202000604"],"award-info":[{"award-number":["KJQN202000604"]}]},{"name":"Key Research Project of Southwest Medical University","award":["2022MK105"],"award-info":[{"award-number":["2022MK105"]}]},{"name":"Key Research Project of Southwest Medical University","award":["2021ZKZD019"],"award-info":[{"award-number":["2021ZKZD019"]}]},{"name":"Key Research Project of Southwest Medical University","award":["2021XM3010"],"award-info":[{"award-number":["2021XM3010"]}]},{"name":"Key Research Project of Southwest Medical University","award":["2021XM2051"],"award-info":[{"award-number":["2021XM2051"]}]},{"name":"Special support for Chongqing Postdoctoral Research Project","award":["62171073"],"award-info":[{"award-number":["62171073"]}]},{"name":"Special support for Chongqing Postdoctoral Research Project","award":["61971079"],"award-info":[{"award-number":["61971079"]}]},{"name":"Special support for Chongqing Postdoctoral Research Project","award":["U21A20447"],"award-info":[{"award-number":["U21A20447"]}]},{"name":"Special support for Chongqing Postdoctoral Research Project","award":["2020YFQ0025"],"award-info":[{"award-number":["2020YFQ0025"]}]},{"name":"Special support for Chongqing Postdoctoral Research Project","award":["2020YJ0151"],"award-info":[{"award-number":["2020YJ0151"]}]},{"name":"Special support for Chongqing Postdoctoral Research Project","award":["210022-01SZ"],"award-info":[{"award-number":["210022-01SZ"]}]},{"name":"Special support for Chongqing Postdoctoral Research Project","award":["200020-01SZ"],"award-info":[{"award-number":["200020-01SZ"]}]},{"name":"Special support for Chongqing Postdoctoral Research Project","award":["200028-01SZ"],"award-info":[{"award-number":["200028-01SZ"]}]},{"name":"Special support for Chongqing Postdoctoral Research Project","award":["200027-01SZ"],"award-info":[{"award-number":["200027-01SZ"]}]},{"name":"Special support for Chongqing Postdoctoral Research Project","award":["CSTB2022NSCQ-MSX1523"],"award-info":[{"award-number":["CSTB2022NSCQ-MSX1523"]}]},{"name":"Special support for Chongqing Postdoctoral Research Project","award":["cstc2019jcyj-msxmX0275"],"award-info":[{"award-number":["cstc2019jcyj-msxmX0275"]}]},{"name":"Special support for Chongqing Postdoctoral Research Project","award":["cstc2020jcyj-cxttX0002"],"award-info":[{"award-number":["cstc2020jcyj-cxttX0002"]}]},{"name":"Special support for Chongqing Postdoctoral Research Project","award":["cstc2019jcyjmsxmX0666"],"award-info":[{"award-number":["cstc2019jcyjmsxmX0666"]}]},{"name":"Special support for Chongqing Postdoctoral Research Project","award":["cstc2021jscx-gksbx0051"],"award-info":[{"award-number":["cstc2021jscx-gksbx0051"]}]},{"name":"Special support for Chongqing Postdoctoral Research Project","award":["cstc2021jcyj-bsh0221"],"award-info":[{"award-number":["cstc2021jcyj-bsh0221"]}]},{"name":"Special support for Chongqing Postdoctoral Research Project","award":["2022MD713702"],"award-info":[{"award-number":["2022MD713702"]}]},{"name":"Special support for Chongqing Postdoctoral Research Project","award":["CSTB2022TIAD-KPX0062"],"award-info":[{"award-number":["CSTB2022TIAD-KPX0062"]}]},{"name":"Special support for Chongqing Postdoctoral Research Project","award":["cstc2022jxj120036"],"award-info":[{"award-number":["cstc2022jxj120036"]}]},{"name":"Special support for Chongqing Postdoctoral Research Project","award":["CSTB2023JXJL-YFX0027"],"award-info":[{"award-number":["CSTB2023JXJL-YFX0027"]}]},{"name":"Special support for Chongqing Postdoctoral Research Project","award":["KJZD-k202000604"],"award-info":[{"award-number":["KJZD-k202000604"]}]},{"name":"Special support for Chongqing Postdoctoral Research Project","award":["KJQN202100602"],"award-info":[{"award-number":["KJQN202100602"]}]},{"name":"Special support for Chongqing Postdoctoral Research Project","award":["KJQN202000604"],"award-info":[{"award-number":["KJQN202000604"]}]},{"name":"Special support for Chongqing Postdoctoral Research Project","award":["2022MK105"],"award-info":[{"award-number":["2022MK105"]}]},{"name":"Special support for Chongqing Postdoctoral Research Project","award":["2021ZKZD019"],"award-info":[{"award-number":["2021ZKZD019"]}]},{"name":"Special support for Chongqing Postdoctoral Research Project","award":["2021XM3010"],"award-info":[{"award-number":["2021XM3010"]}]},{"name":"Special support for Chongqing Postdoctoral Research Project","award":["2021XM2051"],"award-info":[{"award-number":["2021XM2051"]}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Sensors"],"abstract":"<jats:p>The rapid increase in the number of vehicles has led to increasing traffic congestion, traffic accidents, and motor vehicle crime rates. The management of various parking lots has also become increasingly challenging. Vehicle-type recognition technology can reduce the workload of humans in vehicle management operations. Therefore, the application of image technology for vehicle-type recognition is of great significance for integrated traffic management. In this paper, an improved faster region with convolutional neural network features (Faster R-CNN) model was proposed for vehicle-type recognition. Firstly, the output features of different convolution layers were combined to improve the recognition accuracy. Then, the average precision (AP) of the recognition model was improved through the contextual features of the original image and the object bounding box optimization strategy. Finally, the comparison experiment used the vehicle image dataset of three vehicle types, including cars, sports utility vehicles (SUVs), and vans. The experimental results show that the improved recognition model can effectively identify vehicle types in the images. The AP of the three vehicle types is 83.2%, 79.2%, and 78.4%, respectively, and the mean average precision (mAP) is 1.7% higher than that of the traditional Faster R-CNN model.<\/jats:p>","DOI":"10.3390\/s24082650","type":"journal-article","created":{"date-parts":[[2024,4,22]],"date-time":"2024-04-22T06:10:18Z","timestamp":1713766218000},"page":"2650","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":14,"title":["Vehicle-Type Recognition Method for Images Based on Improved Faster R-CNN Model"],"prefix":"10.3390","volume":"24","author":[{"given":"Tong","family":"Bai","sequence":"first","affiliation":[{"name":"School of Optoelectronic Engineering, Chongqing University of Posts and Telecommunications, Chongqing 400065, China"}]},{"given":"Jiasai","family":"Luo","sequence":"additional","affiliation":[{"name":"School of Optoelectronic Engineering, Chongqing University of Posts and Telecommunications, Chongqing 400065, China"}]},{"given":"Sen","family":"Zhou","sequence":"additional","affiliation":[{"name":"Chongqing Academy of Metrology and Quality Inspection, Chongqing 401121, China"}]},{"given":"Yi","family":"Lu","sequence":"additional","affiliation":[{"name":"School of Optoelectronic Engineering, Chongqing University of Posts and Telecommunications, Chongqing 400065, China"}]},{"given":"Yuanfa","family":"Wang","sequence":"additional","affiliation":[{"name":"School of Optoelectronic Engineering, Chongqing University of Posts and Telecommunications, Chongqing 400065, China"}]}],"member":"1968","published-online":{"date-parts":[[2024,4,21]]},"reference":[{"key":"ref_1","doi-asserted-by":"crossref","first-page":"7405","DOI":"10.1109\/TGRS.2016.2601622","article-title":"Learning rotation-invariant convolutional neural networks for object detection in VHR optical remote sensing images","volume":"54","author":"Cheng","year":"2016","journal-title":"IEEE Trans. Geosci. Remote Sens."},{"key":"ref_2","unstructured":"Wang, R.J., Li, X., and Ling, C.X. (2018, January 3\u20138). Pelee: A real-time object detection system on mobile devices. Proceedings of the Advances in Neural Information Processing Systems 31: Annual Conference on Neural Information Processing Systems 2018, NeurIPS 2018, Montreal, QC, Canada."},{"key":"ref_3","doi-asserted-by":"crossref","first-page":"265","DOI":"10.1109\/TIP.2018.2867198","article-title":"Learning rotation-invariant and fisher discriminative convolutional neural networks for object detection","volume":"28","author":"Cheng","year":"2018","journal-title":"IEEE Trans. Image Process."},{"key":"ref_4","doi-asserted-by":"crossref","first-page":"4281","DOI":"10.1109\/TITS.2020.2980864","article-title":"Solving the security problem of intelligent transportation system with deep learning","volume":"22","author":"Lv","year":"2020","journal-title":"IEEE Trans. Intell. Transp. Syst."},{"key":"ref_5","doi-asserted-by":"crossref","first-page":"2823617","DOI":"10.1155\/2017\/2823617","article-title":"Car detection from low-altitude UAV imagery with the faster R-CNN","volume":"2017","author":"Xu","year":"2017","journal-title":"J. Adv. Transp."},{"key":"ref_6","doi-asserted-by":"crossref","first-page":"103124","DOI":"10.1016\/j.autcon.2020.103124","article-title":"Dense construction vehicle detection based on orientation-aware feature fusion convolutional neural network","volume":"112","author":"Guo","year":"2020","journal-title":"Autom. Constr."},{"key":"ref_7","doi-asserted-by":"crossref","unstructured":"Xie, X., Yang, W., Cao, G., Yang, J., Zhao, Z., Chen, S., Liao, Q., and Shi, G. (2018, January 13\u201316). Real-time vehicle detection from UAV imagery. Proceedings of the 2018 IEEE Fourth International Conference on Multimedia Big Data (BigMM), Xi\u2019an, China.","DOI":"10.1109\/BigMM.2018.8499466"},{"key":"ref_8","doi-asserted-by":"crossref","unstructured":"Gu, Y., Wang, B., and Xu, B. (2018, January 29\u201331). A FPN-based framework for vehicle detection in aerial images. Proceedings of the 2018 2nd International Conference on Video and Image Processing, Hong Kong, China.","DOI":"10.1145\/3301506.3301531"},{"key":"ref_9","doi-asserted-by":"crossref","unstructured":"Wang, L., Liao, J., and Xu, C. (2019, January 22\u201324). Vehicle detection based on drone images with the improved faster R-CNN. Proceedings of the 2019 11th International Conference on Machine Learning and Computing, Zhuhai, China.","DOI":"10.1145\/3318299.3318383"},{"key":"ref_10","doi-asserted-by":"crossref","first-page":"3811","DOI":"10.1109\/TNNLS.2021.3128968","article-title":"A review of vehicle detection techniques for intelligent vehicles","volume":"34","author":"Wang","year":"2022","journal-title":"IEEE Trans. Neural Netw. Learn. Syst."},{"key":"ref_11","doi-asserted-by":"crossref","unstructured":"Radovic, M., Adarkwa, O., and Wang, Q. (2017). Object recognition in aerial images using convolutional neural networks. J. Imaging, 3.","DOI":"10.3390\/jimaging3020021"},{"key":"ref_12","doi-asserted-by":"crossref","unstructured":"Tang, T., Deng, Z., Zhou, S., Lei, L., and Zou, H. (2017, January 18\u201321). Fast vehicle detection in UAV images. Proceedings of the 2017 International Workshop on Remote Sensing with Intelligent Processing (RSIP), Shanghai, China.","DOI":"10.1109\/RSIP.2017.7958795"},{"key":"ref_13","doi-asserted-by":"crossref","first-page":"e3953","DOI":"10.1002\/dac.3953","article-title":"An enhanced whale optimization algorithm for vehicular communication networks","volume":"35","author":"Elhoseny","year":"2022","journal-title":"Int. J. Commun. Syst."},{"key":"ref_14","doi-asserted-by":"crossref","first-page":"611","DOI":"10.1007\/s00034-019-01234-7","article-title":"Multi-object detection and tracking (MODT) machine learning model for real-time video surveillance systems","volume":"39","author":"Elhoseny","year":"2020","journal-title":"Circuits Syst. Signal Process."},{"key":"ref_15","doi-asserted-by":"crossref","first-page":"255","DOI":"10.1007\/s00138-012-0414-8","article-title":"Car model recognition by utilizing symmetric property to overcome severe pose variation","volume":"24","author":"Gu","year":"2013","journal-title":"Mach. Vis. Appl."},{"key":"ref_16","first-page":"257","article-title":"Model-based object tracking in monocular image sequences of road traffic scenes","volume":"10","author":"Koller","year":"1993","journal-title":"Int. J. Comput."},{"key":"ref_17","doi-asserted-by":"crossref","first-page":"1904","DOI":"10.1109\/TPAMI.2015.2389824","article-title":"Spatial pyramid pooling in deep convolutional networks for visual recognition","volume":"37","author":"He","year":"2015","journal-title":"IEEE Trans. Pattern Anal. Mach. Intell."},{"key":"ref_18","doi-asserted-by":"crossref","unstructured":"Girshick, R. (2015, January 7\u201313). Fast r-cnn. Proceedings of the IEEE International Conference on Computer Vision, Santiago, Chile.","DOI":"10.1109\/ICCV.2015.169"},{"key":"ref_19","unstructured":"Ren, S., He, K., Girshick, R., and Sun, J. (2015, January 7\u201312). Faster r-cnn: Towards real-time object detection with region proposal networks. Proceedings of the Advances in Neural Information Processing Systems 2015, Montreal, QC, Canada."},{"key":"ref_20","doi-asserted-by":"crossref","unstructured":"Jiang, H., and Learned-Miller, E. (June, January 30). Face detection with the faster R-CNN. Proceedings of the 2017 12th IEEE International Conference on Automatic Face & Gesture Recognition (FG 2017), Washington, DC, USA.","DOI":"10.1109\/FG.2017.82"},{"key":"ref_21","doi-asserted-by":"crossref","unstructured":"Hung, J., and Carpenter, A. (2017, January 21\u201326). Applying faster R-CNN for object detection on malaria images. Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition Workshops, Honolulu, HI, USA.","DOI":"10.1109\/CVPRW.2017.112"},{"key":"ref_22","unstructured":"Redmon, J., Divvala, S., Girshick, R., and Farhadi, A. (July, January 26). You only look once: Unified, real-time object detection. Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, Las Vegas, NV, USA."},{"key":"ref_23","doi-asserted-by":"crossref","first-page":"19","DOI":"10.1016\/j.trc.2014.10.009","article-title":"Vehicle detection based on and\u2013or graph and hybrid image templates for complex urban traffic conditions","volume":"51","author":"Li","year":"2015","journal-title":"Transp. Res. Part C Emerg. Technol."},{"key":"ref_24","doi-asserted-by":"crossref","first-page":"262","DOI":"10.1080\/2150704X.2016.1258127","article-title":"Vehicle detection in remote sensing images using denoizing-based convolutional neural networks","volume":"8","author":"Li","year":"2017","journal-title":"Remote Sens. Lett."},{"key":"ref_25","doi-asserted-by":"crossref","unstructured":"Zhang, Y., Guo, Z., Wu, J., Tian, Y., Tang, H., and Guo, X. (2022). Real-time vehicle detection based on improved yolo v5. Sustainability, 14.","DOI":"10.3390\/su141912274"},{"key":"ref_26","doi-asserted-by":"crossref","first-page":"84","DOI":"10.1145\/3065386","article-title":"ImageNet classification with deep convolutional neural networks","volume":"60","author":"Krizhevsky","year":"2017","journal-title":"Commun. ACM"},{"key":"ref_27","unstructured":"He, K., Zhang, X., Ren, S., and Sun, J. (July, January 26). Deep residual learning for image recognition. Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, Las Vegas, NV, USA."},{"key":"ref_28","unstructured":"Ding, L., Terwilliger, J., Sherony, R., Reimer, B., and Fridman, L. (2020). MIT Driveseg (Manual) Dataset for Dynamic Driving Scene Segmentation, Massachusetts Institute of Technology. Technical report."},{"key":"ref_29","doi-asserted-by":"crossref","unstructured":"Doll\u00e1r, P., Wojek, C., Schiele, B., and Perona, P. (2009, January 20\u201325). Pedestrian detection: A benchmark. Proceedings of the 2009 IEEE Conference on Computer Vision and Pattern Recognition, Miami, FL, USA.","DOI":"10.1109\/CVPRW.2009.5206631"}],"container-title":["Sensors"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.mdpi.com\/1424-8220\/24\/8\/2650\/pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,10,10]],"date-time":"2025-10-10T14:31:53Z","timestamp":1760106713000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.mdpi.com\/1424-8220\/24\/8\/2650"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2024,4,21]]},"references-count":29,"journal-issue":{"issue":"8","published-online":{"date-parts":[[2024,4]]}},"alternative-id":["s24082650"],"URL":"https:\/\/doi.org\/10.3390\/s24082650","relation":{},"ISSN":["1424-8220"],"issn-type":[{"value":"1424-8220","type":"electronic"}],"subject":[],"published":{"date-parts":[[2024,4,21]]}}}