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dc.contributor.authorChiu, Shih-Wenen_US
dc.contributor.authorWang, Jen-Huoen_US
dc.contributor.authorChang, Kwuang-Hanen_US
dc.contributor.authorChang, Ting-Hauen_US
dc.contributor.authorWang, Chia-Minen_US
dc.contributor.authorChang, Chia-Linen_US
dc.contributor.authorTang, Chen-Tingen_US
dc.contributor.authorChen, Chien-Fuen_US
dc.contributor.authorShih, Chung-Hungen_US
dc.contributor.authorKuo, Han-Wenen_US
dc.contributor.authorWang, Li-Chunen_US
dc.contributor.authorChen, Hsinen_US
dc.contributor.authorHsieh, Chih-Chengen_US
dc.contributor.authorChang, Meng-Fanen_US
dc.contributor.authorLiu, Yi-Wenen_US
dc.contributor.authorChen, Tsan-Jiehen_US
dc.contributor.authorYang, Chia-Hsiangen_US
dc.contributor.authorChiueh, Hermingen_US
dc.contributor.authorShyu, Juyo-Minen_US
dc.contributor.authorTang, Kea-Tiongen_US
dc.date.accessioned2015-07-21T11:20:40Z-
dc.date.available2015-07-21T11:20:40Z-
dc.date.issued2014-12-01en_US
dc.identifier.issn1932-4545en_US
dc.identifier.urihttp://dx.doi.org/10.1109/TBCAS.2014.2377754en_US
dc.identifier.urihttp://hdl.handle.net/11536/124265-
dc.description.abstractVentilator-associated pneumonia (VAP) still lacks a rapid diagnostic strategy. This study proposes installing a nose-on-a-chip at the proximal end of an expiratory circuit of a ventilator to monitor and to detect metabolite of pneumonia in the early stage. The nose-on-a-chip was designed and fabricated in a 90-nm 1P9M CMOS technology in order to downsize the gas detection system. The chip has eight on-chip sensors, an adaptive interface, a successive approximation analog-to-digital converter (SAR ADC), a learning kernel of continuous restricted Boltzmann machine (CRBM), and a RISC-core with low-voltage SRAM. The functionality of VAP identification was verified using clinical data. In total, 76 samples infected with pneumonia (19 Klebsiella, 25 Pseudomonas aeruginosa, 16 Staphylococcus aureus, and 16 Candida) and 41 uninfected samples were collected as the experimental group and the control group, respectively. The results revealed a very high VAP identification rate at 94.06% for identifying healthy and infected patients. A 100% accuracy to identify the microorganisms of Klebsiella, Pseudomonas aeruginosa, Staphylococcus aureus, and Candida from VAP infected patients was achieved. This chip only consumes 1.27 mW at a 0.5 V supply voltage. This work provides a promising solution for the long-term unresolved rapid VAP diagnostic problem.en_US
dc.language.isoen_USen_US
dc.subjectContinuous restricted Boltzmann machine (CRBM)en_US
dc.subjectgas classificationen_US
dc.subjectnose-on-a-chipen_US
dc.subjectventilator-associated pneumonia (VAP)en_US
dc.titleA Fully Integrated Nose-on-a-Chip for Rapid Diagnosis of Ventilator-Associated Pneumoniaen_US
dc.typeArticleen_US
dc.identifier.doi10.1109/TBCAS.2014.2377754en_US
dc.identifier.journalIEEE TRANSACTIONS ON BIOMEDICAL CIRCUITS AND SYSTEMSen_US
dc.citation.spage765en_US
dc.citation.epage778en_US
dc.contributor.department電機資訊學士班zh_TW
dc.contributor.department電子工程學系及電子研究所zh_TW
dc.contributor.departmentUndergraduate Honors Program of Electrical Engineering and Computer Scienceen_US
dc.contributor.departmentDepartment of Electronics Engineering and Institute of Electronicsen_US
dc.identifier.wosnumberWOS:000348221700003en_US
dc.citation.woscount0en_US
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