ee582e24a2342ac3b715518d2ea064f6 pmc_34955722.pdf f6684a9f1ba1835b2119da51f21c519b0767c498 pmc_34955722.pdf 9ae40ba9ff0d143e20a0797f3e68620f7dc866ec187f47832e69a78909fadc91 pmc_34955722.pdf Title: Real-Time Edge Neuromorphic Tasting From Chemical Microsensor Arrays Subject: Liquid analysis is key to track conformity with the strict process quality standards of sectors like food, beverage, and chemical manufacturing. Keywords: deep convolutional neural networks, spiking neural networks (SNNs), electrochemical sensors, sensor fusion, neuromorphic engineering, electronic tongue (E-Tongue) Author: Josep Maria Margarit-Taulé Creator: LaTeX with hyperref package + hypdvips Producer: dvips + MiKTeX GPL Ghostscript 9.0 CreationDate: Fri Dec 3 10:04:29 2021 CET ModDate: Fri Dec 3 11:43:49 2021 CET Tagged: no UserProperties: no Suspects: no Form: none JavaScript: no Pages: 12 Encrypted: no Page size: 595.26 x 779.52 pts Page rot: 0 File size: 1420880 bytes Optimized: no PDF version: 1.6 name type encoding emb sub uni object ID ------------------------------------ ----------------- ---------------- --- --- --- --------- XYDUJH+HelveticaNeueLTStd-Bd Type 1C Custom yes yes no 40 0 UROSHL+HelveticaNeueLTStd-Lt Type 1C Custom yes yes no 45 0 PIAOFJ+HelveticaNeueLTStd-BdIt Type 1C WinAnsi yes yes no 58 0 KOWHWC+HelveticaNeueLTStd-LtIt Type 1C Custom yes yes no 60 0 KZOVQX+HelveticaNeueLTStd-MdIt Type 1C WinAnsi yes yes no 65 0 SMGECA+MTSY Type 1C Custom yes yes yes 67 0 RNQXZQ+MinionPro-Regular Type 1C Custom yes yes no 69 0 ZUHFGE+MinionPro-Bold Type 1C Custom yes yes no 104 0 ZBNYQF+HelveticaNeueLTStd-Md Type 1C WinAnsi yes yes no 109 0 WUFMWL+RMTMI Type 1C Custom yes yes no 135 0 NSXSEZ+MinionPro-It Type 1C WinAnsi yes yes no 162 0 KJHMYW+MTEX Type 1C Custom yes yes no 164 0 Jhove (Rel. 1.22.1, 2019-04-17) Date: 2022-03-22 02:24:37 CET RepresentationInformation: pmc_34955722.pdf ReportingModule: PDF-hul, Rel. 1.12.1 (2019-04-17) LastModified: 2022-01-10 07:54:18 CET Size: 1420880 Format: PDF Version: 1.6 Status: Well-Formed and valid SignatureMatches: PDF-hul MIMEtype: application/pdf PDFMetadata: Objects: 319 FreeObjects: 17 IncrementalUpdates: 0 DocumentCatalog: ViewerPreferences: HideToolbar: false HideMenubar: false HideWindowUI: false FitWindow: true CenterWindow: false DisplayDocTitle: false NonFullScreenPageMode: UseNone Direction: L2R ViewArea: CropBox ViewClip: CropBox PrintArea: CropBox PageClip: CropBox PageLayout: SinglePage PageMode: UseOutlines Language: en Outlines: Item: Title: Real-Time Edge Neuromorphic Tasting From Chemical Microsensor Arrays Destination: edu.harvard.hul.ois.jhove.module.pdf.PdfSimpleObject@ed9d034 Children: Item: Title: 1. Introduction Destination: edu.harvard.hul.ois.jhove.module.pdf.PdfSimpleObject@6121c9d6 Item: Title: 2. Materials and Methods Destination: edu.harvard.hul.ois.jhove.module.pdf.PdfSimpleObject@87f383f Children: Item: Title: 2.1. Electronic Tongue Setup Destination: edu.harvard.hul.ois.jhove.module.pdf.PdfSimpleObject@4eb7f003 Children: Item: Title: 2.1.1. Chemical Sensors and Readout Destination: edu.harvard.hul.ois.jhove.module.pdf.PdfSimpleObject@eafc191 Item: Title: 2.1.2. Intel Loihi Neuromorphic Processor Destination: edu.harvard.hul.ois.jhove.module.pdf.PdfSimpleObject@612fc6eb Item: Title: 2.2. The MicroBeTa Dataset Destination: edu.harvard.hul.ois.jhove.module.pdf.PdfSimpleObject@1060b431 Children: Item: Title: 2.2.1. Beverage Types Destination: edu.harvard.hul.ois.jhove.module.pdf.PdfSimpleObject@612679d6 Item: Title: 2.2.2. Recordings Destination: edu.harvard.hul.ois.jhove.module.pdf.PdfSimpleObject@11758f2a Item: Title: 2.3. Dataset Preparation Destination: edu.harvard.hul.ois.jhove.module.pdf.PdfSimpleObject@e720b71 Children: Item: Title: 2.3.1. Preprocessing Destination: edu.harvard.hul.ois.jhove.module.pdf.PdfSimpleObject@1b26f7b2 Item: Title: 2.3.2. Sample Generation Destination: edu.harvard.hul.ois.jhove.module.pdf.PdfSimpleObject@491cc5c9 Item: Title: 2.3.3. Other Practical Considerations Destination: edu.harvard.hul.ois.jhove.module.pdf.PdfSimpleObject@74ad1f1f Item: Title: 2.4. Fusing Sensor Readings Destination: edu.harvard.hul.ois.jhove.module.pdf.PdfSimpleObject@6a1aab78 Children: Item: Title: 2.4.1. Neural Network Model Destination: edu.harvard.hul.ois.jhove.module.pdf.PdfSimpleObject@462d5aee Item: Title: 2.4.2. ANN-SNN Conversion and Mapping to Loihi Destination: edu.harvard.hul.ois.jhove.module.pdf.PdfSimpleObject@69b0fd6f Item: Title: 2.4.3. Selecting Informative Sensors Destination: edu.harvard.hul.ois.jhove.module.pdf.PdfSimpleObject@757942a1 Item: Title: 2.5. Benchmarking Accuracy and Energy Efficiency Destination: edu.harvard.hul.ois.jhove.module.pdf.PdfSimpleObject@4a87761d Item: Title: 3. Results Destination: edu.harvard.hul.ois.jhove.module.pdf.PdfSimpleObject@66d1af89 Children: Item: Title: 3.1. Classification Accuracies vs. Sensor Selection Destination: edu.harvard.hul.ois.jhove.module.pdf.PdfSimpleObject@8646db9 Item: Title: 3.2. Time Delay Response Destination: edu.harvard.hul.ois.jhove.module.pdf.PdfSimpleObject@37374a5e Item: Title: 3.3. Dynamic Energy Consumption Destination: edu.harvard.hul.ois.jhove.module.pdf.PdfSimpleObject@4671e53b Item: Title: 4. Discussion Destination: edu.harvard.hul.ois.jhove.module.pdf.PdfSimpleObject@2db7a79b Item: Title: Data Availability Statement Destination: edu.harvard.hul.ois.jhove.module.pdf.PdfSimpleObject@6950e31 Item: Title: Author Contributions Destination: edu.harvard.hul.ois.jhove.module.pdf.PdfSimpleObject@b7dd107 Item: Title: Funding Destination: edu.harvard.hul.ois.jhove.module.pdf.PdfSimpleObject@42eca56e Item: Title: Acknowledgments Destination: edu.harvard.hul.ois.jhove.module.pdf.PdfSimpleObject@52f759d7 Item: Title: References Destination: edu.harvard.hul.ois.jhove.module.pdf.PdfSimpleObject@7cbd213e Info: Title: Real-Time Edge Neuromorphic Tasting From Chemical Microsensor Arrays Author: Josep Maria Margarit-Taulé Subject: Liquid analysis is key to track conformity with the strict process quality standards of sectors like food, beverage, and chemical manufacturing. 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