50e6ddcfe00ecd3f8e8c2ba1ee32fea4 pmc_9504794.pdf 9ecf65bf13e7248b99d2dbfc1499e6f4c8e69866 pmc_9504794.pdf 3f57d5a1bc4a986885c62db69ad88f87b8b6a058d629771aea65301f6a859db3 pmc_9504794.pdf Title: Techniques to Improve the Performance of Planar Microwave Sensors: A Review and Recent Developments Subject: Planar microwave sensors have become increasing developed in recent decades, especially in material characterization (solid/liquid) as they provide regions highly sensitive to the surrounding medium. However, when it comes to deciphering the content of practical biological analytes or chemical components inside a host medium, even higher sensitivities are required due to their minute concentrations. This review article presents a comprehensive outlook on various methodologies to enhance sensitivity (e.g., coupling resonators, channel embedding, analyte immobilization, resonator pattern recognition, use of phase variation, using coupled line section, and intermodulation products), resolution (active sensors, differential measurements), and robustness (using machine learning) of arbitrary sensors of interest. Some of the most practical approaches are presented with prototype examples, and the main applications of incorporating such procedures are reported. Sensors with which the proposed techniques are implemented exhibit higher performance for high-end and real-life use. Keywords: microwave sensor; dielectric characterization; microfluidics; sensitivity; resolution; active sensor; machine learning; resonators Author: Mohammad Abdolrazzaghi, Vahid Nayyeri and Ferran Martin Creator: LaTeX with hyperref Producer: pdfTeX-1.40.21 CreationDate: Fri Sep 16 03:38:35 2022 CEST ModDate: Fri Sep 16 04:10:38 2022 CEST Tagged: no UserProperties: no Suspects: no Form: none JavaScript: no Pages: 57 Encrypted: no Page size: 595.276 x 841.89 pts (A4) Page rot: 0 File size: 61829191 bytes Optimized: no PDF version: 1.7 name type encoding emb sub uni object ID ------------------------------------ ----------------- ---------------- --- --- --- --------- NIQPFI+URWPalladioL-Bold Type 1 Custom yes yes no 10 0 JMSDLJ+URWPalladioL-Roma Type 1 Custom yes yes no 15 0 MHWGTQ+URWPalladioL-Ital Type 1 Custom yes yes no 19 0 RVSEMT+TimesNewRomanPS-BoldItalicMT Type 1C WinAnsi yes yes no 37 0 HPUXWC+PazoMath-Italic Type 1 Builtin yes yes no 59 0 SOSTRQ+CMR10 Type 1 Builtin yes yes 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Format: PDF Version: 1.7 Status: Well-Formed and valid SignatureMatches: PDF-hul MIMEtype: application/pdf PDFMetadata: Objects: 2080 FreeObjects: 47 IncrementalUpdates: 0 DocumentCatalog: PageLayout: SinglePage PageMode: UseNone Outlines: Item: Title: Introduction Destination: edu.harvard.hul.ois.jhove.module.pdf.PdfSimpleObject@44c8afef Item: Title: Sensitivity Enhancement Destination: edu.harvard.hul.ois.jhove.module.pdf.PdfSimpleObject@7b69c6ba Children: Item: Title: Planar Structures in Frequency-Variation Sensors Destination: edu.harvard.hul.ois.jhove.module.pdf.PdfSimpleObject@46daef40 Item: Title: Exploiting the Coupling between Resonators Destination: edu.harvard.hul.ois.jhove.module.pdf.PdfSimpleObject@12f41634 Item: Title: Embedded Channels in the Substrate Destination: edu.harvard.hul.ois.jhove.module.pdf.PdfSimpleObject@13c27452 Item: Title: Immobilization of Analytes Destination: edu.harvard.hul.ois.jhove.module.pdf.PdfSimpleObject@262b2c86 Item: Title: Resonator Pattern Optimization Destination: edu.harvard.hul.ois.jhove.module.pdf.PdfSimpleObject@371a67ec Item: Title: Incorporating Phase Variation Destination: edu.harvard.hul.ois.jhove.module.pdf.PdfSimpleObject@5ed828d Item: Title: Exploiting the Coupled-Line Sections Destination: edu.harvard.hul.ois.jhove.module.pdf.PdfSimpleObject@50d0686 Item: Title: Multiplied Sensitivity Aided with Intermodulation Products Destination: edu.harvard.hul.ois.jhove.module.pdf.PdfSimpleObject@7a3d45bd Item: Title: Resolution Enhancement Destination: edu.harvard.hul.ois.jhove.module.pdf.PdfSimpleObject@1e7c7811 Children: Item: Title: Active Transmission-Based Sensors Destination: edu.harvard.hul.ois.jhove.module.pdf.PdfSimpleObject@77ec78b9 Item: Title: Active Reflection-Based Sensors Destination: edu.harvard.hul.ois.jhove.module.pdf.PdfSimpleObject@1a3869f4 Item: Title: Oscillator-Based Sensors Destination: edu.harvard.hul.ois.jhove.module.pdf.PdfSimpleObject@a38d7a3 Item: Title: Differential Measurements with Cross-Mode Transmission Coefficient Destination: edu.harvard.hul.ois.jhove.module.pdf.PdfSimpleObject@77f99a05 Item: Title: Robustness Enhancement Destination: edu.harvard.hul.ois.jhove.module.pdf.PdfSimpleObject@63440df3 Children: Item: Title: Robustness to Distance Using Fuzzy Neural Network Destination: edu.harvard.hul.ois.jhove.module.pdf.PdfSimpleObject@3aeaafa6 Item: Title: Neutralizing Environmental Impacts with Machine Learning Destination: edu.harvard.hul.ois.jhove.module.pdf.PdfSimpleObject@76a3e297 Item: Title: Comparative Analysis Destination: edu.harvard.hul.ois.jhove.module.pdf.PdfSimpleObject@4d3167f4 Item: Title: Conclusions Destination: edu.harvard.hul.ois.jhove.module.pdf.PdfSimpleObject@ed9d034 Item: Title: References Destination: edu.harvard.hul.ois.jhove.module.pdf.PdfSimpleObject@6121c9d6 Info: Title: Techniques to Improve the Performance of Planar Microwave Sensors: A Review and Recent Developments Author: Mohammad Abdolrazzaghi, Vahid Nayyeri and Ferran Martin Subject: Planar microwave sensors have become increasing developed in recent decades, especially in material characterization (solid/liquid) as they provide regions highly sensitive to the surrounding medium. However, when it comes to deciphering the content of practical biological analytes or chemical components inside a host medium, even higher sensitivities are required due to their minute concentrations. This review article presents a comprehensive outlook on various methodologies to enhance sensitivity (e.g., coupling resonators, channel embedding, analyte immobilization, resonator pattern recognition, use of phase variation, using coupled line section, and intermodulation products), resolution (active sensors, differential measurements), and robustness (using machine learning) of arbitrary sensors of interest. Some of the most practical approaches are presented with prototype examples, and the main applications of incorporating such procedures are reported. Sensors with which the proposed techniques are implemented exhibit higher performance for high-end and real-life use. 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