{"title":"全球校准模型匹配低成本颗粒物传感器的临时校准现场性能","authors":"S. D. Vito, G. D’Elia, G. Francia","doi":"10.1109/ISOEN54820.2022.9789669","DOIUrl":null,"url":null,"abstract":"Field calibration is recognized as the best performing approach for operational deployment of low cost air quality sensors. In this approach, each individual sensors node is co-located with reference analyzers to derive ad-hoc calibration algorithms parameters. This strongly limits scalability, and thus mass deployment of these devices for improved air quality phenomena knowledge and management. Global calibration, aiming to derive a single calibration function to be used for all multisensors in a batch, is a promising approach recently tackled in artificial olfaction field. In this work, this approach is firstly applied to low cost PM sensors. Results show comparable performances with conventional, ad-hoc (individual) approaches paving the way for a more scalable approach to calibration of AQ multisensors devices.","PeriodicalId":427373,"journal":{"name":"2022 IEEE International Symposium on Olfaction and Electronic Nose (ISOEN)","volume":"9 2 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2022-05-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Global calibration models match ad-hoc calibrations field performances in low cost particulate matter sensors\",\"authors\":\"S. D. Vito, G. D’Elia, G. Francia\",\"doi\":\"10.1109/ISOEN54820.2022.9789669\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Field calibration is recognized as the best performing approach for operational deployment of low cost air quality sensors. In this approach, each individual sensors node is co-located with reference analyzers to derive ad-hoc calibration algorithms parameters. This strongly limits scalability, and thus mass deployment of these devices for improved air quality phenomena knowledge and management. Global calibration, aiming to derive a single calibration function to be used for all multisensors in a batch, is a promising approach recently tackled in artificial olfaction field. In this work, this approach is firstly applied to low cost PM sensors. Results show comparable performances with conventional, ad-hoc (individual) approaches paving the way for a more scalable approach to calibration of AQ multisensors devices.\",\"PeriodicalId\":427373,\"journal\":{\"name\":\"2022 IEEE International Symposium on Olfaction and Electronic Nose (ISOEN)\",\"volume\":\"9 2 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2022-05-29\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2022 IEEE International Symposium on Olfaction and Electronic Nose (ISOEN)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/ISOEN54820.2022.9789669\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2022 IEEE International Symposium on Olfaction and Electronic Nose (ISOEN)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ISOEN54820.2022.9789669","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Global calibration models match ad-hoc calibrations field performances in low cost particulate matter sensors
Field calibration is recognized as the best performing approach for operational deployment of low cost air quality sensors. In this approach, each individual sensors node is co-located with reference analyzers to derive ad-hoc calibration algorithms parameters. This strongly limits scalability, and thus mass deployment of these devices for improved air quality phenomena knowledge and management. Global calibration, aiming to derive a single calibration function to be used for all multisensors in a batch, is a promising approach recently tackled in artificial olfaction field. In this work, this approach is firstly applied to low cost PM sensors. Results show comparable performances with conventional, ad-hoc (individual) approaches paving the way for a more scalable approach to calibration of AQ multisensors devices.