Shah Zayed Riam, Md. Najmul Islam, Ali Reza Galib, Mohammad Solaiman, AKM Sarwar Inam, Brian D. Ott, Shawana Tabassum
{"title":"AQUA-FINS:一种柔性集成硝酸盐传感器的先进水下定量分析","authors":"Shah Zayed Riam, Md. Najmul Islam, Ali Reza Galib, Mohammad Solaiman, AKM Sarwar Inam, Brian D. Ott, Shawana Tabassum","doi":"10.1002/adsr.202500010","DOIUrl":null,"url":null,"abstract":"<p>This work presents a novel, integrated sensor array for real-time monitoring of key water quality parameters in aquaculture: nitrate, pH, and temperature. The array, fabricated on a flexible substrate, comprises potentiometric nitrate and pH sensors, and a resistive temperature sensor. The nitrate sensor, utilizing a polymer nanocomposite and ion-selective membrane, exhibited a near-Nernstian response with high selectivity, a low detection limit of 0.44 mg L<sup>−1</sup>, and a sensitivity of −50 mV dec<sup>−1</sup>. The polyaniline-based pH sensor demonstrated a sensitivity of −56.959 mV dec<sup>−1</sup> in recirculating aquaculture water samples, along with a high repeatability. The temperature sensor showed a linear response to changes in temperature (R<sup>2</sup> = 0.921). While testing in recirculating aquaculture tanks with catfish, the nitrate sensor initially showed a root mean square error of 4.779 mg L<sup>−1</sup> due to pH fluctuations, but a multiple linear regression model effectively corrected this error, and significantly improved accuracy (with a root mean square error of 3.090 mg L<sup>−1</sup>). The pH sensor measurements also closely matched commercial meter readings (with root mean square error of 0.072). This integrated sensor array offers a promising solution for real-time, in situ monitoring of critical water quality parameters in aquaculture.</p>","PeriodicalId":100037,"journal":{"name":"Advanced Sensor Research","volume":"4 5","pages":""},"PeriodicalIF":0.0000,"publicationDate":"2025-03-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/adsr.202500010","citationCount":"0","resultStr":"{\"title\":\"AQUA-FINS: Advanced Quantitative Underwater Analysis by a Flexible Integrated Nitrate Sensor\",\"authors\":\"Shah Zayed Riam, Md. Najmul Islam, Ali Reza Galib, Mohammad Solaiman, AKM Sarwar Inam, Brian D. Ott, Shawana Tabassum\",\"doi\":\"10.1002/adsr.202500010\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p>This work presents a novel, integrated sensor array for real-time monitoring of key water quality parameters in aquaculture: nitrate, pH, and temperature. The array, fabricated on a flexible substrate, comprises potentiometric nitrate and pH sensors, and a resistive temperature sensor. The nitrate sensor, utilizing a polymer nanocomposite and ion-selective membrane, exhibited a near-Nernstian response with high selectivity, a low detection limit of 0.44 mg L<sup>−1</sup>, and a sensitivity of −50 mV dec<sup>−1</sup>. The polyaniline-based pH sensor demonstrated a sensitivity of −56.959 mV dec<sup>−1</sup> in recirculating aquaculture water samples, along with a high repeatability. The temperature sensor showed a linear response to changes in temperature (R<sup>2</sup> = 0.921). While testing in recirculating aquaculture tanks with catfish, the nitrate sensor initially showed a root mean square error of 4.779 mg L<sup>−1</sup> due to pH fluctuations, but a multiple linear regression model effectively corrected this error, and significantly improved accuracy (with a root mean square error of 3.090 mg L<sup>−1</sup>). The pH sensor measurements also closely matched commercial meter readings (with root mean square error of 0.072). This integrated sensor array offers a promising solution for real-time, in situ monitoring of critical water quality parameters in aquaculture.</p>\",\"PeriodicalId\":100037,\"journal\":{\"name\":\"Advanced Sensor Research\",\"volume\":\"4 5\",\"pages\":\"\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2025-03-10\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"https://onlinelibrary.wiley.com/doi/epdf/10.1002/adsr.202500010\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Advanced Sensor Research\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://onlinelibrary.wiley.com/doi/10.1002/adsr.202500010\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Advanced Sensor Research","FirstCategoryId":"1085","ListUrlMain":"https://onlinelibrary.wiley.com/doi/10.1002/adsr.202500010","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
AQUA-FINS: Advanced Quantitative Underwater Analysis by a Flexible Integrated Nitrate Sensor
This work presents a novel, integrated sensor array for real-time monitoring of key water quality parameters in aquaculture: nitrate, pH, and temperature. The array, fabricated on a flexible substrate, comprises potentiometric nitrate and pH sensors, and a resistive temperature sensor. The nitrate sensor, utilizing a polymer nanocomposite and ion-selective membrane, exhibited a near-Nernstian response with high selectivity, a low detection limit of 0.44 mg L−1, and a sensitivity of −50 mV dec−1. The polyaniline-based pH sensor demonstrated a sensitivity of −56.959 mV dec−1 in recirculating aquaculture water samples, along with a high repeatability. The temperature sensor showed a linear response to changes in temperature (R2 = 0.921). While testing in recirculating aquaculture tanks with catfish, the nitrate sensor initially showed a root mean square error of 4.779 mg L−1 due to pH fluctuations, but a multiple linear regression model effectively corrected this error, and significantly improved accuracy (with a root mean square error of 3.090 mg L−1). The pH sensor measurements also closely matched commercial meter readings (with root mean square error of 0.072). This integrated sensor array offers a promising solution for real-time, in situ monitoring of critical water quality parameters in aquaculture.