Yi Jing Wong, Yifei Luo, Xian Jun Loh, Xiaodong Chen
With the increasing risk of global agricultural instability and the pressing need to enhance crop productivity, monitoring of plant health has become increasingly important. Chemical sensing of agricultural environmental factors and plant signaling molecules has been shown to provide valuable insights into plant growth and development. Recent advances in plant monitoring technologies have seen a shift toward nondestructive, portable, or wearable sensors, which offer advantages over traditional analytical instruments, such as faster detection with real-time monitoring capabilities. However, these emerging forms of chemical sensors have not been widely adopted. This review summarizes recent advancements in plant chemical sensing, highlighting key environmental chemicals and plant biomarkers for detection, sensing materials, and detection mechanisms. Finally, the challenges and outlook of chemical sensors for plant monitoring are discussed. Through the identification of the key challenges, it is hoped to advance the development of nondestructive chemical sensors and facilitate their deployment for in-field plant monitoring.
{"title":"Nondestructive Sensing of Plant-Borne Chemicals: Biomarkers, Agrochemicals, and Pollutants","authors":"Yi Jing Wong, Yifei Luo, Xian Jun Loh, Xiaodong Chen","doi":"10.1002/anse.202500037","DOIUrl":"10.1002/anse.202500037","url":null,"abstract":"<p>With the increasing risk of global agricultural instability and the pressing need to enhance crop productivity, monitoring of plant health has become increasingly important. Chemical sensing of agricultural environmental factors and plant signaling molecules has been shown to provide valuable insights into plant growth and development. Recent advances in plant monitoring technologies have seen a shift toward nondestructive, portable, or wearable sensors, which offer advantages over traditional analytical instruments, such as faster detection with real-time monitoring capabilities. However, these emerging forms of chemical sensors have not been widely adopted. This review summarizes recent advancements in plant chemical sensing, highlighting key environmental chemicals and plant biomarkers for detection, sensing materials, and detection mechanisms. Finally, the challenges and outlook of chemical sensors for plant monitoring are discussed. Through the identification of the key challenges, it is hoped to advance the development of nondestructive chemical sensors and facilitate their deployment for in-field plant monitoring.</p>","PeriodicalId":72192,"journal":{"name":"Analysis & sensing","volume":"5 5","pages":""},"PeriodicalIF":2.9,"publicationDate":"2025-06-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145135279","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Knowledge about the molecular structure and interactions of intracellular dyes is important to understand their function and possible effects in the biological environment. Here we discuss vibrational spectra of LysoSensor (LSG), a fluorescent marker for the acidic lysosomal compartment in cells. Raman spectra of the molecule at concentrations typically applied in experiments with cell cultures were obtained by surface-enhanced Raman scattering (SERS) experiments at varying pH values, using biocompatible gold nanoprobes also used in live cell SERS. The signals in the SERS spectrum of LSG were assigned based on spectra collected from its aromatic constituents benzimidazole and naphthalimide under the same conditions. The data indicate a strong pH dependence of the spectra of benzimidazole that is less pronounced in the vibrational signature of the LSG molecule. Despite excitation of the SERS off-resonance with the dye molecule, spectra obtained with the biocompatible wavelength of 785 nm have better sensitivity towards pH-dependent structural changes, due to favorable electromagnetic enhancement of vibrational modes, than when using excitation at 633 nm. The characterization based on SERS will help to understand the interactions of LSG with the cellular environment and with other probes, which will be useful for the design of efficient labels for bioanalysis.
{"title":"Surface Enhanced Raman Scattering of a Lysosomal Fluorescent Dye","authors":"Cecilia Spedalieri, Janina Kneipp","doi":"10.1002/anse.202500065","DOIUrl":"https://doi.org/10.1002/anse.202500065","url":null,"abstract":"<p>Knowledge about the molecular structure and interactions of intracellular dyes is important to understand their function and possible effects in the biological environment. Here we discuss vibrational spectra of LysoSensor (LSG), a fluorescent marker for the acidic lysosomal compartment in cells. Raman spectra of the molecule at concentrations typically applied in experiments with cell cultures were obtained by surface-enhanced Raman scattering (SERS) experiments at varying pH values, using biocompatible gold nanoprobes also used in live cell SERS. The signals in the SERS spectrum of LSG were assigned based on spectra collected from its aromatic constituents benzimidazole and naphthalimide under the same conditions. The data indicate a strong pH dependence of the spectra of benzimidazole that is less pronounced in the vibrational signature of the LSG molecule. Despite excitation of the SERS off-resonance with the dye molecule, spectra obtained with the biocompatible wavelength of 785 nm have better sensitivity towards pH-dependent structural changes, due to favorable electromagnetic enhancement of vibrational modes, than when using excitation at 633 nm. The characterization based on SERS will help to understand the interactions of LSG with the cellular environment and with other probes, which will be useful for the design of efficient labels for bioanalysis.</p>","PeriodicalId":72192,"journal":{"name":"Analysis & sensing","volume":"5 6","pages":""},"PeriodicalIF":2.9,"publicationDate":"2025-06-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://chemistry-europe.onlinelibrary.wiley.com/doi/epdf/10.1002/anse.202500065","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145469759","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Many pharmacologically relevant drug targets are located inside cells, requiring small-molecule therapeutics to penetrate the plasma membrane faster than they are metabolically inactivated or expelled by efflux pumps. Accurate measurement of intracellular concentrations is crucial for correlating biochemical potency with cellular efficacy and optimizing ligands. Despite the critical importance of this metric, current methods for quantifying intracellular levels of nonfluorescent small molecules are technically demanding and limited in throughput, significantly restricting the ability of medicinal chemists to readily and routinely measure cellular drug concentration. Here, we introduce a straightforward, high-throughput time-resolved Förster resonance energy transfer assay platform based on CoraFluor technology, a class of highly luminescent terbium complexes, to readily quantify the abundance of biologically active small molecules in whole cell lysates. Our approach conceptually extends existing homogeneous ligand displacement assays and does not require any additional reagents or equipment, enabling the comprehensive biochemical and cellular characterization of small-molecule ligands.
{"title":"A Time-Resolved Förster Resonance Energy Transfer Platform for the Facile Quantification of Small Molecule Drugs in Cell Lysate","authors":"N. Connor Payne, Ralph Mazitschek","doi":"10.1002/anse.202500047","DOIUrl":"https://doi.org/10.1002/anse.202500047","url":null,"abstract":"<p>Many pharmacologically relevant drug targets are located inside cells, requiring small-molecule therapeutics to penetrate the plasma membrane faster than they are metabolically inactivated or expelled by efflux pumps. Accurate measurement of intracellular concentrations is crucial for correlating biochemical potency with cellular efficacy and optimizing ligands. Despite the critical importance of this metric, current methods for quantifying intracellular levels of nonfluorescent small molecules are technically demanding and limited in throughput, significantly restricting the ability of medicinal chemists to readily and routinely measure cellular drug concentration. Here, we introduce a straightforward, high-throughput time-resolved Förster resonance energy transfer assay platform based on CoraFluor technology, a class of highly luminescent terbium complexes, to readily quantify the abundance of biologically active small molecules in whole cell lysates. Our approach conceptually extends existing homogeneous ligand displacement assays and does not require any additional reagents or equipment, enabling the comprehensive biochemical and cellular characterization of small-molecule ligands.</p>","PeriodicalId":72192,"journal":{"name":"Analysis & sensing","volume":"5 6","pages":""},"PeriodicalIF":2.9,"publicationDate":"2025-06-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145469750","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
This study focuses on the synthesis, characterization, and sensing capabilities of liquefied petroleum gas (LPG) using 5% and 10% silver-doped zinc ferrite thin films under ambient conditions. A highly efficient sensor for LPG concentrations below the lower explosive limit (LEL) has been developed using Ag decorated on a ZnFe2O4 surface. The ZnFe2O4, 5% Ag-ZnFe2O4, and 10% Ag-ZnFe2O4 sensing films are meticulously prepared utilizing a spin coater and subsequently characterized through various techniques to explore the parameters of significance, including surface morphology, porosity, chemical bonding, optical band gap, and crystallinity. Among the synthesized materials, the 10% Ag-ZnFe2O4 demonstrates exceptional porosity, specific surface area, and uniformity, due to its faceted surface morphology. The developed 10% Ag-ZnFe2O4 film-based sensor exhibits a rapid response to LPG concentrations at room temperature, attaining a peak response of 2.55 when subjected to exposure of 2000 ppm of LPG. The durations for response and recovery were ≈15 and 68 s, respectively. The limit of detection of ZnFe2O4, 5% Ag-ZnFe2O4%, and 10% Ag-ZnFe2O4 sensors are observed to be ≈288, 220, and 205 ppm, respectively. The findings underscore the significance of an optimized 10% Ag-ZnFe2O4 sensor for efficient and economical LPG detection in residential and commercial environments.
{"title":"An Extremely Efficient and Ultrafast Liquefied Petroleum Gas Sensor Employing Ag-Doped Zinc Ferrite Thin Films for Operation at Room Temperature","authors":"Satyendra Singh, Gulshan Kumar, Bal Chandra Yadav","doi":"10.1002/anse.202500011","DOIUrl":"https://doi.org/10.1002/anse.202500011","url":null,"abstract":"<p>This study focuses on the synthesis, characterization, and sensing capabilities of liquefied petroleum gas (LPG) using 5% and 10% silver-doped zinc ferrite thin films under ambient conditions. A highly efficient sensor for LPG concentrations below the lower explosive limit (LEL) has been developed using Ag decorated on a ZnFe<sub>2</sub>O<sub>4</sub> surface. The ZnFe<sub>2</sub>O<sub>4</sub>, 5% Ag-ZnFe<sub>2</sub>O<sub>4</sub>, and 10% Ag-ZnFe<sub>2</sub>O<sub>4</sub> sensing films are meticulously prepared utilizing a spin coater and subsequently characterized through various techniques to explore the parameters of significance, including surface morphology, porosity, chemical bonding, optical band gap, and crystallinity. Among the synthesized materials, the 10% Ag-ZnFe<sub>2</sub>O<sub>4</sub> demonstrates exceptional porosity, specific surface area, and uniformity, due to its faceted surface morphology. The developed 10% Ag-ZnFe<sub>2</sub>O<sub>4</sub> film-based sensor exhibits a rapid response to LPG concentrations at room temperature, attaining a peak response of 2.55 when subjected to exposure of 2000 ppm of LPG. The durations for response and recovery were ≈15 and 68 s, respectively. The limit of detection of ZnFe<sub>2</sub>O<sub>4</sub>, 5% Ag-ZnFe<sub>2</sub>O<sub>4</sub>%, and 10% Ag-ZnFe<sub>2</sub>O<sub>4</sub> sensors are observed to be ≈288, 220, and 205 ppm, respectively. The findings underscore the significance of an optimized 10% Ag-ZnFe<sub>2</sub>O<sub>4</sub> sensor for efficient and economical LPG detection in residential and commercial environments.</p>","PeriodicalId":72192,"journal":{"name":"Analysis & sensing","volume":"5 6","pages":""},"PeriodicalIF":2.9,"publicationDate":"2025-06-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145469403","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
The deterioration of aquatic ecosystems now ranks among the most urgent planetary challenges, with cascading effects on species survival, human welfare, and socioeconomic progress. Surface-enhanced Raman scattering (SERS), owing to its exceptional sensitivity, molecular fingerprinting capability, and rapid response, has become a powerful analytical technique for detecting water pollutants. This article provides a comprehensive summary of recent improvements in the use of SERS for detecting water pollutants. To begin with, SERS substrates are categorized into three major types—metallic, semiconductor, and composite—based on their distinct enhancement mechanisms. Building upon this classification, their use in detecting a wide range of aquatic pollutants, including heavy metal ions, pathogenic microorganisms, organic compounds, and micro/nanoplastics, is examined. Strategies for substrate design, sensitivity enhancement methods, and practical detection performance in real-world samples are also systematically reviewed. Finally, the review discusses challenges in applying SERS to water pollution monitoring and outlines future research directions. This review aims to provide valuable insights for advancing SERS-based strategies in environmental monitoring and promoting their practical application in water pollution detection.
{"title":"Advances in Surface-Enhanced Raman Spectroscopy for Detection of Aquatic Environmental Pollutants","authors":"Liqing Pan, Lu Wang, Yujun Song","doi":"10.1002/anse.202500062","DOIUrl":"https://doi.org/10.1002/anse.202500062","url":null,"abstract":"<p>The deterioration of aquatic ecosystems now ranks among the most urgent planetary challenges, with cascading effects on species survival, human welfare, and socioeconomic progress. Surface-enhanced Raman scattering (SERS), owing to its exceptional sensitivity, molecular fingerprinting capability, and rapid response, has become a powerful analytical technique for detecting water pollutants. This article provides a comprehensive summary of recent improvements in the use of SERS for detecting water pollutants. To begin with, SERS substrates are categorized into three major types—metallic, semiconductor, and composite—based on their distinct enhancement mechanisms. Building upon this classification, their use in detecting a wide range of aquatic pollutants, including heavy metal ions, pathogenic microorganisms, organic compounds, and micro/nanoplastics, is examined. Strategies for substrate design, sensitivity enhancement methods, and practical detection performance in real-world samples are also systematically reviewed. Finally, the review discusses challenges in applying SERS to water pollution monitoring and outlines future research directions. This review aims to provide valuable insights for advancing SERS-based strategies in environmental monitoring and promoting their practical application in water pollution detection.</p>","PeriodicalId":72192,"journal":{"name":"Analysis & sensing","volume":"5 6","pages":""},"PeriodicalIF":2.9,"publicationDate":"2025-05-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145470105","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Yota Suzuki, Ayumi Ikeda, Tomoaki Sugaya, Koji Ishihara
Fluoride ions improve dental health, but their excessive intake has adverse effects on the human body. Hence, a simple system for sensing fluoride ions is required. Herein, a simple colorimetric sensing system for fluoride ions is reported, together with the detailed investigation of its sensing mechanism. The azo dye-based chemosensors are designed bearing a boron ester moiety and a hydroxyl group at the ortho- and para-positions of the azo moiety, respectively (ortho-azophenylboronic acid esters, azoB-esters). A series of pinacol- and 1,8-naphtalenediamine-protected azoB-esters (azoB(pin)-1 − azoB(pin)-4, and azoB(dan)-1 − azoB(dan)-3, respectively) are synthesized. Single-crystal X-ray crystallography, UV–vis absorption spectroscopy, and 11B nuclear magnetic resonance studies reveal that all azoB-esters, except azoB(pin)-1, are mainly present as trigonal boronic acid species in tertiary butanol and aprotic solvents. Only azoB(pin)-1 shows the presence of a solvent-inserted species in protic solvents, resulting in an additional absorption band in the longer wavelength region. The azoB-esters show significant changes in their absorption spectra in response to fluoride ions in tertiary butanol, with some also displaying dramatic colorimetric changes detectable by the naked eye. For example, when azoB(pin)-2 is used to sense fluoride ions in surfactant-containing water, a visually discernible color change is observed.
{"title":"Ortho-Azophenylboronic Acid Esters for Colorimetric Fluoride Ion Sensing Designed by Speciation","authors":"Yota Suzuki, Ayumi Ikeda, Tomoaki Sugaya, Koji Ishihara","doi":"10.1002/anse.202500036","DOIUrl":"https://doi.org/10.1002/anse.202500036","url":null,"abstract":"<p>Fluoride ions improve dental health, but their excessive intake has adverse effects on the human body. Hence, a simple system for sensing fluoride ions is required. Herein, a simple colorimetric sensing system for fluoride ions is reported, together with the detailed investigation of its sensing mechanism. The azo dye-based chemosensors are designed bearing a boron ester moiety and a hydroxyl group at the <i>ortho</i>- and <i>para</i>-positions of the azo moiety, respectively (<i>ortho</i>-azophenylboronic acid esters, <b>azoB-ester</b>s). A series of pinacol- and 1,8-naphtalenediamine-protected <b>azoB-ester</b>s (<b>azoB(pin)-1</b> − <b>azoB(pin)-4,</b> and <b>azoB(dan)-1</b> − <b>azoB(dan)-3</b>, respectively) are synthesized. Single-crystal X-ray crystallography, UV–vis absorption spectroscopy, and <sup>11</sup>B nuclear magnetic resonance studies reveal that all <b>azoB-ester</b>s, except <b>azoB(pin)-1</b>, are mainly present as trigonal boronic acid species in tertiary butanol and aprotic solvents. Only <b>azoB(pin)-1</b> shows the presence of a solvent-inserted species in protic solvents, resulting in an additional absorption band in the longer wavelength region. The <b>azoB-ester</b>s show significant changes in their absorption spectra in response to fluoride ions in tertiary butanol, with some also displaying dramatic colorimetric changes detectable by the naked eye. For example, when <b>azoB(pin)-2</b> is used to sense fluoride ions in surfactant-containing water, a visually discernible color change is observed.</p>","PeriodicalId":72192,"journal":{"name":"Analysis & sensing","volume":"5 6","pages":""},"PeriodicalIF":2.9,"publicationDate":"2025-05-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145470107","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Electrochemiluminescence (ECL) is an advanced analytical and sensing technique that offers excellent spatiotemporal controllability, high sensitivity, and wide dynamic detection range. With the rapid development of ECL immunoassays, novel electrochemical materials, and optical detection devices, enhanced ECL systems based on the coreactant pathway have garnered a continued attention. Since the generation of active intermediates from coreactants serves as a pivotal step in the generation of ECL signals, the introduction of coreactant catalysts, materials capable of catalyzing the oxidation or reduction of coreactants to produce active intermediates, has significantly improved the ECL systems and expanded their applications. This review is concerned with some of the most recent and important advances in coreactant catalysts, aiming to comprehend how to rationally design high–performance ECL analytical systems. It starts by presenting a brief introduction on ECL mechanistic pictures and application scenarios. Then the focus is directed toward the catalytic enhancement mechanisms of various coreactant catalysts. Finally, a short perspective and outlook for the future of work is proposed.
{"title":"Coreactant Catalysts for Enhancing Electrochemiluminescence Bioassays","authors":"Jiayi Cao, Jialian Ding, Yafeng Wang, Bin Su","doi":"10.1002/anse.202500063","DOIUrl":"https://doi.org/10.1002/anse.202500063","url":null,"abstract":"<p>Electrochemiluminescence (ECL) is an advanced analytical and sensing technique that offers excellent spatiotemporal controllability, high sensitivity, and wide dynamic detection range. With the rapid development of ECL immunoassays, novel electrochemical materials, and optical detection devices, enhanced ECL systems based on the coreactant pathway have garnered a continued attention. Since the generation of active intermediates from coreactants serves as a pivotal step in the generation of ECL signals, the introduction of coreactant catalysts, materials capable of catalyzing the oxidation or reduction of coreactants to produce active intermediates, has significantly improved the ECL systems and expanded their applications. This review is concerned with some of the most recent and important advances in coreactant catalysts, aiming to comprehend how to rationally design high–performance ECL analytical systems. It starts by presenting a brief introduction on ECL mechanistic pictures and application scenarios. Then the focus is directed toward the catalytic enhancement mechanisms of various coreactant catalysts. Finally, a short perspective and outlook for the future of work is proposed.</p>","PeriodicalId":72192,"journal":{"name":"Analysis & sensing","volume":"5 6","pages":""},"PeriodicalIF":2.9,"publicationDate":"2025-05-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145470033","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Karandeep Grover, Muhammad Tahir Waseem, Haobo Guo, Elizabeth J. New
Fluorescent sensor arrays address the limitations of a single sensor by leveraging multiple sensing elements to generate unique response patterns for each of the analyte of interest. This approach has emerged as a powerful tool for identifying and analyzing intricate chemical and biological environments using various multivariate analytical tools such as principal component analysis (PCA), linear discriminant analysis (LDA), and hierarchical cluster analysis (HCA). Nevertheless, the extraction of reliable quantitative information from these arrays presents a greater challenge, primarily due to the complexity associated with managing large datasets using conventional regression methods. In recent years, there has been a notable surge in exploring diverse statistical multivariate techniques and deep learning models (including PCA, LDA, HCA, partial least square regression, support vector regression, Gaussian processes regression, and neural networks) as modern regression tools to handle multidimensional data. These analytical tools facilitate the simultaneous acquisition of both qualitative and quantitative information for various analytes using sensor arrays.
{"title":"Quantitative Analysis of Fluorescent Sensor Arrays","authors":"Karandeep Grover, Muhammad Tahir Waseem, Haobo Guo, Elizabeth J. New","doi":"10.1002/anse.202500052","DOIUrl":"https://doi.org/10.1002/anse.202500052","url":null,"abstract":"<p>Fluorescent sensor arrays address the limitations of a single sensor by leveraging multiple sensing elements to generate unique response patterns for each of the analyte of interest. This approach has emerged as a powerful tool for identifying and analyzing intricate chemical and biological environments using various multivariate analytical tools such as principal component analysis (PCA), linear discriminant analysis (LDA), and hierarchical cluster analysis (HCA). Nevertheless, the extraction of reliable quantitative information from these arrays presents a greater challenge, primarily due to the complexity associated with managing large datasets using conventional regression methods. In recent years, there has been a notable surge in exploring diverse statistical multivariate techniques and deep learning models (including PCA, LDA, HCA, partial least square regression, support vector regression, Gaussian processes regression, and neural networks) as modern regression tools to handle multidimensional data. These analytical tools facilitate the simultaneous acquisition of both qualitative and quantitative information for various analytes using sensor arrays.</p>","PeriodicalId":72192,"journal":{"name":"Analysis & sensing","volume":"5 6","pages":""},"PeriodicalIF":2.9,"publicationDate":"2025-05-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://chemistry-europe.onlinelibrary.wiley.com/doi/epdf/10.1002/anse.202500052","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145470034","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}