Ha Anh Nguyen
Current Organizations / Institutes
The organizations/institutes from the scholar's latest article
Research Subjects
Ha Anh Nguyen has a total of 100 co-authors. Here are the top co-authors by number of shared publications:
- Anh-Tuan Le
Phenikaa University Nano Institute (PHENA), Phenikaa School of Engineering (PSE), Phenikaa University, Hanoi 12116, Vietnam
29 shared publications - Ngo Xuan Dinh
Phenikaa University
16 shared publications - Quan-Doan Mai
Phenikaa University
15 shared publications - Dao Thi Nguyet Nga
Phenikaa University Nano Institute (PHENA), Phenikaa School of Engineering (PSE), Phenikaa University, Hanoi 12116, Vietnam
9 shared publications Vu Dinh Lam
Institute of Materials Science (IMS), Graduate University of Science and Technology (GUST), Vietnam Academy of Science and Technology, 18 Hoang Quoc Viet, Hanoi 10000, Vietnam
7 shared publicationsAnh-Tuan Le
6 shared publications
Latest Publications
- 31 August 2026
- Published by Elsevier in Sensors and Actuators A: Physical
- Vol. 411
A smart multi-stimuli-responsive Cu2O-Fe3O4 nanomaterial-based electrochemical sensor for chloramphenicol detection
- 31 August 2026
- Published by Elsevier in Sensors and Actuators A: Physical
- Vol. 411
A smart multi-stimuli-responsive Cu2O-Fe3O4 nanomaterial-based electrochemical sensor for chloramphenicol detection
- Open Access
- 16 July 2026
- Published by Elsevier in SSRN Electronic Journal
Flexible Cellulose/ZIF-8/Ag SERS Chips for Direct Solvent-free Detection of Styrene Vapor toward Rapid Occupational Monitoring
Styrene is one of the most important volatile organic compounds (VOCs) used extensively in polymer and composite manufacturing, where occupational exposure occurs predominantly through inhalation of its vapor. Although surface-enhanced Raman spectroscpoy (SERS) offers exceptional sensitivity for molecular analysis, its application to vapor-phase detection remains challenging because volatile molecules are difficult to efficiently accumulate at plasmonically active sites. Consequently, conventional styrene vapor analysis generally relies on multistep workflows involving vapor sampling and analyte desorption prior to analysis. Herein, we report a flexible Cellulose/ZIF-8/Ag SERS chip combined with a simple attach-and-capture strategy for direct solvent-free detection of styrene vapor. By attaching the SERS sensing chip to the inner surface of a vial cap, vapor sampling and SERS detection were integrated into a single operation without additional sample pretreatment. The developed SERS platform achieved a detection limit of 170 mg/m3, below current occupational exposure limits for styrene, together with excellent analytical reliability (RSDs of 1.89% within a single chip and 5.29% between independently fabricated chips) and outstanding post-sampling stability, showing only a 7.3% signal decrease after seven days under ambient conditions. These findings establish the proposed attach-and-capture strategy as a practical analytical workflow for integrating vapor sampling and SERS detection into a single solvent-free operation for rapid occupational monitoring of styrene vapor.
- 16 July 2026
- Published by Elsevier in SSRN Electronic Journal
Open AccessFlexible Cellulose/ZIF-8/Ag SERS Chips for Direct Solvent-free Detection of Styrene Vapor toward Rapid Occupational Monitoring
Styrene is one of the most important volatile organic compounds (VOCs) used extensively in polymer and composite manufacturing, where occupational exposure occurs predominantly through inhalation of its vapor. Although surface-enhanced Raman spectroscpoy (SERS) offers exceptional sensitivity for molecular analysis, its application to vapor-phase detection remains challenging because volatile molecules are difficult to efficiently accumulate at plasmonically active sites. Consequently, conventional styrene vapor analysis generally relies on multistep workflows involving vapor sampling and analyte desorption prior to analysis. Herein, we report a flexible Cellulose/ZIF-8/Ag SERS chip combined with a simple attach-and-capture strategy for direct solvent-free detection of styrene vapor. By attaching the SERS sensing chip to the inner surface of a vial cap, vapor sampling and SERS detection were integrated into a single operation without additional sample pretreatment. The developed SERS platform achieved a detection limit of 170 mg/m3, below current occupational exposure limits for styrene, together with excellent analytical reliability (RSDs of 1.89% within a single chip and 5.29% between independently fabricated chips) and outstanding post-sampling stability, showing only a 7.3% signal decrease after seven days under ambient conditions. These findings establish the proposed attach-and-capture strategy as a practical analytical workflow for integrating vapor sampling and SERS detection into a single solvent-free operation for rapid occupational monitoring of styrene vapor.
- 3 April 2026
- Published by Agence Bibliographique de l'Enseignement Supérieur
Synthesis and characterization of nano-bio-hybrid materials based on Turnip yellow mosaic virus
Synthèse et caractérisation de matériaux nano-bio-hybrides à base du virus TYMV (Turnip yellow mosaic virus): La nanotechnologie est un champ multidisciplinaire regroupant la biologie, la chimie, la physique et la science des matériaux, ce qui a permis de développer des matériaux hybrides. La nano-bio-technologie s’est inspirée des architectures hautement organisées naturelles à base de sucres, lipides, acides nucléiques et protéines. Plus récemment, les capsides de virus ont été utilisées comme échafaudage grâce à leur homogénéité, taille, robustesse, faible coût et leur capacité à se désassembler et se réassembler. Les nano-objets peuvent être greffés aussi bien sur leur surface externe qu’interne. Dans ce travail, j’ai utilisé le virus de la mosaique jaune du navet (turnip yellow mosaic virus, TYMV) pour développer des nouveaux matériaux nano-bio-hybrides.Dans la première partie de ce travail, j’ai étudié la stabilité et le désassemblage de la capside dans le but d’encapsuler des nano-objects dans la cavité. TYMV est un virus robuste, sa structure est stable dans une large gamme de pH (3<pH<10), à des températures allant jusqu’à 60 °C, en présence de dénaturants (SDS 0.12 M ou urée 2.7 M), et à des forces ioniques élevées (NaCl 1.4 M ou MgCl2 3 M). En présence de DTT 1M ou de guanidine 2.5 M, la capside est dénaturée. De plus, la capside se gonfle dans une solution de MgCl2 2 M. A pH 12, TYMV relargue son ARN, et conduit à la formation de capsides vides. Ces capsides peuvent être également produites par la méthode de congélation-décongélation dans l’azote liquide. Les capsides vides obtenues par ces deux méthodes ont permis d’encapsuler des nano-objets comme la sulforhodamine B, des quantum dots de ZnS (ZnS QDs) et des nanoparticules d’Or (AuNPs). L’encapsulation a été confirmée par des expériences d’électrophorèses et de fluorescence. Ces résultats montrent la possibilité d’insérer des nano-objets dans la cavité du virus qui pourrait les protéger et les rendre moins toxiques.Dans la seconde partie, la capside de TYMV a servie d’échafaudage pour créer un réseau tridimensionnel d’objets comme des AuNPs ou ZnS QDs. Les AuNPs de taille 5, 10 et 20 nm ont été greffés sur la capside selon deux stratégies. Après purification, les matériaux AuNP-TYMV ont été caractérisés par différentes techniques : la DLS a confirmé l’augmentation du diamètre hydrodynamique du matériau après greffage (33, 50, et 68 nm pour les AuNPs de 5, 10 et 20 nm, respectivement) comparé au celui de la capside seule (28 nm). Les observations en TEM montrent que les AuNPs s’arrangent autour du virus selon une symétrie d’axe 5, en accord avec la structure icosaédrique de la capside. De plus, les spectres d’absorption UV-visible indiquent un déplacement bathochrome de 10 ou 11 nm de la bande plasmon des AuNPs lorsqu’elles étaient greffées au virus. De plus, des ZnS QD de 1-2 nm, recouverts par de la cystéamine, ont été greffés sur la surface externe du TYMV par des liaisons amides. Les matériaux obtenus avec des rapports QD :TYMV de 20 :1 et 10 :1 ont des tailles mesurées par électrophorèse ou DLS différentes (31.9 ± 3 nm et 30.7 ± 2 nm, respectivement). Avec le ratio QD :TYMV 20 :1, on observe une augmentation de l’émission de fluorescence de 22% qui pourrait être expliquée par l’augmentation locale de QDs.
- 3 April 2026
- Published by Agence Bibliographique de l'Enseignement Supérieur
Synthesis and characterization of nano-bio-hybrid materials based on Turnip yellow mosaic virus
Synthèse et caractérisation de matériaux nano-bio-hybrides à base du virus TYMV (Turnip yellow mosaic virus): La nanotechnologie est un champ multidisciplinaire regroupant la biologie, la chimie, la physique et la science des matériaux, ce qui a permis de développer des matériaux hybrides. La nano-bio-technologie s’est inspirée des architectures hautement organisées naturelles à base de sucres, lipides, acides nucléiques et protéines. Plus récemment, les capsides de virus ont été utilisées comme échafaudage grâce à leur homogénéité, taille, robustesse, faible coût et leur capacité à se désassembler et se réassembler. Les nano-objets peuvent être greffés aussi bien sur leur surface externe qu’interne. Dans ce travail, j’ai utilisé le virus de la mosaique jaune du navet (turnip yellow mosaic virus, TYMV) pour développer des nouveaux matériaux nano-bio-hybrides.Dans la première partie de ce travail, j’ai étudié la stabilité et le désassemblage de la capside dans le but d’encapsuler des nano-objects dans la cavité. TYMV est un virus robuste, sa structure est stable dans une large gamme de pH (3<pH<10), à des températures allant jusqu’à 60 °C, en présence de dénaturants (SDS 0.12 M ou urée 2.7 M), et à des forces ioniques élevées (NaCl 1.4 M ou MgCl2 3 M). En présence de DTT 1M ou de guanidine 2.5 M, la capside est dénaturée. De plus, la capside se gonfle dans une solution de MgCl2 2 M. A pH 12, TYMV relargue son ARN, et conduit à la formation de capsides vides. Ces capsides peuvent être également produites par la méthode de congélation-décongélation dans l’azote liquide. Les capsides vides obtenues par ces deux méthodes ont permis d’encapsuler des nano-objets comme la sulforhodamine B, des quantum dots de ZnS (ZnS QDs) et des nanoparticules d’Or (AuNPs). L’encapsulation a été confirmée par des expériences d’électrophorèses et de fluorescence. Ces résultats montrent la possibilité d’insérer des nano-objets dans la cavité du virus qui pourrait les protéger et les rendre moins toxiques.Dans la seconde partie, la capside de TYMV a servie d’échafaudage pour créer un réseau tridimensionnel d’objets comme des AuNPs ou ZnS QDs. Les AuNPs de taille 5, 10 et 20 nm ont été greffés sur la capside selon deux stratégies. Après purification, les matériaux AuNP-TYMV ont été caractérisés par différentes techniques : la DLS a confirmé l’augmentation du diamètre hydrodynamique du matériau après greffage (33, 50, et 68 nm pour les AuNPs de 5, 10 et 20 nm, respectivement) comparé au celui de la capside seule (28 nm). Les observations en TEM montrent que les AuNPs s’arrangent autour du virus selon une symétrie d’axe 5, en accord avec la structure icosaédrique de la capside. De plus, les spectres d’absorption UV-visible indiquent un déplacement bathochrome de 10 ou 11 nm de la bande plasmon des AuNPs lorsqu’elles étaient greffées au virus. De plus, des ZnS QD de 1-2 nm, recouverts par de la cystéamine, ont été greffés sur la surface externe du TYMV par des liaisons amides. Les matériaux obtenus avec des rapports QD :TYMV de 20 :1 et 10 :1 ont des tailles mesurées par électrophorèse ou DLS différentes (31.9 ± 3 nm et 30.7 ± 2 nm, respectivement). Avec le ratio QD :TYMV 20 :1, on observe une augmentation de l’émission de fluorescence de 22% qui pourrait être expliquée par l’augmentation locale de QDs.
- Open Access
- 11 February 2026
- Published by Royal Society of Chemistry (RSC) in RSC Advances
- Vol. 16 (10) , 8517-8532
Fe-doping-driven enhancement of electronic conductivity and electrocatalytic performance in Gd 2 O 3 nanoparticles for ultrasensitive electrochemical detection of chloramphenicol in pharmaceutical and milk samples
Fe doping induces a synergistic enhancement of electronic conductivity and electrocatalytic activity in Gd 2 O 3 nanoparticles, enabling highly sensitive electrochemical detection of chloramphenicol in real pharmaceutical and milk samples.
- 11 February 2026
- Published by Royal Society of Chemistry (RSC) in RSC Advances
- Vol. 16 (10) , 8517-8532
Open AccessFe-doping-driven enhancement of electronic conductivity and electrocatalytic performance in Gd 2 O 3 nanoparticles for ultrasensitive electrochemical detection of chloramphenicol in pharmaceutical and milk samples
Fe doping induces a synergistic enhancement of electronic conductivity and electrocatalytic activity in Gd 2 O 3 nanoparticles, enabling highly sensitive electrochemical detection of chloramphenicol in real pharmaceutical and milk samples.
- Open Access
- 1 January 2026
- Published by Royal Society of Chemistry (RSC) in RSC Advances
From weak adsorption to selective detection: functionalized interfaces for SERS glucose sensing
This review frames SERS glucose sensing as an interfacial challenge, comparing boronic-acid, biomolecular, and MIP strategies to clarify how recognition, hotspot access, and signal transduction shape analytical performance.
- 1 January 2026
- Published by Royal Society of Chemistry (RSC) in RSC Advances
Open AccessFrom weak adsorption to selective detection: functionalized interfaces for SERS glucose sensing
This review frames SERS glucose sensing as an interfacial challenge, comparing boronic-acid, biomolecular, and MIP strategies to clarify how recognition, hotspot access, and signal transduction shape analytical performance.
- 31 December 2025
- Published by Royal Society of Chemistry (RSC) in Journal of Materials Chemistry B
- Vol. 14 (6) , 1783-1808
The probe–act paradigm in plasmonic cancer nanomedicine: advances in cancer diagnostics, therapy, and theranostics
Plasmonic nanostructures couple ultrasensitive readout with localized actuation via LSPR, enabling cancer diagnostics, therapy, and theranostics. We highlight core mechanisms, representative platforms, and translation barriers.
- 31 December 2025
- Published by Royal Society of Chemistry (RSC) in Journal of Materials Chemistry B
- Vol. 14 (6) , 1783-1808
The probe–act paradigm in plasmonic cancer nanomedicine: advances in cancer diagnostics, therapy, and theranostics
Plasmonic nanostructures couple ultrasensitive readout with localized actuation via LSPR, enabling cancer diagnostics, therapy, and theranostics. We highlight core mechanisms, representative platforms, and translation barriers.
- Open Access
- 8 December 2025
- Published by Royal Society of Chemistry (RSC) in RSC Advances
- Vol. 15 (57) , 49320-49352
Advances in surface-enhanced Raman scattering applications for precision agriculture: monitoring plant health and crop quality
This review surveys surface-enhanced Raman scattering (SERS) for plant health and crop quality, relating plasmonic substrate design, sampling strategies and data analysis to sensitive, selective detection of plant stress markers and residues.
- 8 December 2025
- Published by Royal Society of Chemistry (RSC) in RSC Advances
- Vol. 15 (57) , 49320-49352
Open AccessAdvances in surface-enhanced Raman scattering applications for precision agriculture: monitoring plant health and crop quality
This review surveys surface-enhanced Raman scattering (SERS) for plant health and crop quality, relating plasmonic substrate design, sampling strategies and data analysis to sensitive, selective detection of plant stress markers and residues.
- Open Access
- 22 October 2025
- Published by Royal Society of Chemistry (RSC) in RSC Advances
- Vol. 15 (48) , 40883-40896
Interfacial chemistry governs SERS detectability of trimethoprim and ketoprofen: adsorption geometry and chloride-mediated activation
Pharmaceutical residues such as trimethoprim (TMP) and ketoprofen (KTP) are of growing environmental concern due to their persistence in wastewater and potential ecological impacts. In this study, we developed and evaluated electrochemically synthesized silver nanoparticles (e-AgNPs) immobilized on aluminum substrates as surface-enhanced Raman scattering (SERS) sensors for the detection of TMP and KTP. Structural and morphological characterization confirmed uniform, crystalline nanoparticles with an optimal size (∼50 nm) for plasmonic enhancement. Electrochemical measurements showed that TMP and KTP possess nearly identical LUMO levels, yet their SERS responses differed markedly. TMP exhibited strong and reproducible SERS bands, enabling direct quantitative detection over a wide linear range (10−4 M to 10−8 M) with a detection limit of 3.84 × 10−9 M. In contrast, KTP showed intrinsically weak signals due to unfavorable adsorption geometry. Chloride modification (10−4 M NaCl) effectively “activated” KTP detectability by displacing citrate ligands and forming Ag–Clx − surface states, which facilitated the adsorption and charge transfer of the substrate. Under optimized conditions, KTP was quantified over 10−4 M to 10−7 M with a detection limit of 2.69 × 10−8 M. Real-sample validation demonstrated reliable recoveries of TMP (89–96%) and KTP (88–95%) in spiked tap water and commercial pharmaceutical tablets, despite matrix interferences. These obtained results highlight the decisive role of adsorption chemistry in SERS detectability and demonstrate that interfacial modification with chloride can extend SERS applicability to weakly adsorbing pharmaceutical pollutants, offering a sensitive platform for environmental monitoring and pharmaceutical quality control.
- 22 October 2025
- Published by Royal Society of Chemistry (RSC) in RSC Advances
- Vol. 15 (48) , 40883-40896
Open AccessInterfacial chemistry governs SERS detectability of trimethoprim and ketoprofen: adsorption geometry and chloride-mediated activation
Pharmaceutical residues such as trimethoprim (TMP) and ketoprofen (KTP) are of growing environmental concern due to their persistence in wastewater and potential ecological impacts. In this study, we developed and evaluated electrochemically synthesized silver nanoparticles (e-AgNPs) immobilized on aluminum substrates as surface-enhanced Raman scattering (SERS) sensors for the detection of TMP and KTP. Structural and morphological characterization confirmed uniform, crystalline nanoparticles with an optimal size (∼50 nm) for plasmonic enhancement. Electrochemical measurements showed that TMP and KTP possess nearly identical LUMO levels, yet their SERS responses differed markedly. TMP exhibited strong and reproducible SERS bands, enabling direct quantitative detection over a wide linear range (10−4 M to 10−8 M) with a detection limit of 3.84 × 10−9 M. In contrast, KTP showed intrinsically weak signals due to unfavorable adsorption geometry. Chloride modification (10−4 M NaCl) effectively “activated” KTP detectability by displacing citrate ligands and forming Ag–Clx − surface states, which facilitated the adsorption and charge transfer of the substrate. Under optimized conditions, KTP was quantified over 10−4 M to 10−7 M with a detection limit of 2.69 × 10−8 M. Real-sample validation demonstrated reliable recoveries of TMP (89–96%) and KTP (88–95%) in spiked tap water and commercial pharmaceutical tablets, despite matrix interferences. These obtained results highlight the decisive role of adsorption chemistry in SERS detectability and demonstrate that interfacial modification with chloride can extend SERS applicability to weakly adsorbing pharmaceutical pollutants, offering a sensitive platform for environmental monitoring and pharmaceutical quality control.
- 3 July 2025
- Published by American Chemical Society (ACS) in Langmuir
- Vol. 41 (27) , 17543-17554
Visible Light-Assisted Detection of Furazolidone Using a Ag@Fe3O4 Nanoparticle-Based Electrochemical Sensor
This study presents a visible light-enhanced electrochemical sensor for detecting furazolidone (FZD), a widely used antibiotic, using a magnetoplasmonic Ag@Fe3O4 nanoparticle (MagPlas NPs)-modified screen-printed electrode (SPE). Under visible light irradiation, the MagPlas-based electrochemical sensor demonstrates significantly enhanced sensitivity compared to its performance in the absence of light. This enhancement is attributed to multiple synergistic mechanisms, including photosensitization of MagPlas NPs, improved electron transfer kinetics, and increased adsorption capacity. The sensor exhibits a linear response to FZD concentrations over a wide range, achieving a low limit of detection (LOD) of 0.477 μM with visible light irradiation, demonstrating the sensor's high sensitivity. It also demonstrates good repeatability and anti-interference ability, and can be successfully applied for the determination of FZD in real milk samples. This electrochemical sensor offers a promising approach for rapid, sensitive, and reliable detection of FZD in various applications.
- 3 July 2025
- Published by American Chemical Society (ACS) in Langmuir
- Vol. 41 (27) , 17543-17554
Visible Light-Assisted Detection of Furazolidone Using a Ag@Fe3O4 Nanoparticle-Based Electrochemical Sensor
This study presents a visible light-enhanced electrochemical sensor for detecting furazolidone (FZD), a widely used antibiotic, using a magnetoplasmonic Ag@Fe3O4 nanoparticle (MagPlas NPs)-modified screen-printed electrode (SPE). Under visible light irradiation, the MagPlas-based electrochemical sensor demonstrates significantly enhanced sensitivity compared to its performance in the absence of light. This enhancement is attributed to multiple synergistic mechanisms, including photosensitization of MagPlas NPs, improved electron transfer kinetics, and increased adsorption capacity. The sensor exhibits a linear response to FZD concentrations over a wide range, achieving a low limit of detection (LOD) of 0.477 μM with visible light irradiation, demonstrating the sensor's high sensitivity. It also demonstrates good repeatability and anti-interference ability, and can be successfully applied for the determination of FZD in real milk samples. This electrochemical sensor offers a promising approach for rapid, sensitive, and reliable detection of FZD in various applications.
- Open Access
- 21 May 2025
- Published by Royal Society of Chemistry (RSC) in RSC Advances
- Vol. 15 (22) , 17635-17647
Ultrasensitive detection of carbendazim pesticide in tea leaves using a green Ag/CuO(Cu2O) nanocomposite-based SERS sensor: role of metal/semiconductor transition in sensing performance
Surface-enhanced Raman spectroscopy (SERS) is increasingly recognized as a powerful tool for analytical applications, especially in food safety, due to its ability to detect molecular fingerprints even at the single-molecule level. Developing SERS substrates that offer not only high sensitivity but also reliability and practicability is critical for transitioning SERS from a laboratory-based technique to practical field applications. In this study, we present an outstandingly sensitive, reliable, and practical Ag/CuO nanocomposite SERS substrate, fabricated through a simple green electrochemical method. The Ag/CuO substrate demonstrates remarkable sensitivity, detecting carbendazim (CBZ), a hazardous pesticide widely used in tea leaves, at an ultra-low limit of 8.85 × 10−11 M, outperforming bare Ag substrate, which only reaches 10−6 M. The high reliability of the Ag/CuO substrate is confirmed by excellent repeatability and reproducibility, with a relative standard deviation (RSD) of less than 10%. Practicability was validated through the direct detection of CBZ in fresh tea leaves, yielding sharp recovery values of 85% to 106%. Additionally, the SERS enhancement mechanism was explored by comparing the performance of Ag, Ag/Cu2O, and Ag/CuO substrates, revealing the critical role of metal (Ag) and semiconductor (Cu2O, CuO) transitions in overall sensing performance. These findings underscore the potential of Ag/CuO nanocomposites for ultrasensitive pesticide detection in real-world agricultural environments and highlight the importance of metal/semiconductor transitions in designing more efficient SERS substrates. This paves the way for the development of versatile, field-ready SERS platforms applicable to a wide range of analytical and environmental monitoring needs.
- 21 May 2025
- Published by Royal Society of Chemistry (RSC) in RSC Advances
- Vol. 15 (22) , 17635-17647
Open AccessUltrasensitive detection of carbendazim pesticide in tea leaves using a green Ag/CuO(Cu2O) nanocomposite-based SERS sensor: role of metal/semiconductor transition in sensing performance
Surface-enhanced Raman spectroscopy (SERS) is increasingly recognized as a powerful tool for analytical applications, especially in food safety, due to its ability to detect molecular fingerprints even at the single-molecule level. Developing SERS substrates that offer not only high sensitivity but also reliability and practicability is critical for transitioning SERS from a laboratory-based technique to practical field applications. In this study, we present an outstandingly sensitive, reliable, and practical Ag/CuO nanocomposite SERS substrate, fabricated through a simple green electrochemical method. The Ag/CuO substrate demonstrates remarkable sensitivity, detecting carbendazim (CBZ), a hazardous pesticide widely used in tea leaves, at an ultra-low limit of 8.85 × 10−11 M, outperforming bare Ag substrate, which only reaches 10−6 M. The high reliability of the Ag/CuO substrate is confirmed by excellent repeatability and reproducibility, with a relative standard deviation (RSD) of less than 10%. Practicability was validated through the direct detection of CBZ in fresh tea leaves, yielding sharp recovery values of 85% to 106%. Additionally, the SERS enhancement mechanism was explored by comparing the performance of Ag, Ag/Cu2O, and Ag/CuO substrates, revealing the critical role of metal (Ag) and semiconductor (Cu2O, CuO) transitions in overall sensing performance. These findings underscore the potential of Ag/CuO nanocomposites for ultrasensitive pesticide detection in real-world agricultural environments and highlight the importance of metal/semiconductor transitions in designing more efficient SERS substrates. This paves the way for the development of versatile, field-ready SERS platforms applicable to a wide range of analytical and environmental monitoring needs.