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RESEARCH PAPER · Advanced Engineering Materials · 2024

Machine Learning‐Assisted Research and Development of Chemiresistive Gas Sensors

Zhenyu Yuan, Xueman Luo, Fanli Meng

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Machine Learning‐Assisted Research and Development of Chemiresistive Gas SensorsOriginalScalable Photonic Nose Development through Corona Phase Molecular Recognition10In-situ electrochemical deposition of PPy-Ce2Sn2O7 for highly sensitive detection of NH3 and humidity at room temperature11Applications of machine learning in surfaces and interfaces30Artificial Intelligence in Gas Sensing: A Review130Selectivity in Chemiresistive Gas Sensors: Strategies and Challenges418Recent Advances in Resistive Gas Sensors: Fundamentals, Material and Device Design, and Intelligent Applications53Single-atom engineered sensors for volatile organic compounds13A Flexible Single‐Sensor MEMS E‐Nose with Dual‐Temperature Modulation for VOCs Classification and Breath‐Based Silent Communication16Artificial intelligence-assisted volatile and biogenic amines sensors in intelligent monitoring of food freshness-recent advances, challenges, and future prospects26AI‐Enabled Hematene‐Based Nitric Oxide Gas Sensor Suitable for Respiratory Disease Monitoring2AI‑driven photonic noses: from conventional sensors to cloud‑to-edge intelligent microsystems15Pioneering p- and n-Type Chemiresistive Technologies: Broad-Spectrum Detection of Deleterious Airborne Pollutants3Development and Synthesis Methodology of Versatile Bulk and Nanostructured Material for Gas Sensors1Application of DFT to MOS gas sensors: A review of sensing mechanisms8A Customized Design Method for Bionic Spider Crack Strain Sensors Based on Active Learning and Data Augmentation0Hydrogen Halide Gas Sensors: Active Materials, Operation Principles, and Emerging Technologies2Next-gen VOC sensing: AI-driven non-invasive detection0Recent advances in single metal atom-modified metal oxides for high-performance gas sensors: A review1Two-dimensional materials for gas sensing: bridging computational design and experimental synthesis0Artificial intelligence-enabled MOS gas sensors: Towards Selective and intelligent detection in complex environments19Chemiresistive Gas Sensors: Materials, Mechanisms, and Applications on the Road to Intelligence and Multifunctionality22Integrated MoS2 E-nose for binary gas mixture fingerprint and quantitative analysis1Integrated WTe 2 @SnO 2 Heterojunction Sensors and Deep Learning Architecture for Intelligent Multi-Gas Detection under Environmental Variations5Machine-learning-enabled cross-selective VOC sensing in ionic-liquid-based printed gas sensors3Machine learning applications in semiconductor metal oxide chemiresistive hydrogen sensing: A review3On-site food monitoring: a smartphone-readable carbon quantum dots sensor for ethanol and dimethylamine1Two-Dimensional Materials for Intelligent Gas Sensors2Data driven design of Janus SnSSe Gas Sensors: Research on density functional theory and reliability aware ensemble learning0High-performance gas-sensor fabricated with Ti3C2Tx ternary composites decorated with Pd and SnO2 dual-type nanoparticles for room-temperature hydrogen detection1Multifood Odor and Freshness Classification Using a Low-Cost Gas Sensor Array and Machine Learning Technique0Machine Learning-Driven Design of Metal Oxide Gas Sensors: From Mechanisms to Intelligent Sensing: A Review0Artificial intelligence for signal processing in semiconductor gas sensors: Advances, comparisons, and future perspectives0

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  1. Scalable Photonic Nose Development through Corona Phase Molecular Recognition

    ACS Sensors · 2024-12-04

    Minyeong Yoon, Seyoung Shin, S.H. Lee, Joohoon Kang, Xun Gong, Soo‐Yeon Cho

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  2. In-situ electrochemical deposition of PPy-Ce2Sn2O7 for highly sensitive detection of NH3 and humidity at room temperature

    Talanta · 2025-02-17

    Wenxi Zhang, Jing Hu, Diancheng Zhu, Linyan Gu, Miao Cheng, Tao Wei, Qianqian Liu, Qianqian Liu, Ruirui Wang, Wanfei Li, Yun Ling, Bo Liu

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  3. Applications of machine learning in surfaces and interfaces

    Chemical Physics Reviews · 2025-03-01

    Shaofeng Xu, Jing‐Yuan Wu, Ying Guo, Qing Zhang, Xiaoxia Zhong, Jinjin Li, Wei Li Ren

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  4. Artificial Intelligence in Gas Sensing: A Review

    ACS Sensors · 2025-03-11

    M. Arshad Zahangir Chowdhury, Matthew A. Oehlschlaeger

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  5. Selectivity in Chemiresistive Gas Sensors: Strategies and Challenges

    Chemical Reviews · 2025-04-08

    Peresi Majura Bulemo, Dong‐Ha Kim, Hamin Shin, Hee‐Jin Cho, Won‐Tae Koo, Seon‐Jin Choi, Chungseong Park, Jaewan Ahn, Andreas T. Güntner, Reginald M. Penner, Il‐Doo Kim

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  6. Recent Advances in Resistive Gas Sensors: Fundamentals, Material and Device Design, and Intelligent Applications

    Chemosensors · 2025-06-21

    Peiqingfeng Wang, Shusheng Xu, Xuerong Shi, Jiaqing Zhu, Haichao Xiong, Huimin Wen

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  7. Single-atom engineered sensors for volatile organic compounds

    Materials Science and Engineering R Reports · 2025-07-02

    Sowjanya Vallem, Malayil Gopalan Sibi, K. Keerthi, Anam Giridhar Babu, Vishaka Goyal, E. A. Lohith, N.V.V. Jyothi, K. Praveena, Kasibhatta Sivakumar, T G Satheesh Babu, Punathil Vasu Suneesh, Hari Bandi, Daniel‐Ioan Stroe, Sada Venkateswarlu, Aristides Bakandritsos, Rajenahally V. Jagadeesh, Radek Zbořil

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  8. A Flexible Single‐Sensor MEMS E‐Nose with Dual‐Temperature Modulation for VOCs Classification and Breath‐Based Silent Communication

    Small · 2025-07-09

    Mianyi Xiang, Yamin Liu, Ziyang Yang, Jinlei Jiang, Weicheng Wang, Yao Hu, Daxiang Cui, Qichao Li

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  9. Artificial intelligence-assisted volatile and biogenic amines sensors in intelligent monitoring of food freshness-recent advances, challenges, and future prospects

    Trends in Food Science & Technology · 2025-09-17

    Xiaobo Zhang, Yifan Guo, Xiuwen Wang, Jingli Yuan, Qiuyue Zheng, Bo Hu, Ronggang Liu, Jijuan Cao

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  10. AI‐Enabled Hematene‐Based Nitric Oxide Gas Sensor Suitable for Respiratory Disease Monitoring

    Advanced Materials Technologies · 2025-10-06

    Ujjwal Singh, Sumit Kumar Choudhary, Akanksha Dwivedi, Sarvar Singh, Pranay Ranjan, Devendra Singh Negi, Ajay Agarwal

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  11. AI‑driven photonic noses: from conventional sensors to cloud‑to-edge intelligent microsystems

    Microsystems & Nanoengineering · 2025-11-07

    Hong Zhou, Hemin Zhang, Ruirong Zhang, Xichen Yuan, Honglong Chang

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  12. Pioneering p- and n-Type Chemiresistive Technologies: Broad-Spectrum Detection of Deleterious Airborne Pollutants

    ACS Applied Electronic Materials · 2025-11-14

    Sandeep R. Sahu, Neetu Vishwakarma, Mukesh Kumar, Prabal Pratap Singh, Sangeeta Prasher, Dai‐Viet N. Vo, Ajit Kumar Sharma

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  13. Development and Synthesis Methodology of Versatile Bulk and Nanostructured Material for Gas Sensors

    Smart sensors, measurement and instrumentation · 2025-11-23

    Mukesh Sahu, Vineet Sharma, K. Uma Maheshwari, Mrityunjay Kumar Singh, Yagyadatta Goswami

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  14. Application of DFT to MOS gas sensors: A review of sensing mechanisms

    Sensors and Actuators A Physical · 2025-12-03

    Min-Jae Kim, Ayoung Yoon, Ji Chul Jung, Wonjong Jung

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  15. A Customized Design Method for Bionic Spider Crack Strain Sensors Based on Active Learning and Data Augmentation

    IEEE Transactions on Instrumentation and Measurement · 2026-01-01

    Yan Li, Sicheng Zong, Wenhao Yang, Yu Wang, Yujiang Fan, Jing Wang, Yan Meng, Fuling Yang

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  16. Hydrogen Halide Gas Sensors: Active Materials, Operation Principles, and Emerging Technologies

    Interdisciplinary materials · 2026-01-01

    Xiuzhen Liu, Nikita V. Tukachev, Kehang Wang, Dmirty Zhirihin, Yaopeng Cheng, Pavel O. Krasnov, Mingzhao Song, Soslan A. Khubezhov, Wenping Yin, Emmanuel I. Stratakis, Sailing He, Andrey L. Rogach, S. V. Makarov

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  17. Next-gen VOC sensing: AI-driven non-invasive detection

    Elsevier eBooks · 2026-01-01

    Akhilesh Kumar Pathak, Charusluk Viphavakit, Sridhar Krishnaswamy

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  18. Recent advances in single metal atom-modified metal oxides for high-performance gas sensors: A review

    Sensors International · 2026-01-01

    Shulin Yang, Zhao Wang, Gui Lei, Zhigao Lan, Huoxi Xu, Haoshuang Gu

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  19. Two-dimensional materials for gas sensing: bridging computational design and experimental synthesis

    Physical Chemistry Chemical Physics · 2026-01-01

    Zhixiu Wang, Xingang Jiang, Jing Zhang, Haiying Du, Wencai Yi

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  20. Artificial intelligence-enabled MOS gas sensors: Towards Selective and intelligent detection in complex environments

    Sensors and Actuators A Physical · 2026-01-15

    Gen Li, Sunghoon Park, Hyojung Kim, Muhammad Hilal, Zhicheng Cai

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  21. Chemiresistive Gas Sensors: Materials, Mechanisms, and Applications on the Road to Intelligence and Multifunctionality

    Small · 2026-01-20

    Junhao Wang, Haiyang Gong, Fangyuan Tian, Zeyu Li, Jialiang Li, Jianjun Jiang, Yujun Li, Xing Chen

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  22. Integrated MoS2 E-nose for binary gas mixture fingerprint and quantitative analysis

    Chemical Engineering Journal · 2026-03-05

    Minmin Zhao, Zhicheng Lin, Yangxiu Chen, Yuehao Li, Chao Tan, Guohua Hu, Z. X. Wang

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  23. Integrated WTe 2 @SnO 2 Heterojunction Sensors and Deep Learning Architecture for Intelligent Multi-Gas Detection under Environmental Variations

    Analytical Chemistry · 2026-03-05

    Xinlei Li, Xinlei Li, Shupeng Sun, Yang Chi, Nan Wang, Baoyu Huang, Inkyu Park, Xiaogan Li, Xiaogan Li

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  24. Machine-learning-enabled cross-selective VOC sensing in ionic-liquid-based printed gas sensors

    Chemical Engineering Journal · 2026-03-09

    Bruna F. Gonçalves, Javier Vicente, Nikola Peřinka, Daniela Maria Correia, E. Fernández, Roberto Fernández de Luis, Senentxu Lanceros-Méndez

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  25. Machine learning applications in semiconductor metal oxide chemiresistive hydrogen sensing: A review

    International Journal of Hydrogen Energy · 2026-04-22

    Sandun Ranasinghe, Ali Yavari, Thilini Thathsara, Christopher J. Harrison, Mahnaz Shafiei

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  26. On-site food monitoring: a smartphone-readable carbon quantum dots sensor for ethanol and dimethylamine

    Food Chemistry · 2026-05-21

    Manjun Guan, Xinyi Liu, Guilong Wang, Kuan Li, Mingtian Li

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  27. Two-Dimensional Materials for Intelligent Gas Sensors

    ACS Applied Materials & Interfaces · 2026-06-25

    Qingying Ren, Lili Gao, Teng Jiang, Jing Wang, Wenke Huang, Fengyu Miao, Shengbin Gao, Shuangmei Xue, Ken Ning, Guanglong Ding

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  28. Data driven design of Janus SnSSe Gas Sensors: Research on density functional theory and reliability aware ensemble learning

    Surfaces and Interfaces · 2026-07-08

    Zongyang Chen, Kelin Hu, Yongkang Jian, Tao Li, Quansheng Yi, Yao Liu, Hang Huo, Jing Zhang

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  29. High-performance gas-sensor fabricated with Ti3C2Tx ternary composites decorated with Pd and SnO2 dual-type nanoparticles for room-temperature hydrogen detection

    Sensors and Actuators B Chemical · 2026-07-09

    Haoyang Ge, T H Wang, Mingyu Li, Songhua Xie, Haifei Lu, Xiaoyan Wen, Cong Wang, Mingyu Li

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  30. Multifood Odor and Freshness Classification Using a Low-Cost Gas Sensor Array and Machine Learning Technique

    IEEE Sensors Journal · 2026-07-23

    Vinod Shrivastava, Priyesh Saini, Shubhajit Roy Chowdhury

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  31. Machine Learning-Driven Design of Metal Oxide Gas Sensors: From Mechanisms to Intelligent Sensing: A Review

    Processes · 2026-08-23

    Abdul Shakoor, Syed Adil Sardar, Farhan Akhtar, Farhan Akhtar, Woo Young Kim

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  32. Artificial intelligence for signal processing in semiconductor gas sensors: Advances, comparisons, and future perspectives

    Sensors and Actuators A Physical · 2026-09-26

    Ruiyu Hou, Yiwen Zhou, Kaidi Wu, Carla Bittencourt, Marc Debliquy, Hanlin Liao, Chao Zhang

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