Citation: Yong Jing LIN, Er Yi ZRU, Peng Yuan YANG. Artificial Neural Networks Applied to Gas Mixture Analysis[J]. Chinese Chemical Letters, ;1997, 8(7): 623-626. shu

Artificial Neural Networks Applied to Gas Mixture Analysis

The Laboratory of Analytical Science, Xiamen University Xiamen 361005

Received Date: 20 December 1996

Fund Project: We express our gratitude to the National Natural Science Foundation of China, Fujian province and Xiamai City for their financial fund supports.

An array composed of sixteen gas sensors was constructed to analyze gas mixtures quantitatively.The data of responses from the sensor array to ethane,propane and propylene were treated by three-layer ANN with BP algorithms and PLS.The analytical results indicated that the concentration predicted with ANN is better than that with PLS.The average prediction errors for ethane,propane and propylene were 5.11%,8.28%,2.64%,respectively.
1. [1]
  Xiaoman Dang , Zhiying Wu , Tangxin Xiao , Zhouyu Wang , Leyong Wang . Highly robust supramolecular polymer networks crosslinked by metallacycles. Chinese Chemical Letters, 2024, 35(12): 110208-. doi: 10.1016/j.cclet.2024.110208
2. [2]
  Feihu Wu , Gengwen Chen , Kaitao Lai , Shiqing Zhang , Yingchao Liu , Ruijian Luo , Xiaocong Wang , Pinzhi Cao , Yi Ye , Jiarong Lian , Junle Qu , Zhigang Yang , Xiaojun Peng . Non-specific/specific SERS spectra concatenation for precise bacteria classifications with few samples using a residual neural network. Chinese Chemical Letters, 2025, 36(1): 109884-. doi: 10.1016/j.cclet.2024.109884
3. [3]
  Xueling Yu , Lixing Fu , Tong Wang , Zhixin Liu , Na Niu , Ligang Chen . Multivariate chemical analysis: From sensors to sensor arrays. Chinese Chemical Letters, 2024, 35(7): 109167-. doi: 10.1016/j.cclet.2023.109167
4. [4]
  Hong Dong , Feng-Ming Zhang . Covalent organic frameworks for artificial photosynthetic diluted CO2 reduction. Chinese Journal of Structural Chemistry, 2024, 43(7): 100307-100307. doi: 10.1016/j.cjsc.2024.100307
5. [5]
  Peizhe Li , Qiaoling Liu , Mengyu Pei , Yuci Gan , Yan Gong , Chuchen Gong , Pei Wang , Mingsong Wang , Xiansong Wang , Da-Peng Yang , Bo Liang , Guangyu Ji . Chlorogenic acid supported strontium polyphenol networks ensemble microneedle patch to promote diabetic wound healing. Chinese Chemical Letters, 2024, 35(8): 109457-. doi: 10.1016/j.cclet.2023.109457
6. [6]
  Ting Shi , Ziyang Song , Yaokang Lv , Dazhang Zhu , Ling Miao , Lihua Gan , Mingxian Liu . Hierarchical porous carbon guided by constructing organic-inorganic interpenetrating polymer networks to facilitate performance of zinc hybrid supercapacitors. Chinese Chemical Letters, 2025, 36(1): 109559-. doi: 10.1016/j.cclet.2024.109559
7. [7]
  Xiaoyan Peng , Xuanhao Wu , Fan Yang , Yefei Tian , Mingming Zhang , Hongye Yuan . Gas sensors based on metal-organic frameworks: challenges and opportunities. Chinese Journal of Structural Chemistry, 2024, 43(3): 100251-100251. doi: 10.1016/j.cjsc.2024.100251
8. [8]
  Hongxia Li , Xiyang Wang , Du Qiao , Jiahao Li , Weiping Zhu , Honglin Li . Mechanism of nanoparticle aggregation in gas-liquid microfluidic mixing. Chinese Chemical Letters, 2024, 35(4): 108747-. doi: 10.1016/j.cclet.2023.108747
9. [9]
  Jie Ma , Jianxiang Wang , Jianhua Yuan , Xiao Liu , Yun Yang , Fei Yu . The regulating strategy of hierarchical structure and acidity in zeolites and application of gas adsorption: A review. Chinese Chemical Letters, 2024, 35(11): 109693-. doi: 10.1016/j.cclet.2024.109693
10. [10]
  Neng Shi , Haonan Jia , Jixiang Zhang , Pengyu Lu , Chenglong Cai , Yixin Zhang , Liqiang Zhang , Nongyue He , Weiran Zhu , Yan Cai , Zhangqi Feng , Ting Wang . Accurate expression of neck motion signal by piezoelectric sensor data analysis. Chinese Chemical Letters, 2024, 35(9): 109302-. doi: 10.1016/j.cclet.2023.109302
11. [11]
  Yuxin Li , Chengbin Liu , Qiuju Li , Shun Mao . Fluorescence analysis of antibiotics and antibiotic-resistance genes in the environment: A mini review. Chinese Chemical Letters, 2024, 35(10): 109541-. doi: 10.1016/j.cclet.2024.109541
12. [12]
  Ke-Ai Zhou , Lian Huang , Xing-Ping Fu , Li-Ling Zhang , Yu-Ling Wang , Qing-Yan Liu . Fluorinated metal-organic framework for methane purification from a ternary CH4/C2H6/C3H8 mixture. Chinese Journal of Structural Chemistry, 2023, 42(11): 100172-100172. doi: 10.1016/j.cjsc.2023.100172
13. [13]
  Yunxin Li , Jinghui Zhang , Jisen Chen , Feng Zhu , Zhiqiang Liu , Peng Bao , Wei Shen , Sheng Tang . Detection of SARS-CoV-2 based on artificial intelligence-assisted smartphone: A review. Chinese Chemical Letters, 2024, 35(7): 109220-. doi: 10.1016/j.cclet.2023.109220
14. [14]
  Chaoqun Ma , Yuebo Wang , Ning Han , Rongzhen Zhang , Hui Liu , Xiaofeng Sun , Lingbao Xing . Carbon dot-based artificial light-harvesting systems with sequential energy transfer and white light emission for photocatalysis. Chinese Chemical Letters, 2024, 35(4): 108632-. doi: 10.1016/j.cclet.2023.108632
15. [15]
  Lei Zhou , Youjun Zhou , Lizhen Fang , Yiqiao Bai , Yujia Meng , Liang Li , Jie Yang , Yong Yao . Pillar[5]arene based artificial light-harvesting supramolecular polymer for efficient and recyclable photocatalytic applications. Chinese Chemical Letters, 2024, 35(9): 109509-. doi: 10.1016/j.cclet.2024.109509
16. [16]
  Shangda Qu , Yiming Yuan , Xu Ye , Wentao Xu . High sensitivity artificial synapses using printed high-transmittance ITO fibers for neuromorphic computing. Chinese Chemical Letters, 2024, 35(12): 110030-. doi: 10.1016/j.cclet.2024.110030
17. [17]
  Ran Cen , Yan-Yan Tang , Li-Xia Chen , Zhu Tao , Xin Xiao . A novel supramolecular assembly based on nor-seco-cucurbit[10]uril for spermine sensing and artificial light-harvesting. Chinese Chemical Letters, 2025, 36(1): 109744-. doi: 10.1016/j.cclet.2024.109744
18. [18]
  Chenlu Huang , Xinyu Yang , Qingyu Yu , Linhua Zhang , Dunwan Zhu . Gas-generating polymersomes-based amplified photoimmunotherapy for abscopal effect and tumor metastasis inhibition. Chinese Chemical Letters, 2024, 35(6): 109680-. doi: 10.1016/j.cclet.2024.109680
19. [19]
  Yu Deng , Yan Liu , Yonghui Deng , Jinsheng Cheng , Yidong Zou , Wei Luo . In situ sulfur-doped mesoporous tungsten oxides for gas sensing toward benzene series. Chinese Chemical Letters, 2024, 35(7): 108898-. doi: 10.1016/j.cclet.2023.108898
20. [20]
  Haoyang Wang , Ronghao Zhang , Yanlun Ren , Li Zhang . A convenient method for measuring gas-liquid volumetric mass transfer coefficient in micro reactors. Chinese Chemical Letters, 2024, 35(4): 108833-. doi: 10.1016/j.cclet.2023.108833

Get Citation

PDF

XML

Metrics

PDF Downloads(0)
Abstract views(489)
HTML views(2)

通讯作者: 陈斌, bchen63@163.com

1.
沈阳化工大学材料科学与工程学院沈阳 110142

Address：Zhongguancun North First Street 2,100190 Beijing, PR China Tel: +86-010-82449177-888

DownLoad: Full-Size Img PowerPoint

Return