Determination of free chlorine concentration and pH of the water using neural network based colorimetric method

被引:2
|
作者
Yaman, Suleyman [1 ,2 ]
Karasekreter, Naim [1 ]
Ergun, Ucman [1 ]
机构
[1] Afyon Kocatepe Univ, Fac Engn, Dept Biomed Engn, TR-03200 Afyon, Turkey
[2] Firat Univ, Vocat Sch Tech Sci, Dept Elect & Automat, TR-23200 Elazig, Turkey
关键词
Colorimetric method; Digital image processing; Free chlorine; pH; Artificial neural network; PLATFORM;
D O I
10.1007/s11696-022-02287-w
中图分类号
O6 [化学];
学科分类号
0703 ;
摘要
The free chlorine concentration and pH of the water must be constantly monitored and controlled for reasons such as disinfection effectiveness, operational monitoring, and public health. In this study, a novel, user-friendly, cost-effective, and the portable system was developed that can determine the free chlorine concentration and pH of water rapidly and with high accuracy by digital image processing-based colorimetric method. The proposed system is based on capturing the image of the occurred color change by adding an indicator to the water samples and analyzing it with an artificial neural network and digital image processing techniques. According to the measurement results obtained from the developed system, it was found that the proposed method has an accuracy of 99.71% for free chlorine concentration and 99.69% for pH value. The results obtained were discussed with other studies in the literature and showed that the proposed method can be used in the determination of free chlorine concentration and pH in drinking water, swimming pools, well waters, and aqua parks.
引用
收藏
页码:5721 / 5732
页数:12
相关论文
共 50 条
  • [1] Determination of free chlorine concentration and pH of the water using neural network based colorimetric method
    Süleyman Yaman
    Naim Karasekreter
    Uçman Ergün
    Chemical Papers, 2022, 76 : 5721 - 5732
  • [2] Application of Artificial Neural Network for Reducing of Chlorine Residual Concentration in Water Distribution Network
    Koo, Jayong
    Inakazu, Toyono
    Koizumi, Akira
    Arai, Yasuhiro
    Kim, Kyoungpil
    Ahn, Jaechan
    WATER PRACTICE AND TECHNOLOGY, 2008, 3 (02):
  • [3] Field analysis free chlorine in water samples by a smartphone-based colorimetric device with improved sensitivity and accuracy
    Dou, Jianzhi
    Shang, Jian
    Kang, Qi
    Shen, Dazhong
    MICROCHEMICAL JOURNAL, 2019, 150
  • [4] Determination of Soil Nutrients and pH level using Image Processing and Artificial Neural Network
    Carlo Puno, John
    Sybingco, Edwin
    Dadios, Elmer
    Valenzuela, Ira
    Cuello, Joel
    2017 IEEE 9TH INTERNATIONAL CONFERENCE ON HUMANOID, NANOTECHNOLOGY, INFORMATION TECHNOLOGY, COMMUNICATION AND CONTROL, ENVIRONMENT AND MANAGEMENT (IEEE HNICEM), 2017,
  • [5] Integrated water quality monitoring system with pH, free chlorine, and temperature sensors
    Qin, Yiheng
    Alam, Arif U.
    Pan, Si
    Howlader, Matiar M. R.
    Ghosh, Raja
    Hu, Nan-Xing
    Jin, Hao
    Dong, Shurong
    Chen, Chih-Hung
    Deen, M. Jamal
    SENSORS AND ACTUATORS B-CHEMICAL, 2018, 255 : 781 - 790
  • [6] On-site colorimetric determination of pH in brackish water aquaculture
    Devarayan, Kesavan
    Muthurani, Deepika Anandakumar
    Kannusamy, Geetha
    Theivasigamani, Anand
    Palanisamy, Yazhiniyan
    Mohan, Gangeswar
    Sukumaran, Monikandon
    John, Evon Umesh Siluvai
    Marimuthu, Ramar
    Anjappan, Hema
    PIGMENT & RESIN TECHNOLOGY, 2025, 54 (03) : 461 - 466
  • [7] Simultaneous determination of iron and manganese in water using artificial neural network catalytic spectrophotometric method
    Hongwei Ji
    Yan Xu
    Shuang Li
    Huizhen Xin
    Hengxia Cao
    Journal of Ocean University of China, 2012, 11 : 323 - 330
  • [8] Simultaneous determination of iron and manganese in water using artificial neural network catalytic spectrophotometric method
    Ji Hongwei
    Xu Yan
    Li Shuang
    Xin Huizhen
    Cao Hengxia
    JOURNAL OF OCEAN UNIVERSITY OF CHINA, 2012, 11 (03) : 323 - 330
  • [10] Optochemical film sensor for the determination of free chlorine in water
    Zhang, Li
    Dong, Lihua
    MULTI-FUNCTIONAL MATERIALS AND STRUCTURES II, PTS 1 AND 2, 2009, 79-82 : 251 - 254