RESEARCH PROGRASS ON STRUCTURAL CHARACTERISTICS AND APPLICATION OF EXPERT SYSTEM IN WASTEWATER TREATMENT PROCESS

ZHANG Shuang; YANG Qing; LIU Xiu-hong; CUI Bin; LIU Zhi-bin

doi:10.13205/j.hjgc.202007004

Volume 38 Issue 7

Nov. 2020

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ZHANG Shuang, YANG Qing, LIU Xiu-hong, CUI Bin, LIU Zhi-bin. RESEARCH PROGRASS ON STRUCTURAL CHARACTERISTICS AND APPLICATION OF EXPERT SYSTEM IN WASTEWATER TREATMENT PROCESS[J]. ENVIRONMENTAL ENGINEERING , 2020, 38(7): 25-31,99. doi: 10.13205/j.hjgc.202007004

Citation:

ZHANG Shuang, YANG Qing, LIU Xiu-hong, CUI Bin, LIU Zhi-bin. RESEARCH PROGRASS ON STRUCTURAL CHARACTERISTICS AND APPLICATION OF EXPERT SYSTEM IN WASTEWATER TREATMENT PROCESS[J]. ENVIRONMENTAL ENGINEERING , 2020, 38(7): 25-31,99. doi: 10.13205/j.hjgc.202007004

Citation:

ZHANG Shuang, YANG Qing, LIU Xiu-hong, CUI Bin, LIU Zhi-bin. RESEARCH PROGRASS ON STRUCTURAL CHARACTERISTICS AND APPLICATION OF EXPERT SYSTEM IN WASTEWATER TREATMENT PROCESS[J]. ENVIRONMENTAL ENGINEERING , 2020, 38(7): 25-31,99. doi: 10.13205/j.hjgc.202007004

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RESEARCH PROGRASS ON STRUCTURAL CHARACTERISTICS AND APPLICATION OF EXPERT SYSTEM IN WASTEWATER TREATMENT PROCESS

doi: 10.13205/j.hjgc.202007004

National Engineering Laboratory for Advanced Municipal Wastewater Treatment and Reuse Technology, Beijing University of Technology, Beijing 100124, China

Received Date: 2020-05-15

Abstract

Abstract

The structure and characteristics of expert system in the field of wastewater treatment, the technology and the research achievements in the application of expert system were reviewed. The acquisition and representation of knowledge, the establishment of rules and the combination with fault tree and other artificial intelligence technologies in the expert system were emphatically introduced, and the research status of the expert system in the three different stages including wastewater treatment process selection, operation control and fault diagnosis was analyzed in detail. On this basis, the problems to be solved and the direction of further research and development were put forward.
- expert system,
- wastewater treatment,
- artificial intelligence,
- optimal operation,
- fault tree analysis

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References(55)

References

中华人民共和国住房和城乡建设部. 关于全国城镇污水处理设施2010年第四季度建设和运行情况的通报[EB/OL].http://www.mohurd.gov.cn/wjfb/201103/t20110308_202771.

html.

生态环境部. 生态环境部公布2018年度《水污染防治行动计划》重点任务实施情况[EB/OL].http://www.mee.gov.cn/xxgk2018/xxgk/xxgk15/201907

/t20190723_712133.html.

PIRES O C, PALMA C, COSTA J C, et al. Knowledge-based fuzzy system for diagnosis and control of an integrated biological wastewater treatment process[J]. Water Science and Technology, 2006, 53(4/5):313-320.

尹朝庆, 尹皓. 人工智能与专家系统[M]. 北京:中国水利水电出版社, 2002.

ROSSMAN L A. Synthesis of waste treatment systems by implicit e-numeration[J]. Water Pollution Control Federation, 1980(52):147-160.

张丽丽, 徐俊, 强璐, 等. 专家系统在污水处理工艺选择中的应用现状和发展[J]. 四川环境, 2015, 34(3):136-140.

刘天龙, 沈文浩. 污水处理过程中故障诊断专家系统的应用[J]. 造纸科学与技术, 2011, 30(2):75-81.

李万超. 人工智能技术在水务行业的应用前景探讨[J]. 能源与环境, 2019(6):19,22.

张煜东, 吴乐南, 王水花. 专家系统发展综述[J]. 计算机工程与应用, 2010, 46(19):43-47.

朱仁官. 智能控制在污水处理中的有效运用[J]. 科学技术创新, 2019(22):183-184.

张攀. 基于多Agent的污水处理决策指导专家系统的研发[D]. 重庆:重庆大学, 2004.

颜秀勤, 杜秀兰, 穆莹, 等.小型污水处理站故障诊断专家系统设计与实现[J]. 信息技术与信息化, 2018(10):24-27.

PARASKEVAS P A, PANTELAKIS I S, LEKKAS T D. An advanced integrated expert system for wastewater treatment plants control:an addendum[J]. Knowledge-Based Systems, 2003, 16(3):173.

PUÑAL A, ROCA E, LEMA J M. An expert system for monitoring and diagnosis of anaerobic wastewater treatment plants[J]. Water Research, 2002, 36(10):2656-2666.

王龙双. 污水处理运行监控与故障诊断专家系统的设计与开发[D]. 株洲:湖南工业大学, 2014.

熊伟. 基于Petri网的远程智能故障诊断方法研究[D]. 北京:华北电力大学, 2014.

连晓峰. 基于ASM2模型和专家系统的城市污水A²O处理工艺故障诊断系统[C]//东北大学,IEEE新加坡工业电子分会,IEEE控制系统协会哈尔滨分会. 第25届中国控制与决策会议论文集, 2013:4118-4123.

韦鹤平, 袁根生. 城市污水处理工程专家系统的研制[J]. 计算结构力学及其应用, 1989(2):51-56.

施汉昌, 王玉珏. 污水处理厂故障诊断专家系统[J]. 给水排水, 2001(8):88-90.

申石泉. 城市污水处理流程选择专家系统(WWDES)应用探讨[C]//中国土木工程学会计算机应用学会. 中国土木工程学会计算机应用学会学术报告会论文集(4), 1989:216-223.

李文汇, 陈梦琪. 关于污水处理中智能控制的应用分析[J]. 低碳世界, 2018(3):6-7.

李若飞, 达尔仁·阿斯哈提, 王振豪, 等. 人工智能应用于水污染控制过程的研究进展[J]. 智能城市, 2019, 5(20):9-10.

许家龄. 人工神经网络在污水处理过程模拟中的应用与研究进展[J]. 现代商贸工业, 2020, 41(8):202-204.

李云, 蒋进元, 何连生, 等. 污水处理故障诊断方法的研究现状及展望[J]. 给水排水, 2017, 53(10):130-135.

姚继平, 郝芳华, 王国强, 等. 人工智能技术对长江流域水污染治理的思考[J]. 环境科学研究, 2020, 33(5):1268-1275.

TONG R M, BECK M B, LATTEN A. Fuzzy control of the activated sludge wastewater treatment process[J]. Pergamon, 1980,16(6).

BECK M B. Modelling and control studies of the activated sludge process at Norwich Sewage Works[J]. Transactions of the Institute of Measurement & Control, 1984, 6(3):117-131.

BOGER Z. Application of neural networks to water and wastewater treatment plant operation[J]. Elsevier, 1992,31(1):25-33.

CARRASCO E F, RODRIGUEZ J, PUNAL A, et al. Rule-based diagnosis and supervision of a pilot-scale weastewater treatment plant using fuzzy logic techniques[J]. Expert Systerns with Applications, 2002, 22:11-20.

CARRASCO E F, RODRIGUEZ J, PUNAL A, et al. Diagnosis of acidification states in an anaerobic wastewater treatment plant using a fuzzy-based expert system[J]. Control Engineering Practice, 2004, 12(1):59-64.

孙强, 沐建国, 孙礼康. 城市污水处理异常工况判断及操作指导专家系统[J]. 计算技术与自动化, 1994(2):1-5.

ZHANG Y D, WU L N, WEI G. A New classifier for Polarimetric SAR images[J]. Progress in Electromagnetics Research, 2009, 94:83-104.

PERMAN C D, ORTOLANO L. Testing a Prototype Expert System for Diagnosing Wastewater Treatment Plant Operating Problems[M]//Expert Systems in Environmental Planning. New York, Berlin, Heidelberg, Springer, 1993.

KROVVIDY S, WEE W G. An intelligent hybrid system for wastewater treatment[C]//Hybrid Architectures for Intelligent Systems, 1992.

WEN C H, VASSILIADIS C A. Applying hybrid artificial intelligence techniques in wastewater treatment[J]. Engineering Applications of Artificial Intelligence, 1998, 11(6).

FUENTE M J, VEGA P. Neural networks applied to fault detection of a biotechnological process[J]. Engineering Applications of Artificial Intelligence, 1999, 12(5):569-584.

BAEZA J A, GABRIEL D, LAFUENTE J. Improving the nitrogen removal efficiency of an A²/O based WWTP by using an on-line Knowledge Based Expert System[J]. Water Research, 2002, 36(8):2109-2123.

BRENNER A. Use of computers for process design analysis and control:sequencing batch reactor application[J]. No longer published by Elsevier, 1997, 35(1):95-104.

NG W J, ONG S L. An algorithmic approach for system-specific modelling of activated sludge bulking in an SBR[J]. Environmental Modelling & Software, 2000,15(2):199-210.

李军, 彭永臻, 顾国维, 等. 城市污水脱氮除磷SBR在线控制系统研究[J]. 给水排水, 2006, 32(9):90-93.

SUNG W N. On-line integrated control system for an industrial activated sludge process[J]. Water and Environment, 1996,68(1):70-75.

COMAS J, RODRIGUEZ R I, SANCHEZ M M, et al. A knowledge-based approach to the deflocculation problem:integrating on-line, off-line, and heuristic information[J]. Water Research, 2003, 37(10):2377-2387.

李浩, 王伟, 陈健波. 活性污泥处理专家系统的构建[J]. 中国环保产业, 2007(2):29-31.

李激, 郑凯凯, 王燕, 等. 智能化城市污水处理厂运行专家系统的研究[J]. 中国给水排水, 2016, 32(11):1-5.

MC GHEE T J, MOJGANI P, VICIDOMINA F. Use of EPA's CAPDET program for evaluation of wastewater treatment alternatives[J]. Journal of Water Pollution Control Federation, 1983, 55:35-43.

KROVVIDY S, WEE W G, SUIDAN M, et al. Intelligent sequence planning for wastewater treatment systems[J]. IEEE Expert, 1994, 9:15-20.

CHIN T Y, JEHNG J K. An expert system for selecting and sequencing wastewater treatment processes[J]. Water Science & Technology, 1996, 34(3).

王朝阳, 张洪波, 张雯宇, 等. 污水处理工艺选择专家系统的实现[J]. 微计算机信息, 2002(5):64-65.

PRADIP P K, SUBHANKAR K, SHYAM R A. Technology assessment for wastewater treatment using multiple-attribute decision-making[J]. Technology in Society, 2012,34(4):295-302.

邓金锋, 孙清斌, 尹春芹, 等. 基于案例的污水处理工艺选择专家系统设计[J]. 湖北理工学院学报, 2017, 33(3):24-27.

孟德韬, 卿晓霞. 专家系统在污水处理系统中的应用与发展[J]. 重庆建筑大学学报, 2008,30(1):146-149.

庞全, 杨翠容. 工业水处理pH值智能控制研究[J]. 工业水处理, 1997(4):39-41,49.

关锋, 汤伟, 冯茜, 等. 模糊专家控制在制浆中段废水好氧处理过程中的应用[J]. 计算机测量与控制, 2010, 18(5):1039-1041.

杨平. 污水处理中溶解氧专家模糊控制系统的研究[J]. 沙洲职业工学院学报, 2012, 15(1):13-18.

李振宇, 杨昌柱, 章北平, 等. 污水生物处理故障诊断专家咨询系统[J]. 化学与生物工程, 2005,22(3):39-41.

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