Citation: | YIN Fengjun, XU Zeyu, LIU Hong. THINKING ON CONSTRUCTING AN INTELLIGENT CONTROL SCHEME OF WASTEWATER TREATMENT BASED ON THE COMBINATION OF MECHANISM AND DATA-DRIVEN MODELS[J]. ENVIRONMENTAL ENGINEERING , 2022, 40(6): 138-144. doi: 10.13205/j.hjgc.202206018 |
[1] |
WAHAB N A, KATEBI R, BALDERUD J. Multivariable PID control design for activated sludge process with nitrification and denitrification[J]. Biochemical Engineering Journal, 2009, 45(3):239-248.
|
[2] |
HARJA G, NASCU I, MURESAN C, et al. Improvements in dissolved oxygen control of an activated sludge wastewater treatment process[J]. Circuits Systems and Signal Processing, 2016, 35(6):2259-2281.
|
[3] |
ARISMENDY L, CARDENAS C, GOMEZ D, et al. A prescriptive intelligent system for an industrial wastewater treatment process:analyzing ph as a first approach[J]. Sustainability-Basel, 2021, 13(8):1-14.
|
[4] |
MANESIS S A, SAPIDIS D J, KING R E. Intelligent control of wastewater treatment plants[J]. Artificial Intellgence in Engineering, 1998, 12(3):275-281.
|
[5] |
ALAM M, VIDYARATNE L, IFTEKHARUDDIN K M. Novel deep generative simultaneous recurrent model for efficient representation learning[J]. Neural Networks, 2018, 107:12-22.
|
[6] |
PANG J W, YANG S S, HE L, et al. Intelligent control/operational strategies in WWTPs through an integrated q-learning algorithm with ASM2d-guided reward[J]. Water, 2019, 11(5):927.
|
[7] |
HAN H G, ZHU S G, QIAO J F, et al. Data-driven intelligent monitoring system for key variables in wastewater treatment process[J]. Chinese Journal of Chemical Engineering, 2018, 26(10):2093-2101.
|
[8] |
ZHU S G, HAN H G, GUO M, et al. A data-derived soft-sensor method for monitoring effluent total phosphorus[J]. Chinese Journal of Chemical Engineering, 2017, 25(12):1791-1797.
|
[9] |
QIAO J F, HU Z Q, LI W J. Soft measurement modeling based on chaos theory for biochemical oxygen demand (BOD)[J]. Water, 2016, 8(12):581.
|
[10] |
杜胜利,张庆达,曹博琦,等.城市污水处理过程模型预测控制研究综述[J].信息与控制,2022,51(1):41-53.
|
[11] |
XIE W M, ZHANG R, LI W W, et al. Simulation and optimization of a full-scale Carrousel oxidation ditch plant for municipal wastewater treatment[J]. Biochemical Engineering Journal, 2011, 56(1/2):9-16.
|
[12] |
FANG F, NI B J, LI W W, et al. A simulation-based integrated approach to optimize the biological nutrient removal process in a full-scale wastewater treatment plant[J]. Chemical Engineering Journal, 2011, 174(2/3):635-643.
|
[13] |
NI B J, YU H Q, SUN Y J. Modeling simultaneous autotrophic and heterotrophic growth in aerobic granules[J]. Water Research, 2008, 42(6/7):1583-1594.
|
[14] |
PAN Y T, NI B J, LIU Y W, et al. Modeling of the interaction among aerobic ammonium-oxidizing archaea/bacteria and anaerobic ammonium-oxidizing bacteria[J]. Chemical Engineering Science, 2016, 150:35-40.
|
[15] |
LEI L, NI J R. Three-dimensional three-phase model for simulation of hydrodynamics, oxygen mass transfer, carbon oxidation, nitrification and denitrification in an oxidation ditch[J]. Water Research, 2014, 53:200-214.
|
[16] |
NI B J, XIE W M, LIU S G, et al. Modeling and simulation of the sequencing batch reactor at a full-scale municipal wastewater treatment plant[J]. Aiche Journal, 2009, 55(8):2186-2196.
|
[17] |
SUN S C, BAO Z Y, LI R Y, et al. Reduction and prediction of N2O emission from an anoxic/oxic wastewater treatment plant upon DO control and model simulation[J]. Bioresource Technology, 2017, 244:800-809.
|
[18] |
RAHMATI M G, TISHEHZAN P, MOAZED H. Determining the best and simple intelligent models for evaluating BOD5 of Ahvaz wastewater treatment plant[J]. Desalination and Water Treatment, 2021, 209:242-253.
|
[19] |
LIU Y, TUO A X, JIN X J, et al. Quantifying biodegradable organic matter in polluted water on the basis of coulombic yield[J]. Talanta, 2018, 176:485-491.
|
[20] |
JIANG Y, YANG X F, LIANG P, et al. Microbial fuel cell sensors for water quality early warning systems:fundamentals, signal resolution, optimization and future challenges[J]. Renew Sust Energ Rev, 2018, 81:292-305.
|
[1] | GU Xuedian, LIU Dongmei, LI Yuting, ZHANG Shangjun, CHEN Yidi, FENG Yujie, REN Nanqi. RESEARCH ON GREEN AND LOW CARBON TREATMENT PATH OF URBAN WATER POLLUTION IN THE YELLOW RIVER BASIN[J]. ENVIRONMENTAL ENGINEERING , 2024, 42(12): 27-33. doi: 10.13205/j.hjgc.202412004 |
[2] | WU Jie, YUE Changsheng, LU Guanghua, LIU Changbo, XIA Chun, LIU Shicheng, KANG Yining. CONFORMATION OF HEAVY METAL SPATIAL DISTRIBUTION OF AN IN-PRODUCTION ENTERPRISE IN HUNAN BASED ON VOXLER SIMULATION[J]. ENVIRONMENTAL ENGINEERING , 2024, 42(6): 178-186. doi: 10.13205/j.hjgc.202406021 |
[3] | WANG Yongdong, YUAN Ye, LIU Xinyuan, LI Mengting, LIU Qian, WANG Jinhua, MA Jianhong. PPy-MODIFIED ELECTRODE ENHANCING MFC-DRIVEN ELECTROKINETIC REMEDIATION OF URANIUM CONTAMINATED SOIL[J]. ENVIRONMENTAL ENGINEERING , 2024, 42(2): 182-191. doi: 10.13205/j.hjgc.202402022 |
[4] | WU Mengli, ZHANG Xianghan, WANG Hongyu, XU Dongjian, CHEN Wufen. APPLICATION OF WATER QUANTITY AND QUALITY JOINT CONTROL MODEL IN QIANSHAN RIVER BASIN[J]. ENVIRONMENTAL ENGINEERING , 2023, 41(11): 160-164. doi: 10.13205/j.hjgc.202311025 |
[5] | LI Anna, WANG Hui, LIU Qiangnan, LI Taiping. DISTRIBUTION CHARACTERISTICS AND RISK ASSESSMENT OF SOIL POLLUTANTS IN AN EXPLOSION SITE OF A CHEMICAL PLANT[J]. ENVIRONMENTAL ENGINEERING , 2022, 40(11): 189-198. doi: 10.13205/j.hjgc.202211027 |
[6] | QIU Fuguo, TONG Shiyu, WANG Xiaoqian. RESEARCH PROGRESS ON OCCURRENCE STATUS AND ECOLOGICAL HAZARDS OF MICROPLASTICS IN WATER ENVIRONMENT[J]. ENVIRONMENTAL ENGINEERING , 2022, 40(3): 221-228. doi: 10.13205/j.hjgc.202203032 |
[7] | CAO Feishu, CHEN Jianping, XIE Dongyan, YAN Depeng, LIAO Changjun, SONG Hainong, ZHU Hongxiang, CHEN Guanyi. APPLICATION OF SLURRY BIOREACTOR IN SOIL REMEDIATION[J]. ENVIRONMENTAL ENGINEERING , 2022, 40(4): 174-181,201. doi: 10.13205/j.hjgc.202204025 |
[8] | WEI Chao-hai, GUAN Xiang-hong, WEI Geng-rui, LI Ze-min, WEI Tuo, CHEN A-cong. THE NEXUS IMPORTANCE OF AQUEOUS SOLUTION PROPERTIES AND WATER POLLUTION CONTROL PROCESSES[J]. ENVIRONMENTAL ENGINEERING , 2021, 39(11): 28-40. doi: 10.13205/j.hjgc.202111003 |
[9] | WEI Wen-jing, XIE Bing-geng, ZHOU Kai-chun, LI Xiao-qing. RESEARCH ON TEMPORAL AND SPATIAL VARIATIONS OF ATMOSPHERIC PM2.5 AND PM10 AND THE INFLUENCING FACTORS IN SHANDONG, CHINA DURING 2013—2018[J]. ENVIRONMENTAL ENGINEERING , 2020, 38(12): 103-111. doi: 10.13205/j.hjgc.202012018 |
[10] | HU Qing, TONG Li-zhi, WANG Hong, GUO Rui-cheng, YANG Gang-ting, XU Sheng-bin. FIELD RAPID SCREENING TECHNOLOGY DRIVEN SOIL SAMPLING OPTIMIZATION[J]. ENVIRONMENTAL ENGINEERING , 2020, 38(12): 163-167,172. doi: 10.13205/j.hjgc.202012027 |
[11] | XU Wei-tong, WANG Jian-long, WU Yan-jie, LV Yun-jie. ADVANCES IN RESEARCH ON THERMAL POLLUTION CHARACTERISTICS, LOAD ASSESSMENT AND CONTROL MEASURES OF URBAN STORMWATER RUNOFF[J]. ENVIRONMENTAL ENGINEERING , 2020, 38(4): 26-31,58. doi: 10.13205/j.hjgc.202004006 |
[14] | Xu Wei Li Yong Tang Chuanxiang Chen Xiangbin Li Huijuan Xiong Daowen Yu Shaoqin, . EXPERIMENT OF A NEW AERATION SYSTEM USED IN MBR INTEGRATION EQUIPMENT[J]. ENVIRONMENTAL ENGINEERING , 2015, 33(10): 10-14. doi: 10.13205/j.hjgc.201510003 |
[15] | Wang Yayan, Zhang Jiangang, Ni Pengping, Li Mengying, Yu Yingjie, Zhang Lingling, Xu Yuliang, Cai Cong, Xie Liqun. APPLICATION RESEARCHES ON IN-SITU ECOLOGICAL RESTORATION TECHNOLOGY IN POLLUTED URBAN RIVER[J]. ENVIRONMENTAL ENGINEERING , 2015, 33(3): 11-16. doi: 10.13205/j.hjgc.201503003 |
[16] | Liu Peiya, Li Yujiao, Hu Pengjie, Dong Changxun. COLUMN LEACHING OF CADMIUM AND LEAD FROM A CONTAMINATED SOIL USING COMPOSITE LEACHING AGENT[J]. ENVIRONMENTAL ENGINEERING , 2015, 33(1): 163-167. doi: 10.13205/j.hjgc.201501038 |
[18] | VARIATION ANALYSIS OF NOISE IN XI'AN FUNCTIONAL AREA FOR YEARS AND RESEARCH ON CONTROL COUNTERMEASURE[J]. ENVIRONMENTAL ENGINEERING , 2014, 32(12): 117-119. doi: 10.13205/j.hjgc.201412020 |
1. | 赵亚龙,曹瑞. 包神铁路集团煤炭运输抑尘质量提升对策研究. 铁道货运. 2023(08): 37-42 . ![]() |