ZHANG Jing,CUI Jian-jun,JIANG Li-bing,et al.Design of Intelligent Monitoring System for Fish Culture in Filtered Water of Sponge City Based on Narrow-band Internet of Things (NB-IoT)[J].China Water & Wastewater,2020,36(14):61-65.
基于窄帶物聯(lián)網(wǎng)的海綿城市濾水養(yǎng)魚智能監(jiān)控系統(tǒng)設(shè)計(jì)
中國(guó)給水排水[ISSN:1000-4062/CN:12-1073/TU] 卷: 第36卷 期數(shù): 2020年第14期 頁(yè)碼: 61-65 欄目: 出版日期: 2020-07-17
- Title:
- Design of Intelligent Monitoring System for Fish Culture in Filtered Water of Sponge City Based on Narrow-band Internet of Things (NB-IoT)
- 關(guān)鍵詞:
- 窄帶物聯(lián)網(wǎng); 海綿城市; 濾水養(yǎng)魚; 動(dòng)態(tài)預(yù)測(cè)預(yù)警; 支持向量回歸機(jī)
摘要:- 基于窄帶物聯(lián)網(wǎng)（NB-IoT）技術(shù)設(shè)計(jì)了海綿城市濾水養(yǎng)魚智能監(jiān)控系統(tǒng)，可實(shí)時(shí)監(jiān)測(cè)和動(dòng)態(tài)預(yù)測(cè)預(yù)警濾水養(yǎng)魚水環(huán)境參數(shù)并自動(dòng)調(diào)節(jié)水質(zhì)，同時(shí)可根據(jù)動(dòng)態(tài)預(yù)測(cè)預(yù)警信息提前調(diào)節(jié)水質(zhì)。針對(duì)支持向量回歸機(jī)（SVR）在對(duì)濾水養(yǎng)魚水環(huán)境參數(shù)預(yù)測(cè)中存在精度低的問題，提出并采用了集合經(jīng)驗(yàn)?zāi)B(tài)分解法(EEMD)、灰狼優(yōu)化算法(GWO)和SVR組合的水質(zhì)預(yù)測(cè)模型。結(jié)果表明，該模型具有較好的預(yù)測(cè)能力，能夠滿足海綿過濾水質(zhì)在線預(yù)測(cè)的實(shí)際需求，為水質(zhì)預(yù)警控制提供數(shù)據(jù)支持，在此基礎(chǔ)上建立了水質(zhì)預(yù)警模型。該系統(tǒng)取得了較好效果，可以滿足海綿城市濾水養(yǎng)魚的水質(zhì)監(jiān)控和預(yù)測(cè)預(yù)警的需求，為海綿城市的自動(dòng)化、智能化建設(shè)提供技術(shù)參考。
Abstract:- Based on the narrow-band Internet of Things (NB-IoT) technology, the intelligent monitoring system for fish culture in filtered water of sponge city was designed, which could monitor, dynamically predict the environmental parameters of the filtered water and adjust the water quality automatically. At the same time, water quality could be adjusted in advance according to the dynamic prediction and early warning information. Aiming at the low precision of support vector regression (SVR) in predicting the environmental parameters of fish culturein filtered water, the prediction model of EEMD-GWO-SVR was presented and adopted in this paper. The results showed that the model had better predictive ability, could meet the actual demand of online prediction of sponge filtration water quality, and provided data support for water quality early warning control. Based on this, a water quality early warning model was established. The system had achieved good results and coud meet the needs of water quality monitoring, forecasting and warning for fish culture in filtered water of sponge city, and could provide technical reference for the automation and intelligent construction of sponge city.
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[1]吳耀珊,計(jì)波,劉卓成.透水磚材料和下墊面對(duì)城市雨洪的影響[J].中國(guó)給水排水,2018,34(21):133.
WU Yao shan,JI Bo,LIU Zhuo cheng.Influence of Permeable Brick Material and Underlying Surface on Urban Stormwater[J].China Water & Wastewater,2018,34(14):133.
[2]湯忠,張亮,俞露,等.南方某濱海機(jī)場(chǎng)海綿建設(shè)策略探索[J].中國(guó)給水排水,2018,34(20):1.
TANG Zhong,ZHANG Liang,YU Lu,et al.Exploration on the Sponge Construction Strategies of a Coastal Airport in South China[J].China Water & Wastewater,2018,34(14):1.
[3]李勝海,陳思,白靜,等.山地城市市政道路低影響開發(fā)雨水系統(tǒng)設(shè)計(jì)與構(gòu)建[J].中國(guó)給水排水,2018,34(20):60.
LI Sheng hai,CHEN Si,BAI Jing,et al.Design and Construction of Stormwater Systems for Low-Impact-Development of Municipal Roads in Mountainous City[J].China Water & Wastewater,2018,34(14):60.
[4]許可,郭迎新,呂梅,等.對(duì)完善我國(guó)海綿城市規(guī)劃設(shè)計(jì)體系的思考[J].中國(guó)給水排水,2020,36(12):1.
XU Ke,GUO Ying-xin,Lü Mei,et al.Thinking on Improving Sponge City Planning and Design System in China[J].China Water & Wastewater,2020,36(14):1.
[5]楊文輝,張偉,張海行,等.常州海綿城市試點(diǎn)區(qū)建設(shè)中的閑置用地近遠(yuǎn)期管控[J].中國(guó)給水排水,2020,36(14):1.
YANG Wen-hui,ZHANG Wei,ZHANG Hai-xing,et al.Short-and Long-term Control of Idle Land in the Construction of Changzhou Sponge City Pilot Area[J].China Water & Wastewater,2020,36(14):1.
[6]聶超,周丹,林韻婕,等.建筑與小區(qū)低影響開發(fā)設(shè)計(jì)問題及對(duì)策[J].中國(guó)給水排水,2020,36(14):6.
NIE Chao,ZHOU Dan,LIN Yun-jie,et al.Design Problems and Countermeasures of Low Impact Development in Buildings and Communities[J].China Water & Wastewater,2020,36(14):6.
[7]張偉,王翔.基于海綿城市建設(shè)理念的慈城新城水安全系統(tǒng)構(gòu)建[J].中國(guó)給水排水,2020,36(14):12.
ZHANG Wei,WANG Xiang.Construction of Cicheng New Town Drainage Safety System Based on Sponge City Concept[J].China Water & Wastewater,2020,36(14):12.
[8]李國(guó)君,王永,梁振凱,等.海綿城市建設(shè)區(qū)域化效果評(píng)估探討[J].中國(guó)給水排水,2020,36(14):76.
LI Guo-jun,WANG Yong,LIANG Zhen-kai,et al.Evaluation of Regionalized Effect of Sponge City Construction[J].China Water & Wastewater,2020,36(14):76.
[9]方帥,徐潔,劉緒為,等.鎮(zhèn)江虹橋港上游黑臭水體系統(tǒng)性治理工程設(shè)計(jì)[J].中國(guó)給水排水,2020,36(14):94.
FANG Shuai,XU Jie,LIU Xu-wei,et al.Project Design of Systematic Treatment of Black-smelly Water Body in Upstream of Hongqiaogang, Zhenjiang City[J].China Water & Wastewater,2020,36(14):94.
[10]梁行行,李小樂,張勛,等.近市政道路生物滯留帶雨水入滲優(yōu)化分析[J].中國(guó)給水排水,2020,36(15):107.
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