Intelligent forecasting and monitoring of air index based on big data and internet of things
Air quality forecast has become an urgent need.However,numerical forecast of air quality is a complex systems engineering.The intelligent forecasting of air index was studied from the perspective of big data and intelligent decision making.For the index prediction of air quality,the popular classifi...
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| Format: | Article |
| Language: | zho |
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Editorial Department of Journal on Communications
2017-11-01
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| Series: | Tongxin xuebao |
| Subjects: | |
| Online Access: | http://www.joconline.com.cn/zh/article/doi/10.11959/j.issn.1000-436x.2017266/ |
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| _version_ | 1841539462548422656 |
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| author | Yan LIU Yong-ping ZHANG Cheng ZHU Jun GAO Qi-ming LIU |
| author_facet | Yan LIU Yong-ping ZHANG Cheng ZHU Jun GAO Qi-ming LIU |
| author_sort | Yan LIU |
| collection | DOAJ |
| description | Air quality forecast has become an urgent need.However,numerical forecast of air quality is a complex systems engineering.The intelligent forecasting of air index was studied from the perspective of big data and intelligent decision making.For the index prediction of air quality,the popular classification algorithm was introduced to realize the intelligent analysis of historical data.To obtain air quality information in real time,a monitoring system based on Internet of Things was established,and intelligent processing of real-time data collected by the classification algorithm was achieved.Due to the large amount of historical air index data and real-time data collected,the technology of cloud computing and big data was introduced to speed up the data processing and improve the storage of data.In addition,the client based on Android was developed to allow users to query the air quality anytime,anywhere. |
| format | Article |
| id | doaj-art-dd4c79ebf2734d61a4c636ef7979ad6c |
| institution | Kabale University |
| issn | 1000-436X |
| language | zho |
| publishDate | 2017-11-01 |
| publisher | Editorial Department of Journal on Communications |
| record_format | Article |
| series | Tongxin xuebao |
| spelling | doaj-art-dd4c79ebf2734d61a4c636ef7979ad6c2025-01-14T07:13:57ZzhoEditorial Department of Journal on CommunicationsTongxin xuebao1000-436X2017-11-013812913859715452Intelligent forecasting and monitoring of air index based on big data and internet of thingsYan LIUYong-ping ZHANGCheng ZHUJun GAOQi-ming LIUAir quality forecast has become an urgent need.However,numerical forecast of air quality is a complex systems engineering.The intelligent forecasting of air index was studied from the perspective of big data and intelligent decision making.For the index prediction of air quality,the popular classification algorithm was introduced to realize the intelligent analysis of historical data.To obtain air quality information in real time,a monitoring system based on Internet of Things was established,and intelligent processing of real-time data collected by the classification algorithm was achieved.Due to the large amount of historical air index data and real-time data collected,the technology of cloud computing and big data was introduced to speed up the data processing and improve the storage of data.In addition,the client based on Android was developed to allow users to query the air quality anytime,anywhere.http://www.joconline.com.cn/zh/article/doi/10.11959/j.issn.1000-436x.2017266/air qualityintelligent forecastair quality monitoringAndroid |
| spellingShingle | Yan LIU Yong-ping ZHANG Cheng ZHU Jun GAO Qi-ming LIU Intelligent forecasting and monitoring of air index based on big data and internet of things Tongxin xuebao air quality intelligent forecast air quality monitoring Android |
| title | Intelligent forecasting and monitoring of air index based on big data and internet of things |
| title_full | Intelligent forecasting and monitoring of air index based on big data and internet of things |
| title_fullStr | Intelligent forecasting and monitoring of air index based on big data and internet of things |
| title_full_unstemmed | Intelligent forecasting and monitoring of air index based on big data and internet of things |
| title_short | Intelligent forecasting and monitoring of air index based on big data and internet of things |
| title_sort | intelligent forecasting and monitoring of air index based on big data and internet of things |
| topic | air quality intelligent forecast air quality monitoring Android |
| url | http://www.joconline.com.cn/zh/article/doi/10.11959/j.issn.1000-436x.2017266/ |
| work_keys_str_mv | AT yanliu intelligentforecastingandmonitoringofairindexbasedonbigdataandinternetofthings AT yongpingzhang intelligentforecastingandmonitoringofairindexbasedonbigdataandinternetofthings AT chengzhu intelligentforecastingandmonitoringofairindexbasedonbigdataandinternetofthings AT jungao intelligentforecastingandmonitoringofairindexbasedonbigdataandinternetofthings AT qimingliu intelligentforecastingandmonitoringofairindexbasedonbigdataandinternetofthings |