·516· 智能系统学报 第13卷 ponent analysis,and forecasting of PMo and PM2.5 con- Santiago de Chile with emphasis on night episodes[J].At- centrations using artificial neural networks,in Thes- mospheric environment,2016,124:22-27 saloniki and Helsinki[J].Science of the total environment, [31]WU G D,HUANG P H.A maximizing-discriminability- 2011,4097):1266-1276. based self-organizing fuzzy network for classification [22]HAN Honggui.GUO Yanan,QIAO Junfei.Self-organiza- problems[J].IEEE transactions on fuzzy systems,2010. tion of a recurrent RBF neural network using an informa- 18(2)362-373. tion-oriented algorithm[J].Neurocomputing,2017,225: [32]许少鹏，韩红桂，乔俊飞.基于模糊递归神经网络的污 80-91. 泥容积指数预测模型).化工学报，2013,64(12)：4550- [23]QIAO Junfei.ZHANG Wei,HAN Honggui.Self-organiz- 4556. ing fuzzy control for dissolved oxygen concentration us- XU Shaopeng,HAN Honggui,QIAO Junfei.Prediction ing fuzzy neural networkI [J].Journal of intelligent and of activated sludge bulking based on recurrent fuzzy neur- fuzzy systems,.2016,30(6):3411-3422 al network[J].CIESC journal,2013,64(12):4550-4556. [24]WANG Ning,ER M J,MENG Xianyao.A fast and accur- [33]MADRIGANO J.KLOOG I,GOLDBERG R.et al. ate online self-organizing scheme for parsimonious fuzzy Long-term exposure to PM2.5 and incidence of acute neural networks[J].Neurocomputing,2009,72(16/17/18): myocardial infarction[.Environmental health perspect- 3818-3829. ives,2013,121(2):192-196. [25]余辉，袁晶，于旭耀，等.基于ARMAX的PM2.5小时 [34]城市计算EB/OL].(2008-03-18).htps:www.microsoft. 浓度跟踪预测模型仞.天津大学学报：自然科学与工程 技术版，2017,50(1)：105-111. com/en-us/research/.project/城市计算 YU Hui,YUAN Jing,YU Xuyao,et al.Tracking predic- 作者简介： tion model for PM2.5 hourly concentration based on 周杉杉，女，1992年生，硕士研究 ARMAX[J].Journal of Tianjin university:science and 生，主要研究方向为智能信息处理与 technology,2017,50(1)105-111. 神经网络非线性系统建模。获得软件 [26]ZOU Bin,WANG Min,WAN Neng,et al.Spatial model- 著作权1项。发表学术论文1篇。 ing of PM2.5 concentrations with a multifactoral radial basis function neural network[J].Environmental science and pollution research,2015,22(14):10395-10404 [27]MISHRA D,GOYAL P.Neuro-fuzzy approach to fore- 李文静，女，1985年生，副教授， cast NO,pollutants addressed to air quality dispersion 博士，主要研究方向为神经计算、人工 神经网络、模式识别。主持国家自然 model over Delhi,India[J].Aerosol and air quality re- 科学基金青年项目、中国博土后第 search,2016,16(1):166-174. 57批面上资助项目、北京市博土后科 [28]FU Minglei,WANG Weiwen,LE Zichun,et al.Predic- 研活动经费资助项目各1项。申请美 tion of particular matter concentrations by developed 国发明专利1项。近5年来发表学术 feed-forward neural network with rolling mechanism and 论文10余篇，其中SCI收录8篇。 gray model[J].Neural computing and applications,2015, 乔俊飞.男.1968年生教授博士生 26(8):1789-1797. [29]ELANGASINGHE M A.SINGHAL N,DIRKS K N,et 导师。中国人工智能学会科普工作委 员会主任，中国自动化学会理事，主要 al.Complex time series analysis of PM10 and PM2.5 for 研究方向为智能信息处理、智能控制 a coastal site using artificial neural network modelling 理论与应用。获教育部科技进步奖一 and k-means clustering[J].Atmospheric environment, 等奖和北京市科学技术奖三等奖各 2014.94:106-116. 1项。获得发明专利20余项。发表学 [30]PEREZ P,GRAMSCH E.Forecasting hourly PM2.5 in 术论文100余篇，其中被SCI收录20余篇，EI收录60余篇。ponent analysis, and forecasting of PM10 and PM2.5 con￾centrations using artificial neural networks, in Thes￾saloniki and Helsinki[J]. Science of the total environment, 2011, 409(7): 1266–1276. HAN Honggui, GUO Yanan, QIAO Junfei. Self-organiza￾tion of a recurrent RBF neural network using an informa￾tion-oriented algorithm[J]. Neurocomputing, 2017, 225: 80–91. [22] QIAO Junfei, ZHANG Wei, HAN Honggui. Self-organiz￾ing fuzzy control for dissolved oxygen concentration us￾ing fuzzy neural network1[J]. Journal of intelligent and fuzzy systems, 2016, 30(6): 3411–3422. [23] WANG Ning, ER M J, MENG Xianyao. A fast and accur￾ate online self-organizing scheme for parsimonious fuzzy neural networks[J]. Neurocomputing, 2009, 72(16/17/18): 3818–3829. [24] 余辉, 袁晶, 于旭耀, 等. 基于 ARMAX 的 PM2.5 小时 浓度跟踪预测模型 [J]. 天津大学学报: 自然科学与工程 技术版, 2017, 50(1): 105–111. YU Hui, YUAN Jing, YU Xuyao, et al. Tracking predic￾tion model for PM2.5 hourly concentration based on ARMAX[J]. Journal of Tianjin university: science and technology, 2017, 50(1): 105–111. [25] ZOU Bin, WANG Min, WAN Neng, et al. Spatial model￾ing of PM2.5 concentrations with a multifactoral radial basis function neural network[J]. Environmental science and pollution research, 2015, 22(14): 10395–10404. [26] MISHRA D, GOYAL P. Neuro-fuzzy approach to fore￾cast NO2 pollutants addressed to air quality dispersion model over Delhi, India[J]. Aerosol and air quality re￾search, 2016, 16(1): 166–174. [27] FU Minglei, WANG Weiwen, LE Zichun, et al. Predic￾tion of particular matter concentrations by developed feed-forward neural network with rolling mechanism and gray model[J]. Neural computing and applications, 2015, 26(8): 1789–1797. [28] ELANGASINGHE M A, SINGHAL N, DIRKS K N, et al. Complex time series analysis of PM10 and PM2.5 for a coastal site using artificial neural network modelling and k-means clustering[J]. Atmospheric environment, 2014, 94: 106–116. [29] [30] PEREZ P, GRAMSCH E. Forecasting hourly PM2.5 in Santiago de Chile with emphasis on night episodes[J]. At￾mospheric environment, 2016, 124: 22–27. WU G D, HUANG P H. A maximizing-discriminability￾based self-organizing fuzzy network for classification problems[J]. IEEE transactions on fuzzy systems, 2010, 18(2): 362–373. [31] 许少鹏, 韩红桂, 乔俊飞. 基于模糊递归神经网络的污 泥容积指数预测模型 [J]. 化工学报, 2013, 64(12): 4550– 4556. XU Shaopeng, HAN Honggui, QIAO Junfei. Prediction of activated sludge bulking based on recurrent fuzzy neur￾al network[J]. CIESC journal, 2013, 64(12): 4550–4556. [32] MADRIGANO J, KLOOG I, GOLDBERG R, et al. Long-term exposure to PM2.5 and incidence of acute myocardial infarction[J]. Environmental health perspect￾ives, 2013, 121(2): 192–196. [33] 城市计算 [EB/OL]. (2008–03–18). https://www.microsoft. com/en-us/research/project/城市计算. [34] 作者简介： 周杉杉，女，1992 年生，硕士研究 生，主要研究方向为智能信息处理与 神经网络非线性系统建模。获得软件 著作权 1 项。发表学术论文 1 篇。 李文静，女，1985 年生，副教授， 博士，主要研究方向为神经计算、人工 神经网络、模式识别。主持国家自然 科学基金青年项目、中国博士后第 57 批面上资助项目、北京市博士后科 研活动经费资助项目各 1 项。申请美 国发明专利 1 项。近 5 年来发表学术 论文 10 余篇，其中 SCI 收录 8 篇。 乔俊飞,男,1968 年生,教授,博士生 导师。中国人工智能学会科普工作委 员会主任,中国自动化学会理事,主要 研究方向为智能信息处理、智能控制 理论与应用。获教育部科技进步奖一 等奖和北京市科学技术奖三等奖各 1 项。获得发明专利 20 余项。发表学 术论文 100 余篇,其中被 SCI 收录 20 余篇,EI 收录 60 余篇。 ·516· 智 能 系 统 学 报 第 13 卷