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基于神经网络的海量GPS数据交通流量预测 被引量:6
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作者 蒲斌 李浩 +2 位作者 卢晨阳 王治辉 刘华 《云南大学学报(自然科学版)》 CAS CSCD 北大核心 2019年第1期53-60,共8页
交通流量数据具有非周期性、非线性和随机性等特点.为了更准确地对未设置ETC路段交通流量进行预测,采取相应措施处理交通拥堵问题,提出了基于神经网络推论模型为主体的交通流量预测系统.通过实验验证了ARIMA乘积季节模型、BP神经网络和... 交通流量数据具有非周期性、非线性和随机性等特点.为了更准确地对未设置ETC路段交通流量进行预测,采取相应措施处理交通拥堵问题,提出了基于神经网络推论模型为主体的交通流量预测系统.通过实验验证了ARIMA乘积季节模型、BP神经网络和RBF神经网络的多种训练函数的预测精度及适应性.相对于常规预测方法,基于神经网络的预测方法具有更好的适应性,而且预测精度也更高. 展开更多
关键词 时间序列 智能交通 交通流量预测 神经网络 GPS数据
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A biogenic volatile organic compounds emission inventory for Yunnan Province 被引量:2
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作者 wangzhi-hui BAIYu-hua ZHANGShu-yu 《Journal of Environmental Sciences》 SCIE EI CAS CSCD 2005年第3期353-359,共7页
The first detailed inventory for volatile organic compounds(VOC) emissions from vegetation over Yunnan Province, China was presented. The spatially and temporally resolved inventory was developed based on a geographic... The first detailed inventory for volatile organic compounds(VOC) emissions from vegetation over Yunnan Province, China was presented. The spatially and temporally resolved inventory was developed based on a geographic information system(GIS), remote sensing(RS) data and field measurement data, such as digitized land-use data, normalized difference vegetation index(NDVI) and temperature data from direct real-time measurement. The inventory has a spatial resolution of 5 km×5 km and a time resolution of 1 h. Urban, agriculture, and natural land-use distributions in Yunnan Province were combined with biomass factors for each land-use category to produce a spatially resolved biomass inventory. A biogenic emission inventory was developed by combining the biomass inventory with hourly emission rates for tree, shrub and ground cover species of the study area. Correcting for environmental factors, including light intensity and temperature, a value of 1.1×10 12 gC for total annual biogenic VOC emissions from Yunnan Province, including 6.1×10 11 gC for isoprene, 2.1×10 11 gC for monoterpenes, and 2.6×10 11 gC for OVOC was obtained. The highest VOC emissions occurred in the northwestern, southwestern and north region of Yunnan Province. Some uncertainties were also discussed in this study. 展开更多
关键词 biogenic VOC ISOPRENE MONOTERPENE emissions inventory Yunnan Province
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Study of control strategy and simulation in anoxic-oxic nitrogen removal process 被引量:2
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作者 PENGYong-zhen wangzhi-hui WANGShu-ying 《Journal of Environmental Sciences》 SCIE EI CAS CSCD 2005年第3期425-428,共4页
The control strategy and simulation of external carbon addition were specially studied in an anoxic-oxic(A/O) process with low carbon: nitrogen(C/N) domestic wastewater. The control strategy aimed to adjust the flow r... The control strategy and simulation of external carbon addition were specially studied in an anoxic-oxic(A/O) process with low carbon: nitrogen(C/N) domestic wastewater. The control strategy aimed to adjust the flow rate of external carbon dosage to the anoxic zone, thus the concentration of nitrate plus nitrite(NOx--N) in the anoxic zone was kept closed to the set point. The relationship was studied between the NOx--N concentration in the anoxic zone(S_ NO) and the dosage of external carbon, and the results showed that the removal efficiency of the total nitrogen(TN) could not be largely improved by double dosage of carbon source when S_ NO reached about 2 mg/L. Through keeping S_ NO at the level of about 2 mg/L, the demand of effluent quality could be met and the carbon dosage could be optimized. Based on the Activated Sludge Model No.1(ASM No.1), a simplified mathematical model of external carbon dosage was developed. Simulation results showed that PI controller and feed-forward PI controller both had good dynamic response and steady precision. And feed-forward PI controller had better control effects due to its consideration of influent disturbances. 展开更多
关键词 ASM No.1 biological nitrogen removal external carbon addition feed-forward PI control
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Investigation of natural VOC emitted from tropical vegetations in China
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作者 wangzhi-hui BAIYu-hua +3 位作者 LIUZhao-rong WANGXue-song LIQing-junt L.F.Klinger 《Journal of Environmental Sciences》 SCIE EI CAS CSCD 2005年第1期8-13,共6页
Twenty three kinds of typical plants in Xishuangbanna, the tropical area of southwestern China, were screened to estimate the emission rates of isoprene and monoterpenes by adopting bag enclosure and curette sampling ... Twenty three kinds of typical plants in Xishuangbanna, the tropical area of southwestern China, were screened to estimate the emission rates of isoprene and monoterpenes by adopting bag enclosure and curette sampling methods followed by a GC FID analysis. It was found that the Ficus species were mainly emitting isoprene and most tropical vegetations were mainly releasing monoterpenes. The results also showed that the emissions of isoprene were affected by both temperature and PAR(Photosynthetic Active Radiation), while monoterpene emissions were mainly temperature dependent. 展开更多
关键词 VOC ISOPRENE MONOTERPENES emission factor XISHUANGBANNA
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