期刊文献+
共找到3篇文章
< 1 >
每页显示 20 50 100
TD-LSTM-S模型在二氧化碳浓度预测中的应用
1
作者 付子骏 吴永明 徐计 《重庆理工大学学报(自然科学)》 CAS 北大核心 2023年第4期192-199,共8页
针对传统预测模型无法利用多元数据变量间内在联系的问题,提出了基于张量分解和序列最小二乘规划(SLSQP)优化的长短期记忆神经网络(LSTM)模型TD-LSTM-S。在模型中将数据构建成张量并对其进行分解与优化,使数据能够保留变量间的内在联系... 针对传统预测模型无法利用多元数据变量间内在联系的问题,提出了基于张量分解和序列最小二乘规划(SLSQP)优化的长短期记忆神经网络(LSTM)模型TD-LSTM-S。在模型中将数据构建成张量并对其进行分解与优化,使数据能够保留变量间的内在联系,采用SLSQP算法进行优化,使LSTM能够有效利用变量间的内在联系,提高模型的预测性能。实验结果表明:提出的TD-LSTM-S模型较传统模型具有更高的预测性能。 展开更多
关键词 二氧化碳浓度预测 多元数据变量间内在联系 张量分解 序列最小二乘规划 长短期记忆神经网络
下载PDF
Analyzing and Forecasting Climate Change in Harbin City,Northeast China 被引量:4
2
作者 ZHANG Lijuan LIU Dong +3 位作者 YAN Xiaodong ZHOU Dongying ZHENG Hong SU Lianling 《Chinese Geographical Science》 SCIE CSCD 2011年第1期65-73,共9页
Based on sounding data from 1975 to 2005 and TM/ETM+ remote sensing images in 1989, 2001 and 2007, the climate changes in Harbin City, Northeast China in recent 30 years were analyzed and forecasted. Results show that... Based on sounding data from 1975 to 2005 and TM/ETM+ remote sensing images in 1989, 2001 and 2007, the climate changes in Harbin City, Northeast China in recent 30 years were analyzed and forecasted. Results show that in the lower troposphere the meridional wind speed and mean annual wind speed decrease, and in the lower stratosphere the temperature decreases while the meridional wind speed increases significantly. In the study area, the climate is becoming warmer and wetter in the middle lower troposphere. The expansion of urban area has great effects on the surface air temperature and the wind speed, leading to the increase of the surface air temperature, the decrease of the surface wind speed, and the increase of the area of urban high temperature zone. The quantitative equations have been established among the surface air temperature, the carbon dioxide (CO2) concentration and the specific humidity (the water vapor content). It is predicted that the future increasing rate of the surface air temperature is 0.85℃/10yr if emission concentration of CO2 remains unchanged; if emission concentration of CO2 decreases to 75%, 50% and 25%, respectively, the surface air temperature will increase 0.65℃/10yr, 0.46℃/10yr and 0.27℃/10yr, respectively. The rise of the surface air temperature in the study area is higher than that of the global mean temperature forecasted by IPCC. 展开更多
关键词 climate change climate forecast cause analysis Northeast China
下载PDF
Will typhoon over the western North Pacific be more frequent in the Blue Arctic conditions?
3
作者 MA JieHua WANG HuiJun ZHANG Ying 《Science China Earth Sciences》 SCIE EI CAS 2014年第7期1494-1500,共7页
How would typhoon activity over the western North Pacific change for various scenarios of future global warming?Using the model projections of the Coupled Model Intercomparison Project phase 3(CMIP 3)under the SRES A1... How would typhoon activity over the western North Pacific change for various scenarios of future global warming?Using the model projections of the Coupled Model Intercomparison Project phase 3(CMIP 3)under the SRES A1B scenario,we generated summer(September)ice-free Arctic conditions,also referred to as Blue Arctic conditions,and then used the corresponding monthly sea surface temperature(SST)and a set of CO2concentrations to drive an AGCM model to simulate the resulting changes in background conditions affecting typhoon activity over the western North Pacific.Our results show that,during typhoon season(June to October),atmospheric and ocean circulations over the western North Pacific would be significantly different from the present circulations.Changes in the vertical shear of zonal wind and outgoing longwave radiation(OLR)in the western North Pacific are favorable for westward and northward shift,respectively,of the location of typhoon genesis.Moreover,changes in the above fields over the key area may be conducive to less frequent typhoons.In addition,the tropical cyclone genesis potential index(GPI)over the western North Pacific would decrease(increase)east(west)of 150°E(140°E). 展开更多
关键词 Blue Arctic sea ice climate change western North Pacific TYPHOON
原文传递
上一页 1 下一页 到第
使用帮助 返回顶部