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超音速飞机压强场的机器学习预测方法研究
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作者 张玉龙 张润森 +2 位作者 袁永伟 舒凤金 张世芳 《现代制造技术与装备》 2023年第7期54-56,共3页
超音速飞行过程中由于近场空气压强过大而产生音爆现象,会对周围环境产生重要影响。如何预测飞机近场和远场的压强值,对超音速飞机设计和评估极其关键。首先通过Fluent计算飞机在不同马赫数下近场的压强,其次通过机器学习线性回归算法... 超音速飞行过程中由于近场空气压强过大而产生音爆现象,会对周围环境产生重要影响。如何预测飞机近场和远场的压强值,对超音速飞机设计和评估极其关键。首先通过Fluent计算飞机在不同马赫数下近场的压强,其次通过机器学习线性回归算法拟合远场的压强场,最后通过模拟数据验证模型的准确性。结果显示,模型预测精度相对误差在5%以内,研究结果可以为超音速飞行器音爆测量与预测提供理论基础。 展开更多
关键词 超音速飞机 音爆 压强场
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浮放物体平面多刚体动力学建模与算法研究 被引量:13
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作者 张润森 王琪 《力学学报》 EI CSCD 北大核心 2017年第6期1370-1379,共10页
采用非光滑多体系统动力学的方法研究浮放物体与基础平台组成的多体系统,建立其非光滑接触的动力学方程与数值算法.浮放物体由主体部分和支撑腿组成,其间通过含黏弹性阻力偶的转动铰连接.支撑腿与基础平台间的接触力简化为接触点的法向... 采用非光滑多体系统动力学的方法研究浮放物体与基础平台组成的多体系统,建立其非光滑接触的动力学方程与数值算法.浮放物体由主体部分和支撑腿组成,其间通过含黏弹性阻力偶的转动铰连接.支撑腿与基础平台间的接触力简化为接触点的法向接触力和摩擦力,采用扩展的赫兹接触力模型描述接触点的法向接触力,采用库伦干摩擦模型描述其摩擦力.采用笛卡尔坐标系下的位形坐标作为系统的广义坐标.首先,将基础平台运动看作非定常约束,用第一类拉格朗日方程建立系统的动力学方程,并采用鲍姆加藤约束稳定化的方法解决违约问题.随后给出基于事件驱动法和线性互补方法的数值算法.当相对切向速度为零时,构造静滑动摩擦力的正负余量和正、负向加速度的互补关系,从而将接触点黏滞-滑移切换的判断以及静滑动摩擦力的计算转化为线性互补问题进行求解,并采用Lemke算法求解线性互补问题.最后,通过数值仿真选择合适的步长;通过仿真结果说明浮放物体运动中存在的黏滞-滑移切换现象以及基础平台运动、质心位置对浮放物体运动的影响. 展开更多
关键词 浮放物体 非光滑 库伦干摩擦 线性互补 接触力
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Monitoring Soil Salt Content Using HJ-1A Hyperspectral Data: A Case Study of Coastal Areas in Rudong County, Eastern China 被引量:4
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作者 LI Jianguo PU Lijie +5 位作者 ZHU Ming DAI Xiaoqing XU Yan CHEN Xinjian zhang Lifang zhang runsen 《Chinese Geographical Science》 SCIE CSCD 2015年第2期213-223,共11页
Hyperspectral data are an important source for monitoring soil salt content on a large scale. However, in previous studies, barriers such as interference due to the presence of vegetation restricted the precision of m... Hyperspectral data are an important source for monitoring soil salt content on a large scale. However, in previous studies, barriers such as interference due to the presence of vegetation restricted the precision of mapping soil salt content. This study tested a new method for predicting soil salt content with improved precision by using Chinese hyperspectral data, Huan Jing-Hyper Spectral Imager(HJ-HSI), in the coastal area of Rudong County, Eastern China. The vegetation-covered area and coastal bare flat area were distinguished by using the normalized differential vegetation index at the band length of 705 nm(NDVI705). The soil salt content of each area was predicted by various algorithms. A Normal Soil Salt Content Response Index(NSSRI) was constructed from continuum-removed reflectance(CR-reflectance) at wavelengths of 908.95 nm and 687.41 nm to predict the soil salt content in the coastal bare flat area(NDVI705 < 0.2). The soil adjusted salinity index(SAVI) was applied to predict the soil salt content in the vegetation-covered area(NDVI705 ≥ 0.2). The results demonstrate that 1) the new method significantly improves the accuracy of soil salt content mapping(R2 = 0.6396, RMSE = 0.3591), and 2) HJ-HSI data can be used to map soil salt content precisely and are suitable for monitoring soil salt content on a large scale. 展开更多
关键词 东部沿海地区 土壤含盐量 中国东部地区 高光谱数据 盐分含量 如东县 监测 数据预测
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Impacts of Transportation Arteries on Land Use Patterns in Urbanrural Fringe: A Comparative Gradient Analysis of Qixia District, Nanjing City, China 被引量:4
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作者 zhang runsen PU Lijie ZHU Ming 《Chinese Geographical Science》 SCIE CSCD 2013年第3期378-388,共11页
Integrated transportation and land use studies are of major interest to planners because they consider the interaction between transportation development and land use change. Quantifying the impact of transport infras... Integrated transportation and land use studies are of major interest to planners because they consider the interaction between transportation development and land use change. Quantifying the impact of transport infrastructure on land use change is necessary for evaluating the role of transportation development in the process of land use and land cover change in the urban-rural fringe. Taking Qixia District of Nanjing City, Jiangsu Province, China as a typical urban-rural fringe area, this paper analyzes the patterns and characteristics of land use change along three major transportation arteries using land use data from 2000 and 2008. We examine the spatial differentiation and gradient of land use pattern around railway, expressway, and highway corridors to investigate whether land use change in the urban-rural fringe is related to distance from transportation arteries and to clarify the varying impacts of different forms of transport infrastructure on land use patterns. We find that construction land generally tends to be located close to major transportation arteries, and that railways have the most obvious influence on land use change in the urban-rural fringe, while the impact of expressways was not significant. We conclude that there exists a causal relationship between the presence of transportation arteries and land use change in the urban-rural fringe, but this relationship varies across different types of linear transport infrastructure. 展开更多
关键词 土地利用方式 城乡结合部 综合交通 梯度分析 栖霞区 南京市 中国 土地利用变化
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基于土地利用-交通-能源集成模型的城市交通低碳发展路径:以常州市为例 被引量:2
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作者 张润森 张峻屹 +1 位作者 吴文超 姜影 《城市与区域规划研究》 2020年第2期57-73,共17页
低碳城市逐渐成为人类应对全球气候变化挑战中的聚焦点,而交通部门作为城市能耗及温室气体排放的主要来源之一,如何以最小的交通消耗最大限度地满足城市交通需求成为低碳城市建设的基本目标。文章基于局部均衡模型的框架构建了包含空间... 低碳城市逐渐成为人类应对全球气候变化挑战中的聚焦点,而交通部门作为城市能耗及温室气体排放的主要来源之一,如何以最小的交通消耗最大限度地满足城市交通需求成为低碳城市建设的基本目标。文章基于局部均衡模型的框架构建了包含空间选址、交通行为、能源技术选择在内的城市土地利用—交通—能源集成模型,来刻画城市尺度下的中长期交通能耗和排放路径,并以常州市为例进行了数值计算,设置了四类情景来评价不同政策的节能减排潜力。模拟结果显示,速度管制、共享出行、电动汽车三类政策均在一定程度上改变了出行方式和能源技术结构,尤其电动汽车情景中的化石燃料消费将大幅度为电力消费所代替。此外,外生政策冲击带来的影响在空间上也有所差异,速度管制和电动汽车情景下的中心城区为碳排放强度下降的主要区域,而共享出行情景中的郊区和外围区域则拥有较高的减排潜力。该集成模型通过模拟家庭和企业主体的各种决策行为,来反映城市系统中土地利用、交通和能源系统之间的相互作用关系,不仅可以为低碳城市发展的政策评价提供工具支撑,也有助于丰富能源—经济—环境(3E)模型体系的完善,推动国内城市模型与能源模型一体化的发展和应用。 展开更多
关键词 集成模型 交通能耗 碳排放 政策情景 数值模拟
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Soil salinization research in China: Advances and prospects 被引量:94
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作者 LI Jianguo PU Lijie +3 位作者 HAN Mingfang ZHU Ming zhang runsen XIANG Yangzhou 《Journal of Geographical Sciences》 SCIE CSCD 2014年第5期943-960,共18页
With the environmental deterioration caused by the advance of climate change, soil salinization is a serious and growing global problem. Currently about 7% of the world's land surface is threatened by salinization. C... With the environmental deterioration caused by the advance of climate change, soil salinization is a serious and growing global problem. Currently about 7% of the world's land surface is threatened by salinization. China is a country whose soils are severely affected by this problem, which, due to its extensive area, and wide distribution poses a serious threat to regional agricultural development. In this review, we summarize the framework for soil salinization research in China over the past 70 years, assess the weaknesses of existing research in both a domestic and international context, highlight the trends and key findings of global research about saline soils over the past 30 years, and propose six major fields and directions for future research on saline soil. 展开更多
关键词 saline soil research framework ADVANCES PROSPECTS
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