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81.
疟疾是世界上最严重的一种寄生虫疾病,安徽省是典型的中纬度疟疾高发区域之一。本文以安徽省县级行政单元统计的疟疾发病率为例,从遥感监测数据中获取疟疾潜在驱动因素的数据,使用遗传规划方法建立遥感监测的环境因素与疟疾发病率之间的关系,从而预测疟疾发病率的空间分布,并分析预测结果、评价模型精度。结果表明,遗传规划方法预测的疟疾发病的精度(训练数据的预测R2 = 0.558,检验数据R2 = 0.429)较线性逐步回归方法的预测精度(训练数据的预测R2 = 0.470,检验数据R2 = 0.408)有所提高。遗传规划方法有利于提高预测疟疾发病率空间分布的精度。其为使用遥感监测数据预测疟疾的空间分布和变化的科学研究提供依据。 相似文献
82.
Statistical models for shear strength of RC beam‐column joints using machine‐learning techniques
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This paper proposes a new set of probabilistic joint shear strength models using the conventional multiple linear regression method, and advanced machine‐learning methods of multivariate adaptive regression splines (MARS) and symbolic regression (SR). In order to achieve high‐fidelity regression models with reduced model errors and bias, this study constructs extensive experimental databases for reinforced and unreinforced concrete joints by collecting existing beam‐column joint subassemblage tests from multiple sources. Various influential parameters that affect joint shear strength such as material properties, design parameters, and joint configuration are investigated through tests of statistical significance. After performing a set of regression analyses, the comparison of simulation results indicates that MARS approach is the best estimation method. Moreover, the accuracy of analytical predictions of the derived MARS model is compared with that of existing joint shear strength relationships. The comparison results show that the proposed model is more accurate compared to existing relationships. This joint shear strength prediction model can be readily implemented into joint response models for evaluation of earthquake performance and inelastic responses of building frames. Copyright © 2014 John Wiley & Sons, Ltd. 相似文献
83.
This paper develops a parallel dynamic programming algorithm to optimize the joint operation of a multi-reservoir system. First, a multi-dimensional dynamic programming (DP) model is formulated for a multi-reservoir system. Second, the DP algorithm is parallelized using a peer-to-peer parallel paradigm. The parallelization is based on the distributed memory architecture and the message passing interface (MPI) protocol. We consider both the distributed computing and distributed computer memory in the parallelization. The parallel paradigm aims at reducing the computation time as well as alleviating the computer memory requirement associated with running a multi-dimensional DP model. Next, we test the parallel DP algorithm on the classic, benchmark four-reservoir problem on a high-performance computing (HPC) system with up to 350 cores. Results indicate that the parallel DP algorithm exhibits good performance in parallel efficiency; the parallel DP algorithm is scalable and will not be restricted by the number of cores. Finally, the parallel DP algorithm is applied to a real-world, five-reservoir system in China. The results demonstrate the parallel efficiency and practical utility of the proposed methodology. 相似文献
84.
自升沉式潜标正式布放使用前应进行大量的测试试验工作。为了能够在岸边或实验室对潜标的各项性能进行验证和调试工作,开发了基于LabVIEW的潜标模拟测试系统。该系统充分利用虚拟仪器的特点,采用模块化编程技术,利用软件模拟潜标在水下的各种运动状态及传感器感应的测量参数变化,或通过对现场测量数据的回放查找分析潜标系统本身存在的缺陷,实现潜标不下水或少下水就可以进行全面测试的目的。实验结果表明,利用模拟测试系统可以进行固定值、极值和连续变化值模拟,能够缩短设备开发周期,优化系统控制方案,对提高产品质量具有非常重要的作用。 相似文献
85.
基于Android移动开发平台,设计一款公交辅助导航软件系统。基于Android操作系统,结合SQLite数据库和百度地图应用程序编程接口,通过全球定位系统实时定位用户当前位置,完成公交线路查询、公交站点查询、出行线路规划等功能。同时,包括离线查询和在线查询,能满足用户在不同情况下完成公交信息查询和路线规划。创新性地提出了效率较高的"基于线路与站点的直达车搜索算法"、"基于直达车线路和站点的换乘车搜索算法"。实验结果表明,系统能运行于基于Android系统的移动设备,为用户出行带来方便。 相似文献
86.
Optimizing layout of pumping well in irrigation district for groundwater sustainable use in northwest China 总被引:1,自引:0,他引:1
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Optimizing layout of pumping well plays a vital role in curbing the groundwater level decline. A novel optimization model is presented in this study. First, the optimal well number is obtained by taking into account factors of local economy and environment based on nonlinear programming model. Then, the well spatial layout assessment model is attained based on information entropy weight and technique for order preference by similarity to ideal solution (TOPSIS). After that, the relative closeness to positive ideal solution of alternative (ci) on the rationality of well spatial layout in cultivated land is calculated, and a set of alternatives are ranked according to the descending order of ci. Finally, the well optimization layout is obtained by combining the optimal well number with well spatial layout assessment result based on the GIS data of pumping wells. As a case study, this method was applied in Yongchang Irrigation District of Shiyang River Basin, the arid region of northwest China. Results show that under the conditions of sustainable use of water resources, the irrigation district needed 724 wells for irrigation, with a decrease of 31.0% when compared with the existing number of wells. The wells with low flow rate and operating efficiency distributed in high density where groundwater is over‐exploitation were recommended to be closed. This well optimization layout method is expected to play a significant role in helping make plans for exploiting groundwater at more sustainable level, curbing the groundwater level decline trend, and improving the local ecological environment. Copyright © 2015 John Wiley & Sons, Ltd. 相似文献
87.
88.
An inexact double-sided fuzzy chance-constrained programming (IDFCCP) method was developed in this study and applied to an agricultural effluent control management problem. IDFCCP was formulated through incorporating interval linear programming (ILP) into a double-sided fuzzy chance-constrained programming (DFCCP) framework, and could be used to deal with uncertainties expressed as not only possibility distributions associated with both left- and right-hand-side components of constraints but also discrete intervals in the objective function. The study results indicated that IDFCCP allowed violation of system constraints at specified confidence levels, where each confidence level consisted of two reliability scenarios. This could lead to model solutions with high system benefits under acceptable risk magnitudes. Furthermore, the introduction of ILP allowed uncertain information presented as discrete intervals to be communicated into the optimization process, such that a variety of decision alternatives can be generated by adjusting the decision-variable values within their intervals. The proposed model could help decision makers establish various production patterns with cost-effective water quality management schemes under complex uncertainties, and gain in-depth insights into the trade-offs between system economy and reliability. 相似文献
89.
As Chinese cities rapidly transformed themselves into consumerist societies, the relationship between consumers and consumption
space under stratification has become a new research area in the field of urban social geography. Based on a consumer behavior
analysis, this study explores the relationship between consumption space and the social strata of consumers in typical shopping
malls in Guangzhou where the first shopping mall in China was built. The result shows that shopping malls have performed significant
constructive functions of organizing consumers from different social classes into different consumption space. For middle-
and upper-class consumers, the function of shopping malls centers on utilitarian consumption, identity recognition, and identity
construction; whereas for lower-class consumers, its function revolves around pleasure and enjoyment. The symbolism of consumption
space is the underlying reason for shopping malls to have their social constructive function. The findings of this research
suggest that: 1) a shopping mall is a productive consumption space and a geographical space with subjectivity; 2) the micro-location
of a shopping mall has social construction function; and 3) symbolic consumption is the core of social construction. 相似文献
90.
有限元与改进单纯形法联合编程技术在位移反分析中的应用 总被引:1,自引:0,他引:1
根据弹性地基梁法基本思想,考虑基坑分步开挖和逐级加撑的动态施工因素,通过有限元计算模拟基坑实际开挖过程。结合现场监测数据,采用位移反分析方法反演各土层m 值,并准确预测后续工况支护体的变形。采用有限元通用软件ANSYS内嵌的APDL语言编程建立支护体有限元计算模型,并应用数学软件MATLAB编制“改进单纯形法”优化程序,编写了接口程序,实现了MATLAB对ANSYS模型的实时循环调用和逐步寻优。武汉长江隧道武昌明挖段基坑工程算例证明,基于单纯形法的联合编程技术能方便、高效地被应用于支护体位移反分析预测中。建立了基于本工况预测下一工况或相邻断面的扩展型位移反分析预测模型,预测结果与实测结果拟合程度较高。 相似文献