首页 | 本学科首页   官方微博 | 高级检索  
相似文献
 共查询到20条相似文献，搜索用时 542 毫秒
1.
Facility placement and associated service coverage are major concerns in urban and regional planning. In this paper an approach is detailed for the problem of covering spatial demand for service, where potential facilities are located in the continuous plane. It is shown that weighted demand, represented as points, lines or polygons, can be optimally served by a finite number of potential facility locations, called the polygon intersection point set (PIPS). The developed approach is an extension of a point‐based abstraction of demand to more general representations (e.g. points, lines or polygons). An empirical analysis of warning siren siting in Ohio is carried out, highlighting the applicability of this approach.  相似文献   

2.
Uncertainties and errors associated with aggregation have long been recognized in the study of spatial problems. In facility location modeling, while much has been done to examine the aggregation of large datasets of discrete points, errors and uncertainties involved in aggregating continuous spatial units are not well understood. This study focuses on the effects of aggregating continuous spatial units into discrete points within the context of the location set covering problem. We propose new measures to understand and quantify errors associated with a continuous aggregation scheme. In a real-world application, the proposed methods can be used to suggest an appropriate aggregation scheme before the application of the location model. We demonstrate the concepts developed here with an empirical study of siting emergency warning sirens in the city of Dublin, OH.  相似文献   

3.
ABSTRACT

The efficiency of public investments and services has been of interest to geographic researchers for several decades. While in the private sector inefficiency often leads to higher prices, loss of competitiveness, and loss of business, in the public sector inefficiency in service provision does not necessarily lead to immediate changes. In many cases, it is not an entirely easy task to analyze a particular service as appropriate data may be difficult to obtain and hidden in detailed budgets. In this paper, we develop an integrative approach that uses cyber search, Geographic Information System (GIS), and spatial optimization to estimate the spatial efficiency of fire protection services in Los Angeles (LA) County. We develop a cyber-search process to identify current deployment patterns of fire stations across the major urban region of LA County. We compare the results of our search to existing databases. Using spatial optimization, we estimate the level of deployment that is needed to meet desired coverage levels based upon the location of an ideal fire station pattern, and then compare this ideal level of deployment to the existing system as a means of estimating spatial efficiency. GIS is adopted throughout the paper to simulate the demand locations, to conduct location-based spatial analysis, to visualize fire station data, and to map model simulation results. Finally, we show that the existing system in LA County has considerable room for improvement. The methodology presented in this paper is both novel and groundbreaking, and the automated assessments are readily transferable to other counties and jurisdictions.  相似文献   

4.
Earthquakes occurring in urban areas constitute an important concern for emergency management and rescue services. Emergency service location problems may be formulated in discrete space or by restricting the potential location(s) to a specified finite set of points in continuous space. We propose a Multicriteria Spatial Decision Support System to identify shelters and emergency service locations in urban evacuation planning. The proposed system has emerged as an integration of the geographical information systems (GIS) and the multicriteria Decision-Making method of Preference Ranking Organization Method for Enrichment Evaluation IV (PROMETHEE IV). This system incorporates multiple and often conflicting criteria and decision-makers’ preferences into a spatial decision model. We consider three standard structural attributes (i.e., durability density, population density, and oldness density) in the form of spatial maps to determine the zones most vulnerable to an earthquake. The information on these spatial maps is then entered into the ArcGIS software to define the relevant scores for each point with regards to the aforementioned attributes. These scores will be used to compute the preference functions in PROMETHEE IV, whose net flow outranking for each alternative will be inputted in ArcGIS to determine the zones that are most vulnerable to an earthquake. The final scores obtained are integrated into a mathematical programming model designed to find the most suitable locations for the construction of emergency service stations. We demonstrate the applicability of the proposed method and the efficacy of the procedures and algorithms in an earthquake emergency service station planning case study in the city of Tehran.  相似文献   

5.
Long distances and sparse service networks set challenging conditions for material logistics in health care. Globally, health care organisations have been making structural changes towards centralised warehousing and deliveries. In Northern Finland, material logistics of the public health care system rely mainly on numerous separate order and delivery systems, although logistics needs, ordering and stock in different health care facilities correspond to each other. As centralised logistics in orders and deliveries may lead to remarkable savings, pressure for centralised management is high. This paper analyses how effectively a potential centralised warehousing system can be organised based on its spatial components. These include optimal location of one or more warehouses, delivery network coverage and efficiency of routes, as well as accessibility of health centres and hospitals. The geographic information systems (GIS) -based accessibility analytical framework described in this study applies vehicle routing and heuristic computations to location-allocation of warehouses to potential sites by optimising transport cost with a constraint to provide service to at least 90% of delivery demand. The spatial data include the road network, health care facility locations with rough estimates of freight demand nodes and potential locations of warehouse facilities. The main findings of the study show that majority of health centres and hospitals can be effectively reached by a delivery network based on one or two warehouses. Furthermore, the efficiency of the delivery network does not increase remarkably by increasing the number of warehouses, when measured as driving time.  相似文献   

6.
科学评估避难场所的服务效率是提高城市应急水平的前提。传统对避难场所服务效率的评估多偏重于避难场所空间布局的合理性,缺少对避难者的空间布局和避难行为等避难需求的考虑,这会使评估结果造成偏差,从而容易引起资源配置的低效率。本文构建了多主体模拟模型,模拟避难者灾后对避难场所的选择、奔跑、安置等关键疏散行为过程,量化评估该地区避难场所服务效率。本文对比了两种量化评估指标在同一案例评估的差异性,一种是传统方法中空间可达性(服务半径覆盖率),一种是利用疏散行为模拟计算出的避难成功率;北京市海淀区的实证研究显示两项指标在同一案例区有巨大差异。这一分析结果显示,传统评估仅利用服务半径覆盖率这一指标来分析避难场所布局现状及规划的合理性存在不足。通过避难疏散行为的模拟发现,以下指标的使用有望辅助提高评估的真实性：①避难场所的利用效率。由于设施的利用效率不均衡,会导致避难场所超容或闲置的情况。在充分考虑避难场所的有效服务面积和服务人口的基础上,设计“人均避难面积”等反应利用效率的指标就显得十分必要。②避难标识系统的连通性。避难模拟的实验显示避难标识系统可能对避难者逃生疏散具有分流和引导作用,据此,避难场所与周边居民区的标识系统的连通性也是评价其服务效率的关键指标。  相似文献   

7.
区位—分配模型是实现公共服务设施最适配置的有效方法之一。传统的P中值模型以效率作为导向,采用“邻近分配”规则,不考虑设施容量(规模),难以适应城市综合医院供需之间相互作用规律下适度均衡、居民随机概率式选择和区位与规模同步求解的布局要求。本文尝试以P中值模型为基础框架,在对P中值模型来源及其适用性进行分析的基础上,构建出基于供需双方(居民—综合医院)空间相互作用的重力P中值模型。新模型通过纳入“邻近就医”最大出行成本因子,确保居民至少邻近1所综合医院(保障空间公平);通过追求总加权出行成本最小化,确保设施空间配置效率;通过纳入设施容量规模因子实现设施区位和规模同时求解;通过纳入最小规模因子,保障设施规模效率和服务质量公平。进一步通过无锡市区综合医院空间配置进行实证检验发现：采用新模型优化后,综合医院空间配置更加公平、居民邻近就医更加便捷,且能够实现与社区卫生设施协同布局,使整个医疗设施体系空间布局更加合理。本文构建的新重力P中值模型(模型的变量参数可作适当调整)可用于竞争型公共设施区位决策,为相关设施布局调整或者规划提供决策依据。  相似文献   

8.
Artificial neural networks (ANNs) have been extensively used for the spatially explicit modeling of complex geographic phenomena. However, because of the complexity of the computational process, there has been an inadequate investigation on the parameter configuration of neural networks. Most studies in the literature from GIScience rely on a trial-and-error approach to select the parameter setting for ANN-driven spatial models. Hyperparameter optimization provides support for selecting the optimal architectures of ANNs. Thus, in this study, we develop an automated hyperparameter selection approach to identify optimal neural networks for spatial modeling. Further, the use of hyperparameter optimization is challenging because hyperparameter space is often large and the associated computational demand is heavy. Therefore, we utilize high-performance computing to accelerate the model selection process. Furthermore, we involve spatial statistics approaches to improve the efficiency of hyperparameter optimization. The spatial model used in our case study is a land price evaluation model in Mecklenburg County, North Carolina, USA. Our results demonstrate that the automated selection approach improves the model-level performance compared with linear regression, and the high-performance computing and spatial statistics approaches are of great help for accelerating and enhancing the selection of optimal neural networks for spatial modeling.  相似文献   

9.
Public service systems, such as emergency health care, police or fire brigades, are critical for day-to-day functioning of the society. To design and operate these systems efficiently much data needs to be collected and properly utilised. Here, we use the OpenStreetMap (OSM) data to model the demand points (DPs), which approximate the geographical location of customers, and the road network, which is used to access or distribute services. We consider all inhabitants as customers, and therefore to estimate the demand, we use the available population grids. People are changing their location in the course of the day and thus the demand for services is changing accordingly. In this paper, we investigate how the used demand estimate affects the optimal design of a public service system. We calculate and compare efficient designs corresponding to two demand models, a night-time demand model when the majority of inhabitants rest at home and the demand model derived from the 24-hour average of the population density. We propose a simple measure to quantify the differences between population grids and we estimate how the size of differences affects the optimal structure of a public service system. Our analyses reveal that the efficiency of the service system is not only dependent on the placement strategy, but an inappropriate demand model has significant effects when designing a system as well as when evaluating its efficiency.  相似文献   

10.
田玲玲  张晋  王法辉  李响  郑文升  罗静 《地理科学》2019,39(9):1455-1463
公共服务资源的空间配置问题一直存在效率与公平价值导向的博弈,空间综合人文社科的兴起,使其演化成一个空间优化问题。医疗资源空间配置的规划注重决策连续性,据此提出改进空间可达性的两步优化法。在农村地区资源有限的情况下,以空间可达性为主要指标,建立公平与效率导向下的二次规划模型,通过重新选址和设定规模以保证居民获得就医机会的最大公平和效率,并以湖北省仙桃市为案例进行应用研究。结果表明,新选地址和规模优化结果能使仙桃市医疗资源空间配置的公平性和效率性得到显著提高,2个步骤相结合,使其成为真正的混合优化模型,达到效率和公平平衡的双重目标。  相似文献   

11.
Many cities in the United States and Canada offer a 311 helpline to their residents for submitting requests for non-emergency municipal services. By dialing 311, urban residents can report a range of public issues that require governmental attention, including potholes, graffito, sanitation complaints, and tree debris. The demand for these municipal services fluctuates greatly with time and location, which poses multiple challenges to effective deployment of limited resources. To address these challenges, this study uses a locally adaptive space-time kernel approach to model 311 requests as an inhomogeneous Poisson process and presents an analytical framework to generate predictions of 311 demand in space and time. The predictions can be used to optimally allocate resources and staff, reduce response time, and allow long-term dynamic planning. We use a bivariate spatial kernel to identify the spatial structure and weigh each kernel by corresponding past observations to capture the temporal dynamics. Short-term serial dependency and weekly temporality are modeled through the temporal weights, which are adaptive to local community areas. We also transform the computation-intensive parameter estimation procedure to a low dimensional optimization problem by fitting to the autocorrelation function of historical requests. The presented method is demonstrated and validated with sanitation service requests in Chicago. The results indicate that it performs better than common industry practice and conventional spatial models with a comparable computational cost.  相似文献   

12.
Since the launch of the U.S. Department of Homeland Security in 2002, research needs have been established in the areas of disaster preparedness and critical infrastructure protection. Disaster preparedness seeks to lessen the adverse effects of catastrophes by planning in advance and instituting a proper response. Critical infrastructures are those entities deemed necessary for society to function correctly and thus require protection. Recent studies have used location models to aid in the management of many of these crucial establishments, but few efforts have modeled where to geographically site a future critical supply facility. Furthermore, no research has explored a multihazards approach for siting critical supply facilities and the explicitly spatial factors that make a potential target vulnerable to attack. In this article, we propose a strategic multiobjective modeling framework for siting critical supply facilities that incorporates explicitly spatial disaster preparedness directives and critical infrastructure protection demands. We detail the spatial data requirements and modeling assumptions and present results from an application involving the placement of critical vaccine stores in Orlando, Florida.  相似文献   

13.
基于潜能模型的医疗设施空间可达性评价方法   总被引：15，自引：4，他引：11  
空间可达性是评价医疗设施布局合理与否的重要指标,传统的医疗设施空间可达性评价,或者从医疗服务供需状况着手,或者从供需双方之间距离因素着手,均无法全面评价居民实际所能获取的医疗资源。本文采用基于潜能模型的评价方法对江苏省如东县医疗设施空间可达性进行分析研究,该方法综合考虑了医疗设施服务能力、居民点人口数量、医疗设施与居民点之间的出行阻抗。研究表明,通过选取合适的出行摩擦系数,该方法能够较为全面准确地测度较小研究单元的医疗设施空间可达性,辅以GIS技术,可以很直观地揭示研究区域内医疗设施空间可达性差异,结合公共卫生管理部门制定的医疗资源配置标准,还可较为准确判定缺医地区,为政府相关部门规划决策提供依据。  相似文献   

14.
时间是急救服务的敏感因素,急救服务设施可达性的时空差异对于评估急救设施的选址及急救服务调度的效率,解决公众急救医疗需求与供给之间的矛盾,辅助政府部门的决策都至关重要。交通拥堵是常见的城市问题,尤其是在城市中心区域更为明显,由于交通拥堵带来的时间滞后对急救服务产生的影响不容忽视。本文通过浮动车GPS大数据,分析交通拥堵对广州市中心城区急救医疗设施时空可达性的影响。结果表明：①在考虑道路实际通行状况的情况下,在交通高峰期,社区的急救医疗服务平均可达时间和最长可达时间分别比采用设计时速计算增加20%和25%。②可达性存在明显的时空差异。急救医疗服务可达性以急救医院为中心,沿着路网向四周呈现衰减趋势。急救医院布局较多、路网密集区域的可达性高,反之则低。交通拥堵对路网密集、行车规则设计复杂以及存在通过性交通流的地区影响显著。③对不同阻抗系数下可达性变化的敏感性分析,发现随着阻抗系数的增大,可达性变化的趋势有所放缓,紧急医疗服务可达性的分异变小;这一变化趋势在交通平峰期表现更为明显。因此,在研究城市中心区域急救医疗服务时,考虑交通拥堵对可达性的影响,需要构建基于实时交通状况的可达性评估模型,合理选择模型参数,优化实时急救医疗服务调度,提升急救服务的效率和质量。  相似文献   

15.
颜秉秋  高晓路  季珏 《地理科学进展》2015,34(12):1586-1597
养老设施规划配置的关键应着眼于老年群体对养老服务的差异化需求及其动态变化特征。本文提出了基于多主体模拟的理论框架,并通过对前期研究的梳理,归纳出养老机构配置问题中需要考虑的老年人、养老机构等主体的时间变异和空间差异特征、其行为规则以及他们与环境之间的相互作用规律。在此基础上,以北京市为例构建了多主体微观模拟模型,对2010-2030年间养老机构需求与供给态势进行了预测,并讨论了养老设施布局的评估指标,通过设施利用率、百人床位数和空间匹配度等指标,对北京市养老服务设施的规划政策进行了评估。研究表明,多智能体模拟技术对把握人口动向及养老服务需求的不确定性和动态变化特征而言是一个十分有效的研究工具,能够很好地体现各种要素的空间属性。对于北京市的“9064”养老服务规划和养老设施专项规划的分析表明,如果仅仅对养老模式的分担比例和百人床位数进行控制,而忽视对空间布局的管控,养老机构床位空置率有可能出现继续上升的趋势,为此,必须制定城市中心区养老机构的比例,同时对养老机构的定价、选址和服务质量采取必要的管控措施。  相似文献   

16.
Optimal location search is frequently required in many urban applications for siting one or more facilities. However, the search may become very complex when it involves multiple sites, various constraints and multiple‐objectives. The exhaustive blind (brute‐force) search with high‐dimensional spatial data is infeasible in solving optimization problems because of a huge combinatorial solution space. Intelligent search algorithms can help to improve the performance of spatial search. This study will demonstrate that genetic algorithms can be used with Geographical Information systems (GIS) to effectively solve the spatial decision problems for optimally sitting n sites of a facility. Detailed population and transportation data from GIS are used to facilitate the calculation of fitness functions. Multiple planning objectives are also incorporated in the GA program. Experiments indicate that the proposed method has much better performance than simulated annealing and GIS neighborhood search methods. The GA method is very convenient in finding the solution with the highest utility value.  相似文献   

17.
消防站的空间布局事关城市发展与城市安全。本文以北京市五环内中心城区为研究区,使用44.34万条POI数据和道路网等相关数据,考虑易燃易爆、人群脆弱等不同特征的火灾风险因子,采用核密度分析、SAVEE模型等方法,识别出研究区内的火灾风险空间分布,进一步借助“位置—分配”模型和网络分析,并结合优化目标对研究区内消防站进行空间优化。主要研究结论为：①按照火灾风险从高到低排序,前10%的火灾风险区域主要集中在CBD—三里屯、北京古玩城—双井、王府井、南锣鼓巷—雍和宫等区域。②现有消防站对全部44.34万个POI请求点5分钟响应时间内的覆盖率为96.46%,总体覆盖效果较好,但在研究区西北和西南部的世纪城—闵庄一带覆盖不足。③综合考虑高火灾风险区、重要火灾风险因子、POI总体覆盖率和个体消防站覆盖面积相关标准等因素,经多次迭加运算分析得到最终需新增15个消防站点。优化后的各指标均有较大提升,可满足研究区的消防需求。  相似文献   

18.
以徐州市为例,基于0.25 m空间分辨率的Google影像与网络爬虫技术获取空间绿地与居住小区人口;采用两步移动搜索法评价小区尺度的绿地供给情况,结合相关标准分析其空间供需状况;为最大限度减少绿地供给不达标小区数量,用空间启发式算法搜索合适的低效工业地块转换为绿地得到优化的绿地布局。研究发现：徐州中心城区绿地供需存在空间不公平,39%的小区绿地供给小于20.1 m 2的需求标准,供给饱和区主要在云龙湖与泉山森林公园片区,不足区则主要在老城与金山桥片区;绿地空间配置应与人口空间分布保持一致,因此要在高层住宅集聚区配置大中型公园绿地;在空间上选取合适数量与位置的低效工业地块转换为绿地,转换431 hm 2的工业地块可使绿地不达标小区数目减少37个,而得到优化的绿地空间布局。  相似文献   

19.
The problem of emergency facility location is a critical component in evacuation planning. The emergence of geographic information systems (GIS) has provided a useful operational platform to assist this issue. A previously overlooked facet is the consideration of a hierarchical structure in the placement of emergency shelters. Due to the fact that survivors' needs change over time during post-disaster evacuations, shelters have now been categorized on a temporal scale based on their functions at different evacuation phases. This article proposes a three-level hierarchical location model for optimizing the placement of earthquake shelters by taking into account this temporal variance. The article not only scrutinizes the modeling procedure but also implements the model in a planning area with many real-world details. Based on the optimization results derived from a GIS context, we have found that the quality of the earthquake response procedure is not only dependent on the placement strategy of shelters, but more importantly on the financial constraints imposed on the planning and construction of these shelters. A discussion has been proposed to balance the trade-off between budget planning and evacuation efficiency. As the first attempt to model the hierarchical configuration of emergency shelters with specific focus on evacuees' escalating sheltering demands, this article will be of great significance in helping policy makers consider both the spatial and financial aspects of the strategic placement of emergency shelters.  相似文献   

20.
中国交通枢纽空间布局的评价、优化与模拟   总被引：5，自引：1，他引：4  
交通枢纽是综合运输体系的重要构成部分之一,合理的交通枢纽布局对于构建高效的综合运输体系具有重要的意义。交通枢纽的布局优化问题历来是交通运输工程学和交通地理学领域的一个研究热点。然而,当前有关交通枢纽布局的研究多局限于同一种交通运输方式,存在条块分割、重复建设乃至互相矛盾的问题。本研究立足于区域综合交通枢纽,研究首先确定影响交通枢纽布局的各评价指标,建立了由3 大类20 项指标构成的综合评价指标体系,以全国337 个地级行政区为基本单元,利用最大化覆盖模型,在科学评价综合交通枢纽布局潜力的基础上,识别出80 km、120 km、160 km和200 km 4 组服务半径约束下中国综合交通枢纽的最佳布局数量及其空间分布,从中归纳交通枢纽布局数量同目标函数值之间的一般规律,并最终优选出适合我国当前最优布局的42 个交通枢纽。研究对优选的42 个交通枢纽进行等级体系的划分和空间效应的模拟,分别从服务的空间范围和服务的社会经济要素进行分析,结果表明其所服务的国土面积、人口和GDP均优于国家规划集成的枢纽。  相似文献   

设为首页 | 免责声明 | 关于勤云 | 加入收藏

Copyright©北京勤云科技发展有限公司  京ICP备09084417号