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1.
High-performance simulation of flow dynamics remains a major challenge in the use of physical-based, fully distributed hydrologic models. Parallel computing has been widely used to overcome efficiency limitation by partitioning a basin into sub-basins and executing calculations among multiple processors. However, existing partition-based parallelization strategies are still hampered by the dependency between inter-connected sub-basins. This study proposed a particle-set strategy to parallelize the flow-path network (FPN) model for achieving higher performance in the simulation of flow dynamics. The FPN model replaced the hydrological calculations on sub-basins with the movements of water packages along the upstream and downstream flow paths. Unlike previous partition-based task decomposition approaches, the proposed particle-set strategy decomposes the computational workload by randomly allocating runoff particles to concurrent computing processors. Simulation experiments of the flow routing process were undertaken to validate the developed particle-set FPN model. The outcomes of hourly outlet discharges were compared with field gauged records, and up to 128 computing processors were tested to explore its speedup capability in parallel computing. The experimental results showed that the proposed framework can achieve similar prediction accuracy and parallel efficiency to that of the Triangulated Irregular Network (TIN)-based Real-Time Integrated Basin Simulator (tRIBS).  相似文献   

2.
Digital elevation models (DEMs) have been widely used for a range of applications and form the basis of many GIS-related tasks. An essential aspect of a DEM is its accuracy, which depends on a variety of factors, such as source data quality, interpolation methods, data sampling density and the surface topographical characteristics. In recent years, point measurements acquired directly from land surveying such as differential global positioning system and light detection and ranging have become increasingly popular. These topographical data points can be used as the source data for the creation of DEMs at a local or regional scale. The errors in point measurements can be estimated in some cases. The focus of this article is on how the errors in the source data propagate into DEMs. The interpolation method considered is a triangulated irregular network (TIN) with linear interpolation. Both horizontal and vertical errors in source data points are considered in this study. An analytical method is derived for the error propagation into any particular point of interest within a TIN model. The solution is validated using Monte Carlo simulations and survey data obtained from a terrestrial laser scanner.  相似文献   

3.
一种基于TIN的DEM表面插值模型   总被引：2，自引：0，他引：2  
针对目前基于TIN的DEM存在的表面模型单一、表面不光滑、达不到更高的精度等问题,该文利用二元泰勒公式、顶点法向量、插值函数等,提出一种基于TIN的DEM表面插值模型,并利用数学曲面评估模型精度。结果表明,该模型具有较好的光滑效果和精度,扩展了基于TIN的DEM表达方式,为DEM的应用提供了更多的选择。  相似文献   

4.
不规则三角网(TIN)可以逼真的模拟地形表面,因此被广泛应用于地学领域。Delaunay三角剖分算法是构建TIN网的最优算法,该文对传统Delaunay三角网构建算法进行分析,提出了一种针对大规模离散数据点生成TIN的高效合成算法。该算法首先根据离散点的分布位置和密度对其进行四叉树区域划分;然后以每个叶子节点的边界四边形为凸包,采用逐点插入法构建三角网;最后采用顶点合并法自底向上合并具有相同父节点的4个子节点,生成Delaunay三角网。实验结果表明,该算法时间复杂度较低,有效提高了TIN网的构建效率。  相似文献   

5.
Simulation of event-based landslides and debris flows at watershed level   总被引：2，自引：0，他引：2  
A coupled model has been developed to simulate, at watershed level, landslides and debris flows induced by a severe typhoon (tropical cyclone) in Taiwan. The model comprises a landslide susceptibility model to predict landslide occurrence, an empirical model to select debris-flow initiation points, and a debris flow model to simulate the transport and deposit of failed materials from the identified source areas. In raster format with a 10 m spatial resolution, the model output includes unstable cells, debris-flow initiation cells, debris-flow velocities, runout paths, and deposition zones. The model was first tested and calibrated in a small area, where the damage by landslides had been investigated and recorded. It was then applied to a watershed, and the simulation results were validated by comparing them with a landslide/debris-flow inventory map prepared from satellite images using a multiple change detection technique. Model test and validation results confirm the usefulness of the model in predicting the number and size of affected areas (landslides and runouts combined), runout path, and volume of runout deposits. It is a common practice in Taiwan to separate landslide and debris-flow inventories and to study debris flows only in select drainage basins. This study suggests that landslide and debris flow should be modeled as a sequential process for efficient watershed management.  相似文献   

6.
高鑫  段德忠  高阳  修春亮 《地理科学》2021,41(2):302-309
利用2012-2016年每年10月份高速公路货车流数据,动态展示了重庆区县货流网络的结构演化,并利用空间回归方法探讨了其影响因素.研究发现:①主城与万州是重庆市区县高速货流联系网络的核心部分.主城环带的地位最为突出,而以万州为中心,开州、云阳、梁平组成的“三角地带”的地位相对下降.②重庆区县货流关联网络的社团结构呈现主...  相似文献   

7.
While there are extensive studies of urban 2D forms, research on the varying geometric features and spatial distribution patterns of urban 3D spaces is comparatively rare. In this paper, we propose a coupled model, known as BPANN-CBRSortCA, which is based on a back propagation artificial neural network (BPANN) and case-based reasoning technology with sort cellular automaton (CBRSortCA) to simulate future urban building heights and their spatial distribution. BPANN–CBRSortCA uses BPANN to predict the vertical extrusion of building heights and uses CBRSortCA to simulate horizontal urban expansion. The BPANN–CBRSortCA model is innovative because of its capabilities to simultaneously project urban growth in the vertical and horizontal dimensions. The proposed model also overcomes the limitations of the traditional cellular automata models that cannot simulate ‘diffused’ urban expansion. This research used Wuhan City as a case study to simulate vertical and horizontal urban expansion from 2015 to 2025. The results showed the following: (1) in the next 10 years, new build-up will mainly appear along the edge of Hongshan and Hanyang Districts or will occupy bare land in the form of ‘filling’ and (2) the tallest buildings will be mainly located to the south of East Lake in Hongshan District and on undeveloped land within the city. These simulation results can provide a reference for future urban planning.  相似文献   

8.
This paper presents a new, intelligent approach to discover transition rules for geographical cellular automata (CA) based on bee colony optimisation (BCO–CA) that can perform complex tasks through the cooperation and interaction of bees. The artificial bee colony miner algorithm is used to discover transition rules. In BCO–CA, a food source position is defined by its upper and lower thresholds for each attribute, and each bee searches the best upper and lower thresholds in each attribute as a zone. A transition rule is organised when the zone in each attribute is connected to another node by the operator ‘And’ and is linked to a cell status value. The transition rules are expressed by the logical structure statement ‘IF-Then’, which is explicit and easy to understand. Bee colony optimisation could better avoid the tendency to be vulnerable to local optimisation through local and global searching in the iterative process, and it does not require the discretisation of attribute values. Finally, The BCO–CA model is employed to simulate urban development in the Xi’an-Xian Yang urban area in China. Preliminary results suggest that this BCO approach is effective in capturing complex relationships between spatial variables and urban dynamics. Experimental results indicate that the BCO–CA model achieves a higher accuracy than the NULL and ACO–CA models, which demonstrates the feasibility and availability of the model in the simulation of complex urban dynamic change.  相似文献   

9.
推导了泥石流冲击力作用下结构的最大位移,可以看出最大位移与泥石流的密度、速度,结构的周期、刚度有关。通过对泥石流冲击力的简化,利用有限元软件模拟二层框架结构在泥石流冲击作用下的响应,得到了底层框架柱的位移时程曲线,并对底层柱破坏形态进行了分析。把结构理论最大位移与模拟最大位移进行比较,得到了结构最大位移限值,为建筑物抵抗泥石流冲击设计提供了参考。  相似文献   

10.
秦娅风  郭建科 《地理科学》2022,42(11):1867-1878
借助GIS、Matlab和Gephi等技术手段,运用不同流要素分析2006年和2016年中国沿海港口城市体系的网络联系及空间变化特征。结果表明：①在5个流动要素网络中,城市间的要素联系总量增加且增幅较大,集中分散程度、区域分布特征均发生了显著变化。港口城市体系的网络空间结构正由“点轴”模式向“网络化”模式转化。②不同流要素的枢纽城市具有高度重合性,但网络结构具有明显差异性。物流和客流呈现“组团发展”与“轴?辐”并存的网络特征。资金流和技术流发育出显著的“核心?边缘”和层次性的空间形态。信息流呈现均衡的网络化发展模式。③不同流要素刻画出不同层面的港口城市体系,但却有着紧密联系。物流与客流相互影响、互为因果。资金流和技术流对物流具有积极的促进作用。信息流对物流的影响具有明显的滞后性;港口城市体系由单一流要素转向多元流要素综合发展,港口城市间联系更加多元化,并实现了与外部流要素的互动融合。  相似文献   

11.
华北石质山区坡地产流模型   总被引：3，自引：0，他引：3  
坡地是流域的基本产流单元。对坡地产流模型的研究,可为研究流域的水文过程奠定基础。本文在认识坡地产流规律的基础上,经过对人工模拟降雨试验中取得的产流各个环节(降雨、出流及土壤含水量变化)的数据的分析,建立了一个具有物理机制的简单的坡面产流模型。其中,使用Horton模型模拟入渗和地表产流过程,用水箱模型模拟壤中流过程。模型能够同时对降雨过程中的地表、地下出流和土壤含水量变化过程进行模拟。计算得到的产流总量的误差较小,但在变化过程线上存在一些差异。这些差异主要是由模型对实际情况的简化和假定、数学模拟的局限性、变雨强降雨过程的复杂性等因素引起的。这种分层组合的坡面产流模型对华北石质山区的上层超渗、下层蓄满的产流特征是可行的。本文所做的工作是对华北石质山区分布式水文模型的产流模块的初步尝试。  相似文献   

12.
ABSTRACT

Abstract: When modelling urban expansion dynamics, cellular automata models focus mostly on the physical environments and cell neighbours, but ignore the ‘human’ aspect of the allocation of urban expansion cells. This limitation is overcome here using an intelligent self-adapting multiscale agent-based model. To simulate the urban expansion of Auckland, New Zealand, a total of 15 urban expansion drivers/constraints were considered over two periods (2000–2005, 2005–2010). The modelling takes into consideration both a macro-scale agent (government) and micro-scale agents (residents of three income levels), and their multi-level interactions. In order to achieve reliable simulation results, ABM was coupled with an artificial neural network to reveal the learning process and heterogeneity of the multi-sub-residential agents. The ANN-ABM accurately simulated the urban expansion of Auckland at both the global and local scales, with kappa simulation value at 0.48 and 0.55, respectively. The validated simulation result shows that the intelligent and self-adapting ANN-ABM approach is more accurate than an ABM with a general type of agent model (kappa simulation = 0.42) at the global scale, and more accurate than an ANN-based CA model (kappa simulation = 0.47) at the local scale. Simulation inaccuracy stems mostly from the outdated master land use plan.  相似文献   

13.
At the geological time scale, the way in which the erosion of drainage catchments responds to tectonic uplift and climate changes depends on boundary conditions. In particular, sediment accumulation and erosion occurring at the edge of mountain ranges should influence the base level of mountain catchments, as well as sediment and water discharges. In this paper, we use a landform evolution model (LEM) to investigate how the presence of alluvial sedimentation at range fronts affects catchment responses to climatic or tectonic changes. This approach is applied to a 25 km × 50 km domain, in which the central part is uplifted progressively to simulate the growth of a small mountain range. The LEM includes different slope and river processes that can compete with each other. This competition leads to ‘transport‐limited’, ‘detachment‐limited’ or ‘mixed’ transport conditions in mountains at dynamic equilibrium. In addition, two end‐member algorithms (the channellized‐flow and the sheet‐flow regimes) have been included for the alluvial fan‐flow regime. The three transport conditions and the two flow algorithms represent six different models for which the responses to increase of rock uplift rate and/or cyclic variation of the precipitation rate are investigated. Our results indicate that addition of an alluvial apron increases the long‐term mountain denudation. In response to uplift, mountain rivers adapt their profile in two successive stages; first by propagation of an erosion wave and then by slowly increasing their channel gradients. During the second stage, the erosion rate is almost uniform across the catchment area at any one time, which suggests that dynamic equilibrium has been reached, although the balance between erosion and rock uplift rates has not yet been achieved. This second stage is initiated by the uplift of the mountain river outlets because of sedimentation aggradation at the mountain front. The response time depends on the type of water flow imposed on the alluvial fans domains (× by 1.5 for channelized flow regime and by 10 for the sheet flow one). Cyclic variations of precipitation rate generate cyclic incisions in the alluvial apron. These incision pulses create knick‐points in the river profile in the case of ‘detachment‐limited’ and ‘mixed’ river conditions, which could be mistaken for tectonically induced knick‐points. ‘Transport‐limited’ conditions do not create such knick‐points, but nevertheless trigger erosion in catchments. The feedbacks linked to sedimentation and erosion at range front can therefore control catchment incision or aggradation. In addition, random river captures in the range front trigger auto‐cyclic erosion pulses in the catchment, capable of generating incision–aggradation cycles.  相似文献   

14.
Small-scale spatial events are situations in which elements or objects vary in such a way that temporal dynamics are intrinsic to their representation and explanation. Some of the clearest examples involve local movement, from conventional traffic modeling to disaster evacuation where congestion, crowding, panic, and related safety issues are key features. We propose that such events can be simulated using new variants of pedestrian model, which embody ideas about how behavior emerges from the accumulated interactions between small-scale objects. We present a model in which the event space is first explored by agents using ‘swarm intelligence’. Armed with information about the space, agents then move in unobstructed fashion to the event. Congestion and problems over safety are then resolved through introducing controls in an iterative fashion, rerunning the model until a ‘safe solution’ is reached. The model has been developed to simulate the effect of changing the route of the Notting Hill Carnival, an annual event held in west central London over 2 days in August each year. One of the key issues in using such simulation is how the process of modeling interacts with those who manage and control the event. As such, this changes the nature of the modeling problem from one where control and optimization is external to the model to one where it is intrinsic to the simulation.  相似文献   

15.
Cellular automata (CA) have been increasingly used in simulating urban expansion and land-use dynamics. However, most urban CA models rely on empirical data for deriving transition rules, assuming that the historical trend will continue into the future. Such inertia CA models do not take into account possible external interventions, particularly planning policies, and thus have rarely been used in urban and land-use planning. This paper proposes to use artificial immune systems (AIS) as a technique for incorporating external interventions and generating alternatives in urban simulation. Inspired by biological immune systems, the primary process of AIS is the evolution of a set of ‘antibodies’ that are capable of learning through interactions with a set of sample ‘antigens’. These ‘antibodies’ finally get ‘matured’ and can be used to identify/classify other ‘antigens’. An AIS-based CA model incorporates planning policies by altering the evolution mechanism of the ‘antibodies’. Such a model is capable of generating different scenarios of urban development under different land-use policies, with which the planners will be able to answer ‘what if’ questions and to evaluate different options. We applied an AIS-based CA model to the simulation of urban agglomeration development in the Pearl River Delta in southern China. Our experiments demonstrate that the proposed model can be very useful in exploring various planning scenarios of urban development.  相似文献   

16.
基于神经网络的元胞自动机及模拟复杂土地利用系统   总被引：57，自引：9，他引：57  
黎夏  叶嘉安 《地理研究》2005,24(1):19-27
本文提出了基于神经网络的元胞自动机(CellularAutomata),并将其用来模拟复杂的土地利用系统及其演变。国际上已经有许多利用元胞自动机进行城市模拟的研究,但这些模型往往局限于模拟从非城市用地到城市用地的转变。模拟多种土地利用的动态系统比一般模拟城市演化要复杂得多,需要使用许多空间变量和参数,而确定模型的参数值和模型结构有很大困难。本文通过神经网络、元胞自动机和GIS相结合来进行土地利用的动态模拟,并利用多时相的遥感分类图像来训练神经网络,能十分方便地确定模型参数和模型结构,消除常规模拟方法所带来的弊端。  相似文献   

17.
总结了城市湖泊总无机N及各无机氮素的年际变化和不同水期的年际变化，结果表明：总无机N年际变化呈波浪式；不同水期中，总无机N与NH4^＋-N以枯水期为最丰，而NO3^--N及NO2^-N则以平水期为相对最丰。同时分析了水体无机氮素的来源，结果显示汛期水流中营养物的滞留及底泥含氮成分的释放是湖泊水体无机氮素的主要来源，并计算了滞留系数及内源性负荷，分别为0．507、10．3％。此外，拟合分析了水体无机氮素间的关系，总无机N与NH4^＋-N有明显正相关关系，相关系数达0．997。  相似文献   

18.
借助社会网络分析方法研究“互联网+”发展的空间关联网络特征,并利用QAP方法探究中国“互联网+”空间关联网络的影响因素。研究发现,“互联网+”发展的空间关联呈现显著网络特征,可划分为“净溢出”“经纪人”“主受益”以及“双向溢出”四大类型板块,并且板块内部具有较明显的“等级”属性。技术创新、基础设施、人力资本、市场发展、对外开放对“互联网+”发展的空间关联网络存在正向影响。地理距离对“互联网+”空间关联网络存在抑制作用,随着地理距离的不断增大,“互联网+”的知识溢出和流动效应逐步衰减。  相似文献   

19.
湖泊集水域地表—地下径流联合模拟   总被引：8，自引：0，他引：8  
研制了流域尺度的地表- 地下径流联合模拟的分布式水文模型。模型考虑了地表径流、土 壤水、地下水之间的相互作用和水量交换, 更真实地模拟径流系统。特别是, 考虑了湖泊- 流域系 统的特点, 例如, 多条入湖河流、直接入湖的坡面水流和地下入湖径流等, 使模型比现有水文模型 更适合于湖泊集水域径流系统的模拟。模型在云南抚仙湖集水域作了初步应用研究, 模拟结果与 河道径流、土壤含水量和地下水位等观测数据的比较显示, 模型模拟效果理想。此外, 模拟结果与 SCS 模型结果的对比分析, 进一步验证了模型的有效性。该模型可用于研究湖泊与流域的相互作 用、模拟流域水文过程对自然条件改变或人类活动的响应、探究地表径流- 地下水- 湖泊之间的相 互作用。模型也可用作湖泊- 流域系统水量平衡分析和水资源管理的有效计算工具。  相似文献   

20.
东北地区城际高铁网络格局特征与演变趋势   总被引：1，自引：1，他引：0  
初楠臣  张平宇  李鹤  姜博 《地理科学》2019,39(5):761-769
构建城际高铁联系强度模型并结合社会网络分析探讨东北地区高铁网络格局特征与演变趋势,研究结果表明：① 东北地区高铁网络整体关联性相对紧密,小世界效应显著,但仍处于弱连接状态,涵盖长春-四平-沈阳-铁岭-抚顺、大连-辽阳-鞍山-营口-盘锦、松原-白城-乌兰浩特子群,吉林-延吉、齐齐哈尔-大庆、丹东-本溪、锦州-葫芦岛关系对,7片区组织格局成型;② 以哈尔滨为分界线的东南部比西北部的高铁通达联系密切,高铁要素集散呈“一核心、三边缘”格局特征,长春为东北高铁中介运输轴点;③ 辽、吉省内高铁联系紧密,黑、蒙东松散,辽宁省呈沈阳-大连一轴、沈阳-锦州与沈阳-丹东两翼格局,吉林省呈长春-吉林-四平与长春-吉林-延吉三角交叉状格局,黑龙江省呈哈尔滨-大庆-齐齐哈尔轴线状格局,蒙东区呈乌兰浩特孤立化格局;④ 东北地区高铁的运营加快了哈大齐、哈长与长吉图一体化进程,有助于构建辽中南内部哈大、沈丹与丹大高铁三角骨架,同时应依托7片区与4大中俄朝韩主通道搭建东北内外、海陆统筹的铁路网络架构。  相似文献   

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