Pedestrian network generation based on crowdsourced tracking data     

Xue Yang  Chang Ren  Yang Chen  Zhong Xie  Qingquan Li 《International journal of geographical information science》2020,34(5):1051-1074

ABSTRACT

Pedestrian networks play an important role in various applications, such as pedestrian navigation services and mobility modeling. This paper presents a novel method to extract pedestrian networks from crowdsourced tracking data based on a two-layer framework. This framework includes a walking pattern classification layer and a pedestrian network generation layer. In the first layer, we propose a multi-scale fractal dimension (MFD) algorithm in order to recognize the two different types of walking patterns: walking with a clear destination (WCD) or walking without a clear destination (WOCD). In the second layer, we generate the pedestrian network by combining the pedestrian regions and pedestrian paths. The pedestrian regions are extracted based on a modified connected component analysis (CCA) algorithm from the WOCD traces. We generate the pedestrian paths using a kernel density estimation (KDE)-based point clustering algorithm from the WCD traces. The pedestrian network generation results using two actual crowdsourced datasets show that the proposed method has good performance in both geometrical correctness and topological correctness.  相似文献   

多重加密格网内插法坐标转换   总被引：1，自引：0，他引：1  

李旺民  李秀龙  王东阁  马德富  陈文相  刘亚楠 《测绘通报》2020,(10):118-122

我国CGCS2000坐标系启用后，各地均面临着大批量、多类型、多坐标系成果数据坐标转换的需求，而国家大地坐标系、地心坐标系及独立坐标系之间的转换参数属于绝密级别，保密要求高，因此给实际应用带来了困难。顾及与参数法坐标转换成果的一致性及数据的安全要求，本文提出了多重加密格网内插坐标转换方法，研制了适用于多种数据格式的二/三维格网坐标转换软件，并将该算法应用于CORS服务，通过实例验证了该方法的可靠性与实用性。  相似文献   

Integration of remote sensing,county-level census,and machine learning for century-long regional cropland distribution data reconstruction     

《International Journal of Applied Earth Observation and Geoinformation》2020

The Lower Mississippi Alluvial Valley (LMAV) was home to about ten million hectare bottomland hardwood (BLH) forests in the Southern U.S. It experienced over 80 % area loss of the BLH forests in the past centuries and large-scale afforestation in recent decades. Due to the lack of a high-resolution cropland dataset, impacts of land use change (LUC) on the LMAV ecosystem services have not been fully understood. In this study, we developed a novel framework by integrating the machine learning algorithm, county-level agricultural census, and satellite-based cropland products to reconstruct the LMAV cropland distribution during 1850–2018 at a 30-m resolution. Results showed that the LMAV cropland area increased from 0.78 × 10⁴ km² in 1850 to 6.64 × 10⁴ km² in 1980 and then decreased to 6.16 × 10⁴ km² in 2018. Cropland expansion rate was the largest in the 1960s (749 km² yr⁻¹) but decreased rapidly thereafter, whereas cropland abandonment rate increased substantially in recent decades with the largest rate of 514 km² yr⁻¹ in the 2010s. Our dataset has three notable features: (1) the depiction of fine spatial details, (2) the integration of the county-level census, and (3) the inclusion of a machine-learning algorithm trained by satellite-based land cover product. Most importantly, our dataset well captured the continuous increasing trend in cropland area from 1930–1960, which was misrepresented by other cropland datasets reconstructed from the state-level census. Our dataset would be important to accurately evaluate the impacts of historical deforestation and recent afforestation efforts on regional ecosystem services, attribute the observed hydrological changes to anthropogenic and natural driving factors, and investigate how the socioeconomic factors control regional LUC pattern. Our framework and dataset are crucial to developing managerial and policy strategies for conserving natural resources and enhancing ecosystem services in the LMAV.  相似文献   

基于参与式制图方法的景观服务评估与空间结构研究     

朱亚茹  高峻  邴振华  张中浩  付晶 《地球信息科学学报》2020,22(5):1106-1119

景观服务评估核心是人与环境之间复杂的动态关系,基于利益相关者的参与式制图方法是建立景观服务分类体系和量化指标的有效途径。本文采用参与式制图方法,以九寨沟自然保护区为例,根据景观服务分类研究成果,并结合九寨沟自然资源特点和景观服务使用者半结构式访谈数据,提出了适用于九寨沟的景观服务指标体系。本研究方法以管理局工作人员、居民和游客等服务使用者作为参与式调研对象,分别就其需求和景观服务感知程度进行半结构式访谈,并利用GIS技术将数据空间位置和功能属性结合,得到九寨沟有3大类景观服务和17个相关指标,以及737个景观服务点。通过研究结果可知,当地村落建筑与众多景观服务指标（包括观鸟场所、野营旅游、民俗与节庆等13个指标）具有极强的空间关联性。同时,景观服务使用者感知的景观价值在空间上属于聚集分布形式,主要围绕着开放生态旅游的3条沟谷分布,并向外围扩散。其中景观服务的“高—高”空间聚集区主要分布在沟口等与人类需求密切联系的区域,而景观服务的“低—低”空间聚集区则主要分布在原始森林等与人类居住、活动相距较远的区域。综上,基于参与式制图方法建立的景观服务分类和空间分析,发现九寨沟景观服务的空间位置与使用者紧密相关,其景观价值的空间结构特征是服务使用者与环境长期互动的结果,该结果可以用来引导并进一步优化九寨沟的功能分区规划。  相似文献   

Ecosystem engineering by hummock-building earthworms in seasonal wetlands of eastern South Africa: Insights into the mechanics of biomorphodynamic feedbacks in wetland ecosystems     

Michael C. Grenfell  Rolf Aalto  Suzanne E. Grenfell  William N. Ellery 《地球表面变化过程与地形》2019,44(1):354-366

This paper resolves the origin of clay hummock micro-topography in seasonal wetlands of the Drakensberg Foothills, providing a review and appraisal of previously-suggested mechanisms of hummock formation in the context of new field and laboratory data. Field surveys revealed neo-formation of clay hummocks in a river channel that had been abandoned in c.1984. Fresh earthworm castings were located atop hummocks protruding from inundated abandoned channel margins. Earthworm castings, and sediment cores taken in hummocks and adjacent hollows, were analysed for soil-adsorbed carbon and nitrogen using an HCN analyser, and for ²¹⁰Pb activity using alpha-geochronology. ²¹⁰Pb activity profiles suggest relative enrichment of the isotope in hummocks, and relative depletion in adjacent hollows. Earthworm castings are characterised by very high ²¹⁰Pb activity, as well as high C and N contents. Hummocks have significantly higher C and N contents than adjacent hollows. Results suggest that it is the foraging activity of earthworms in litter-rich seasonal wetland hollows, and repeated excretion of castings atop adjacent hummocks, that is responsible for the elemental enrichment observed. The paper presents a conceptual model of hummock formation in wetlands through interactions between hydrogeomorphology and earthworm activity, and illustrates a mechanism of biogeomorphic inheritance through which ordered patterns of preferential flow can emerge in ecosystems. Further implications of hummock formation and nodal accumulation of nutrients are considered in relation to wetland resilience and regulatory ecosystem service provision.© 2018 John Wiley & Sons, Ltd.  相似文献   

伏牛山地区森林生态系统服务权衡/协同效应多尺度分析   总被引：3，自引：0，他引：3  

张静静  朱文博  朱连奇  李艳红 《地理学报》2020,75(5):975-988

森林生态系统服务权衡与协同研究已成为当前相关学科的研究热点和前沿,对服务权衡与协同关系的多尺度分析有助于更加有效地实施森林资源管理。综合森林类型图、NDVI、气象和土壤等多源数据,借助CASA模型、InVEST 3.2模型和ArcGIS 10.2软件,开展伏牛山地区森林生态系统服务评估,运用空间叠置方法从多个空间尺度（区域、南北坡、垂直带）探讨服务权衡与协同效应。结果表明：① 研究区森林生态系统平均蓄积量为49.26 m ³/hm ²,碳密度为156.94 t/hm ²,供水深度为494.46 mm,土壤保持量为955.4 t/hm ²,生境质量指数为0.79。② 区域尺度上,28.79%的森林服务之间存在高协同效应,10.15%的森林存在低协同效应,61.06%的森林存在强权衡和弱权衡效应。③ 南北坡尺度上,南坡服务之间的协同关系优于北坡。垂直带尺度上,南坡中山落叶阔叶林带（SIII）服务之间协同关系最好,北坡低山落叶阔叶林带（NI）协同关系最差。  相似文献   

三江源国家公园生态系统服务时空变化及权衡-协同关系   总被引：4，自引：0，他引：4  

郑德凤  郝帅  吕乐婷  徐文瑾  王燕燕  王辉 《地理研究》2020,39(1):64-78

本文基于“当量因子法”、空间自相关及相关系数等方法,定量分析了1990—2015年三江源国家公园生态系统服务的时空变化及生态系统服务间的权衡与协同关系。结果表明：① 1990—2015年,三江源国家公园生态系统服务价值呈不断上升趋势,从研究初期的542.37亿元增加至研究末期的834.70亿元,增长292.33亿元,增幅53.90%,每一阶段平均增长率为9.01%;长江源园区与黄河源园区生态系统服务价值占比情况与三江源国家公园整体情况一致,水域的生态系统服务价值最高,其次为草地、湿地,其中草地与水域提供了各园区90%以上的生态服务;澜沧江源园区的生态系统服务占比则为草地（70.58%）、湿地（23.58%）、水域（3.38%）。② 空间上,长江源园区及澜沧江源园区的生态系统服务价值呈东南高西北低的特征;黄河源园区则呈现西高东低特征。③ 相关分析表明,协同关系是三江源国家公园生态系统服务之间的主导关系,但各生态系统服务之间的相关程度各异。④ 数量方面,4类典型生态服务之间的权衡与协同关系的Moran′s I指数与相关性系数表现一致;空间分析方面,生态系统服务之间权衡与协同关系的异质性显著。  相似文献   

雄安新区生态系统服务簇权衡与协同   总被引：2，自引：0，他引：2  

申嘉澍  梁泽  刘来保  李德龙  张亚彤  李双成 《地理研究》2020,39(1):79-91

河北雄安新区建设是千年大计、国家大事。在生态优先、绿色发展理念引领下,深入理解生态系统服务间关系对于优化国土空间开发保护、实现自然资源可持续管理具有重要意义。本文基于多源数据评估了雄安新区四种生态系统服务,分析了生态系统服务间关系,并利用自组织映射特征网络划分了生态系统服务簇,以期为新区统筹权衡规划建设提供科学依据。研究结果表明：雄安新区生物多样性维持服务供给总体呈从东北向西南递增;食物供给服务在安新县与容城县供给较高,在雄县供给较低;产水服务供给以西南部地区较高,东北部地区较低;娱乐服务供给则以中北部地区较高,西南部地区较低。不同类型生态系统服务间多为协同关系,少为权衡关系。识别出四种生态系统服务簇,不同服务簇的主要土地利用类型及服务供给特点均存在差异,食物供给簇以旱地为主,主要提供食物供给服务;文化娱乐簇也以旱地为主,主要提供娱乐服务;生态保育簇以水域、旱地和林地为主,主要提供生物多样性维持服务;城镇生活簇则以建设用地为主,也包括少部分水田,主要以产水服务较高。根据不同生态系统服务供给间关系特征,为新区合理确定土地利用变更时序与位置以及促进多重生态系统服务可持续供给提出了建议。  相似文献   

辽宁海洋生态补偿机制创新与实践路径探讨          下载免费PDF全文

包特力根白乙 《海洋开发与管理》2018,35(5):93-99

辽宁海洋生态补偿研究文献甚少,直面主要课题是机制创新。文章基于公共物品理论、外部性理论、生态价值理论、环境正义理论和可持续发展理论,遵循行为明确性原则、科学性原则、协商性原则、可操作性原则和动态性原则,依照海洋生态系统服务功能、海洋资源资产服务功能、海洋生态系统损害评估、海洋生态系统损失评估报告、海洋生态系统补偿与受偿主体确定、海洋生态系统补偿金额确定、海洋生态系统补偿执行、海洋生态系统补偿监控、海洋生态系统补偿评估与终结等运作程序创建了海洋生态补偿机制。进而,从提升社会公众认知、明确生态补偿制度、完善生态补偿机制、选定价值评估方法和评估生态补偿效益维度,探讨了海洋生态补偿实践路径。  相似文献   

自然资源一体化政务服务系统及数据融合建设——以南京为例     

陈波  崔蓓  丁鑫 《测绘通报》2020,(12):75-78

自然资源部制定的信息化建设总体方案中，要求构建“互联网+自然资源政务服务”应用体系，实现“服务事项标准统一、整体联动、业务协同，自然资源政务服务和共享开放能力全面提高”。一体化政务服务系统作为政务服务应用体系的重点建设内容，也是落实自然资源管理“两统一”职责的重要支撑，如何整合各类数据资源、发挥系统作用，成为亟待研究的问题。本文在分析自然资源业务管理需求后，提出了一体化政务服务系统及数据融合的建设思路。  相似文献