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Spatial Distribution Pattern and Influencing Factors of Bed-and-breakfasts(B&Bs)from the Perspective of Urban-rural Differences:A Case Study of Jiaodong Peninsula,China
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作者 WANG Xinyue MA Qian 《Chinese Geographical Science》 SCIE CSCD 2024年第4期752-763,共12页
There are significant differences between urban and rural bed-and-breakfasts(B&Bs)in terms of customer positioning,economic strength and spatial carrier.Accurately identifying the differences in spatial characteri... There are significant differences between urban and rural bed-and-breakfasts(B&Bs)in terms of customer positioning,economic strength and spatial carrier.Accurately identifying the differences in spatial characteristics and influencing factors of each type,is essential for creating urban and rural B&B agglomeration areas.This study used density-based spatial clustering of applications with noise(DBSCAN)and the multi-scale geographically weighted regression(MGWR)model to explore similarities and differences in the spatial distribution patterns and influencing factors for urban and rural B&Bs on the Jiaodong Peninsula of China from 2010 to 2022.The results showed that:1)both urban and rural B&Bs in Jiaodong Peninsula went through three stages:a slow start from 2010 to 2015,rapid development from 2015 to 2019,and hindered development from 2019 to 2022.However,urban B&Bs demonstrated a higher development speed and agglomeration intensity,leading to an increasingly evident trend of uneven development between the two sectors.2)The clustering scale of both urban and rural B&Bs continued to expand in terms of quantity and volume.Urban B&B clusters characterized by a limited number,but a higher likelihood of transitioning from low-level to high-level clusters.While the number of rural B&B clusters steadily increased over time,their clustering scale was comparatively lower than that of urban B&Bs,and they lacked the presence of high-level clustering.3)In terms of development direction,urban B&B clusters exhibited a relatively stable pattern and evolved into high-level clustering centers within the main urban areas.Conversely,rural B&Bs exhibited a more pronounced spatial diffusion effect,with clusters showing a trend of multi-center development along the coastline.4)Transport emerged as a common influencing factor for both urban and rural B&Bs,with the density of road network having the strongest explanatory power for their spatial distribution.In terms of differences,population agglomeration had a positive impact on the distribution of urban B&Bs and a negative effect on the distribution of rural B&Bs.Rural B&Bs clustering was more influenced by tourism resources compared with urban B&Bs,but increasing tourist stay duration remains an urgent issue to be addressed.The findings of this study could provide a more precise basis for government planning and management of urban and rural B&B agglomeration areas. 展开更多
关键词 urban-rural bed-and-breakfasts(B&Bs) spatiotemporal evolution density-based spatial clustering of applications with noise(DBSCAN)model multi-scale geographically weighted regression(MGWR) Jiaodong Peninsula China
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A new approach towards the sustainability of urban-rural integration:The development strategy for central villages in the Abbasiya District of Iraq using GIS techniques
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作者 Ahmed Hussein ALLAWI Haider Mohammed Jawad AL-JAZAERI 《Regional Sustainability》 2023年第1期28-43,共16页
The development of rural areas usually has a positive impact on the urban-rural integration. This study explores an innovative approach to stimulate rural development by proposing qualified villages as central village... The development of rural areas usually has a positive impact on the urban-rural integration. This study explores an innovative approach to stimulate rural development by proposing qualified villages as central villages that can provide basic urban services for their residents and residents of neighboring villages. This approach can contribute to overcoming the various problems that rural areas faced at the social, economic, and environmental levels. It seeks to achieve spatial sustainability of rural areas, representing a new approach by integrating urban development methods to revitalize rural villages. The study analyzed 15 villages belonging to Abbasiya District of AL Kufa City in the Najaf Governorate of Iraq. Based on the GIS techniques and the analysis of urban service indicators(village population, percentage of urban building materials used in villages, distance between village and health centers, distance between village and main roads, nature of economic activity, distance between village and educational institutions, distance between village and drinking water sources, number of communication towers, and distance between village and urban administrative center), this study proposed that Abu Gharb and Albu Ghraib can served as central villages in Abbasiya District in the future. This study establishes a new rural spatial structure to achieve rural sustainable development, improves the development status of rural areas, and provides a theoretical basis for the government and relevant institutions to use urban service indicators, achieving rural sustainable development and formulating relevant development policies in Abbasiya District. 展开更多
关键词 Central villages spatial reorganization Rural sustainable development urban-rural integration Urban service Abbasiya District Iraq
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Spatial Layout Art of Chinese Private Gardens 被引量:1
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作者 赵亚敏 葛海霞 《Journal of Landscape Research》 2011年第1期15-17,20,共4页
Private garden is one of the three major garden styles in China,the artistic achievements of which have devoted remarkable contributions to the development of global landscape architecture.Through studying the spatial... Private garden is one of the three major garden styles in China,the artistic achievements of which have devoted remarkable contributions to the development of global landscape architecture.Through studying the spatial layout of private gardens,the authors further analyzed three ways of landscape layouts,specifically,separated scenery,winding scenery and borrowed scenery.Concrete examples were taken to demonstrate the connotations and application skills of such three layouts,in order to benefit the inheritance and development of traditional Chinese garden art. 展开更多
关键词 PRIVATE GARDEN spatial layout SEPARATED SCENERY WINDING SCENERY Borrowed SCENERY
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Construction of Tourism Spatial Layout in Huaihua from the Recreational Perspective
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作者 夏文桃 袁敏 《Journal of Landscape Research》 2010年第7期39-42,共4页
With the investigation of the current situation of tourism activities and characteristics of recreational tourism spatial layout in Huaihua,problems in tourism spatial layout are pointed out,that is,indistinct divisio... With the investigation of the current situation of tourism activities and characteristics of recreational tourism spatial layout in Huaihua,problems in tourism spatial layout are pointed out,that is,indistinct division of tourism functions,comparatively bad relevance in the "point-axle" spatial structure,and comparatively bad horizontal and vertical coherence in tourism space.It is suggested to rationally construct tourism spatial layout in Huaihua City after the model of spatial layered structure of recreational sightseeing,that is,the model of setting Huaihua City as the center,and from the inside out with three layers of recreational island within the city,recreational sites around the city and recreational sites at towns and villages away from the city through the spatial layout of point,axis and plane. 展开更多
关键词 RECREATION spatial layout CONSTRUCTION
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Planning Evaluation on Spatial Layout of Livestock and Poultry Farms 被引量:2
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作者 YAN Bo-jie WU Wen-ying +1 位作者 PAN Yu-chuan ZHANG Yong-ping 《Animal Husbandry and Feed Science》 CAS 2009年第11期37-41,46,共6页
The problems of spatial layout in livestock and poultry farms were discussed, and the development status of the planning evaluation on the spatial layout in recent years was systematically reviewed. The research progr... The problems of spatial layout in livestock and poultry farms were discussed, and the development status of the planning evaluation on the spatial layout in recent years was systematically reviewed. The research progress in planning evaluation systems and methods was mainly intro- duced. And some opinions were proposed to solve these problems. 展开更多
关键词 Livestock and poultry farms spatial layout Planning evaluation Evaluation indicators
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Urban and Rural Spatial Layout based on Taiji Interactive Balance of I Ching
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作者 张国勇 陈晓刚 《Agricultural Science & Technology》 CAS 2017年第4期707-709,718,共4页
Taiji is a traditional Chinese philosophy. The content is so diversified that can be applied to so many aspects. The research applied yin and yang, unity be- tween heaven and man to urban planning, and analyzed relati... Taiji is a traditional Chinese philosophy. The content is so diversified that can be applied to so many aspects. The research applied yin and yang, unity be- tween heaven and man to urban planning, and analyzed relationship between urban- rural spatial structure, from transport and material/energy exchange. With the prob- lems reviewed, measures are proposed to deal with the relationship between urban- rural areas in urbanization process. 展开更多
关键词 Taiji of I Ching spatial structure urban-rural integration
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Humanized Spatial Layout Design of Cultural Plaza
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作者 WANG Ying 《Journal of Landscape Research》 2012年第12期28-30,34,共4页
From the perspective of humanized design concepts, humanized space design and behavioral psychological needs of users were re-interpreted and analyzed, basic elements and design principles of cultural plaza spatial la... From the perspective of humanized design concepts, humanized space design and behavioral psychological needs of users were re-interpreted and analyzed, basic elements and design principles of cultural plaza spatial layout were proposed. Particularly, application and role of humanized design in the spatial layout of cultural plaza was analyzed, on the basis of which humanized design objective and orientation for the sustainable development of cultural plaza was defined. 展开更多
关键词 CULTURAL plaza spatial layout HUMANIZED design LANDSCAPE ELEMENT CULTURAL CONNOTATION
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Spatial Layout of Environmental Landscapes in Elderly Community
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作者 WEI Anjie CHEN Xiaogang HUANG Yuxi 《Journal of Landscape Research》 2015年第2期11-13,共3页
As China enters the aging society, the old-age care problems have grown increasingly serious. Influenced by the only-child policy, traditional old-age support system fails to adapt to new social situation, the institu... As China enters the aging society, the old-age care problems have grown increasingly serious. Influenced by the only-child policy, traditional old-age support system fails to adapt to new social situation, the institutions have become major subjects in the future old-age support system. Researches on the elderly-fi t architectural design have achieved many fruits, but those on the landscape design of the elderly community has been less reported. This paper studied landscape design of the old-age support institutions from the perspective of both theory and practice, and tried to explore the spatial layout of environmental landscapes in the elderly community. On the basis of sorting out specifi c psychological needs of the elderly group in China and their needs for the layout of landscape spaces, this paper proposed some effective solutions in view of successful elderly communities in overseas countries, then analyzed the development of elderly communities in China, so as to fi gure out landscape design approaches capable of promoting physical and mental health of the elderly group in the old-age support institutions. 展开更多
关键词 Elderly community Landscape design spatial layout
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Spatial Layout and Morphological Characteristics of the Waterfront Settlements in Northern Jiangxi
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作者 DENG Huan 《Journal of Landscape Research》 2018年第4期30-34,共5页
The stmctufe types of the waterfront settlements in the north of Jiangxi Province were analyzed. According to the relationship between location and water, die waterfront setdements in northern Jiangxi were classifi... The stmctufe types of the waterfront settlements in the north of Jiangxi Province were analyzed. According to the relationship between location and water, die waterfront setdements in northern Jiangxi were classified into tiiree categofies. The structuial commonalities of the three kinds of waterfront settlements were cleady interpreted. On this basis and combined with the field research data and relevant data, the characteristics of the waterfront setdements in northern Jiangxi were summarized: treating water as the main skeleton, choosing location by the distance £com watet, magnetic effect and organic textute. The characteiistic space of watetfront settLemeiits found in the investigation process was classified and elaborated, which has certain reference significance for tiie space study of waterfront settlements. 展开更多
关键词 Northern Jiangxi Waterfront setdements spatial layout Morphological characteristics
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Coupling Relationship Between Summer Microclimate and Spatial Layout of Street Canyons in the White Stupa Temple Area of Beijing
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作者 HE Shuang YANG Xin 《Journal of Landscape Research》 2018年第1期83-89,共7页
With the rapid urbanization, many high-rise buildings and new districts have been built continuously. However, the old town of cities has gradually been forgotten by people and its environment is becoming increasingly... With the rapid urbanization, many high-rise buildings and new districts have been built continuously. However, the old town of cities has gradually been forgotten by people and its environment is becoming increasingly harsh. The old town usually has diversified space and function. As an important part of the old town, the street canyon that is closely related to human settlements is a public space where people communicate and do activities. Therefore, research on microclimate-based improvement of the street canyon in the old town is of great significance. Six typical street canyons in the White Stupa Temple area of Beijing were selected for research to explore spatial characteristics of the street canyon. Microclimate factors such as temperature, humidity, wind speed, and solar radiation were measured on the spot in summer. These factors were combined with two microclimate assessment indexes of physiological equivalent temperature(PET) and wet bulb globe temperature(WBGT) to evaluate the microclimate of the street canyon. In the analysis of the measured data, the mean value comparison method was used to analyze the average values of the microclimate factors in different time periods. Spatial layout of microclimate included the orientation of the canyon, the ratio of the canyon height to canyon width, and green coverage of the canyon, and an in-depth study was made on the coupling relationship between the spatial layout and the microclimate of the canyon. Research results can provide an optimization strategy for the transformation design of the street canyon in White Stupa Temple area, and provide a scientific reference for the research on spatial layout and microclimate improvement in the old town, so as to improve the living quality of residents in the old town. 展开更多
关键词 White Stupa Temple Street canyon Microclimate spatial layout Actual measurement
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The Impact of the Upgrading of Industrial Structure in the Yangtze River Delta on the Urban-Rural Income Gap
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作者 Qianqian Zhao 《管理科学与研究(中英文版)》 2021年第1期7-16,共10页
Firstly,this paper conducts theoretical analysis and current situation analysis,and then proposes research hypotheses.Secondly,using spatial Dubin model and partial differential method,it empirically studies the impac... Firstly,this paper conducts theoretical analysis and current situation analysis,and then proposes research hypotheses.Secondly,using spatial Dubin model and partial differential method,it empirically studies the impact of industrial structure advancement and rationalization on the urban-rural income gap.The results show that:(1)Both industrial structure and urban-rural income gap have significant spatial dependence;(2)The increase in the industrial structure rationalization will narrow the urban-rural income gap in local region,while its spillover effect on neighboring areas is not obvious.(3)The impact of the industrial structure advancement on the urban-rural income gap is not linear.It is first expanded and then narrowed.The industrial structure advancement in the Yangtze River Delta will generally narrow the urban-rural income gap at this stage.Finally,this paper put forward relevant suggestions. 展开更多
关键词 Yangtze River Delta(Yrd) urban-rural Income Gap Upgrading of Industrial Structure spatial Dubin Model
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我国城市幼儿园空间布局适配性的现状、成因与优化建议 被引量:4
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作者 蔡迎旗 崔财艳 +1 位作者 资明贵 张春艳 《学前教育研究》 CSSCI 北大核心 2024年第1期24-37,共14页
供需适配的幼儿园空间布局是促进学前教育资源均衡配置的关键举措,能有效推动学前教育高质量发展。本研究以我国中部地区某省会城市主城区759所幼儿园为例,运用地理信息分析工具中的核密度估计、最近邻指数等方法,分别从“有园上”“入... 供需适配的幼儿园空间布局是促进学前教育资源均衡配置的关键举措,能有效推动学前教育高质量发展。本研究以我国中部地区某省会城市主城区759所幼儿园为例,运用地理信息分析工具中的核密度估计、最近邻指数等方法,分别从“有园上”“入园近”“上好园”“园幼共生”四个维度对幼儿园空间布局是否存在错配的核心议题进行深入剖析。研究发现:该市部分幼儿园空间分布存在欠适配现象,且形成了空间与结构错配的问题,其主要原因是资源投入层面的财政失衡、需求提出层面的逐优心理和城市规划层面的建设滞后。本文建议通过构建数字化管理平台、优化供需对接机制、加强配套园治理、加大治薄扶弱补缺的力度等措施,推动幼儿园空间布局从错配到适配的转换,从而促进区域学前教育公共服务一体化和高质量发展。 展开更多
关键词 幼儿园 空间布局 供需适配 高质量发展 优化建议
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城市洪涝应急响应能力评价及优化研究 被引量:1
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作者 张金萍 李玉达 +1 位作者 左其亭 张朝阳 《华北水利水电大学学报(自然科学版)》 北大核心 2024年第4期8-15,共8页
在气候变化和全球化的背景下,极端降水事件及其导致的洪涝灾害频发。为准确评估暴雨内涝影响下的城市应急服务水平,基于InfoWorks ICM构建了城区内涝模型,利用ArcGIS中的最快路径法评估了医疗、公安、消防的空间可达性,利用基尼系数评... 在气候变化和全球化的背景下,极端降水事件及其导致的洪涝灾害频发。为准确评估暴雨内涝影响下的城市应急服务水平,基于InfoWorks ICM构建了城区内涝模型,利用ArcGIS中的最快路径法评估了医疗、公安、消防的空间可达性,利用基尼系数评估了公共应急服务相对幼儿园分布的合理性,采用最大覆盖算法对医疗、公安、消防的分布进行了优化,并基于研究区的情况进行了分析。结果显示:研究区的医疗、公安、消防相对幼儿园的基尼系数随着降雨重现期的增加而增大;对研究区的医疗、公安、消防分布优化前,这些部门的分布不尽合理,其15 min内的应急服务可达性不能满足应急救援要求,研究区应急响应资源相对幼儿园缺失严重,相对来说,医疗应急响应缺失最为严重;对研究区的医疗、公安、消防分布优化后,这些部门相对于幼儿园的基尼系数普遍在0.400以下,医疗和公安的应急服务即使在百年一遇洪涝加晚高峰情景下仍可以在15 min内覆盖40%的研究区面积,消防可覆盖70%的研究区面积,医疗、公安、消防的分布相对合理。本研究为中国城市洪涝灾害应急响应能力评价提供参考。 展开更多
关键词 暴雨内涝 应急响应 公共服务 空间可达性 优化布局
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迈向中国式现代化的高质量国土空间体系:内容构成、动力机制与构建思路 被引量:4
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作者 孙久文 周孝伦 《改革》 CSSCI 北大核心 2024年第3期104-112,共9页
构建优势互补、高质量发展的国土空间体系是事关国家发展全局的重要举措,对于推动实现中国式现代化具有重要意义。在迈向中国式现代化的新征程上,应把握好高质量国土空间体系的构成内容,将新型城镇化、区域创新和区域可持续开发作为构... 构建优势互补、高质量发展的国土空间体系是事关国家发展全局的重要举措,对于推动实现中国式现代化具有重要意义。在迈向中国式现代化的新征程上,应把握好高质量国土空间体系的构成内容,将新型城镇化、区域创新和区域可持续开发作为构建高质量国土空间体系的强大动力。其构建思路如下:以数字化赋能区域经济布局优化,通过区域规划和政策引导促进要素资源合理分配,培育空间增长极驱动高质量发展,落实主体功能区战略保障各类型地区协调发展,推进以新质生产力为核心的新型工业化,优化重大生产力布局。 展开更多
关键词 国土空间体系 生产力布局 新质生产力 空间增长极
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我国畜牧业空间集聚特征及演化趋势分析
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作者 朱宁 武玉环 周荣柱 《家畜生态学报》 北大核心 2024年第4期53-59,共7页
畜牧业区域优化合理布局是农业供给侧改革以及高质量发展的必然要求,该文利用全国各省畜产品产量面板数据,采用空间自相关方法分析畜牧业地理集聚特征,并对其形成原因进行剖析。研究发现:中国畜牧业呈现明显的集聚特征,各省份畜牧业发... 畜牧业区域优化合理布局是农业供给侧改革以及高质量发展的必然要求,该文利用全国各省畜产品产量面板数据,采用空间自相关方法分析畜牧业地理集聚特征,并对其形成原因进行剖析。研究发现:中国畜牧业呈现明显的集聚特征,各省份畜牧业发展受邻近省份发展的影响较为显著;产业空间集聚呈现非均衡特征,东、中部以“高-高”集聚为主,西部以“低-低”集聚特征为主;畜牧业布局相对稳定,未来一段时间内将继续保持现状。基于此,该文提出推动适度规模经营,发展专业化、市场化、一体化产业链,完善畜牧业配套体系等政策建议。 展开更多
关键词 畜牧业 空间布局 地理集聚 空间自相关方法
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综合公园空间布局优化的模型构建及实证分析
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作者 刘志强 丁吉逸 +1 位作者 洪亘伟 余慧 《南方建筑》 CSCD 北大核心 2024年第1期88-95,共8页
综合公园作为重要且稀缺的城市公共资源,其合理布局对城市存量更新背景下优化公园体系、增进民生福祉具有重要意义。布局优化模型常用于解决公共服务设施布局问题,新重力P中值模型是一种综合多目标导向、设施供需匹配关系和复杂约束条... 综合公园作为重要且稀缺的城市公共资源,其合理布局对城市存量更新背景下优化公园体系、增进民生福祉具有重要意义。布局优化模型常用于解决公共服务设施布局问题,新重力P中值模型是一种综合多目标导向、设施供需匹配关系和复杂约束条件的布局优化方法。在辨析新重力P中值模型的基础上,综合考虑供给主体差异和模型求解难度,构建出面向城市综合公园布局优化的改进新重力P中值模型,主要修正内容如下:(1)通过细化供给主体,改良规模分配规则,改进新重力P中值模型未考虑现有公园和新建公园服务供给差异性的局限;(2)引入遗传算法寻优,解决非线性、多约束的复杂设施布局问题,实现模型求解以促进模型在公园实际规划中的推广应用。以苏州市中心城区为例,以多源数据为支撑,将研究尺度下沉至居住区尺度,实证结果表明模型优化后居民至邻近综合公园最大出行成本、平均出行成本和可达性基尼系数等指标均有改善,综合公园空间布局更为合理。研究结果可为综合公园布局规划提供有效决策工具,为公园绿地的精准化布局提供参考。 展开更多
关键词 综合公园 空间布局 新重力P中值模型 遗传算法 苏州
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创新型城区体育运动空间布局规划策略——以杭州城西科创大走廊为例
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作者 陈晨 王灿 +3 位作者 苏永锋 康文儒 贾文娇 陈智杰 《规划师》 CSSCI 北大核心 2024年第7期97-103,共7页
梳理我国体育运动空间的发展演变历程及其规划布局的理论方法,分析创新型城区体育运动空间布局规划的难点。以健康活力为基本导向,明确“产业—城市—人群”3个方面的发展目标,提出精准匹配、整合联动和运动触媒3大核心策略。同时,以杭... 梳理我国体育运动空间的发展演变历程及其规划布局的理论方法,分析创新型城区体育运动空间布局规划的难点。以健康活力为基本导向,明确“产业—城市—人群”3个方面的发展目标,提出精准匹配、整合联动和运动触媒3大核心策略。同时,以杭州城西科创大走廊的体育运动空间布局实践为例,对3大核心策略加以验证,以期为我国其他创新型城区的健康活力发展提供参考。 展开更多
关键词 创新型城区 体育运动空间 空间布局 规划策略 杭州城西科创大走廊
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我国公共图书馆空间再造现状与优化策略
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作者 武利红 张丝雨 +1 位作者 侯惠宁 刁良瑞 《图书馆工作与研究》 CSSCI 北大核心 2024年第10期66-74,共9页
文章采用网络调研和文献调研方法,梳理我国省级公共图书馆和省会城市公共图书馆空间再造现状及存在的不足,并提出公共图书馆空间再造优化策略,即强化空间再造意识,重视专业化管理;丰富空间再造模式,推动多元主体合作;优化空间布局,满足... 文章采用网络调研和文献调研方法,梳理我国省级公共图书馆和省会城市公共图书馆空间再造现状及存在的不足,并提出公共图书馆空间再造优化策略,即强化空间再造意识,重视专业化管理;丰富空间再造模式,推动多元主体合作;优化空间布局,满足读者多样性需求;突出空间再造特色,注重与地方文化相结合。 展开更多
关键词 公共图书馆 空间再造 空间布局 空间
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LID设施布局对城市径流与污染负荷影响评估
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作者 窦明 闫佳佳 +3 位作者 王偲 关健 李桂秋 侯进进 《郑州大学学报(工学版)》 CAS 北大核心 2024年第4期87-94,共8页
关于低影响开发(LID)空间布局对水量水质控制效果影响的研究较为缺乏。针对上述问题,以郑州市中原区为对象,基于SWMM模型原理构建布设LID设施的研究区城市水量水质模型。所提模型依据城市综合径流系数的经验值以及研究区实际情况,将中... 关于低影响开发(LID)空间布局对水量水质控制效果影响的研究较为缺乏。针对上述问题,以郑州市中原区为对象,基于SWMM模型原理构建布设LID设施的研究区城市水量水质模型。所提模型依据城市综合径流系数的经验值以及研究区实际情况,将中原区划分为城市建筑高、中、低密集区,并在研究区高、中、低密集子汇水区布设不同比例的LID设施(S1~S5),计算不同雨量级别下不同空间格局下的LID设施对水量水质的控制效果。结果表明:随着雨量级别的增大,LID方案的径流总量削减率、峰值流量削减率和TSS负荷削减率不断减小。在降雨级别为暴雨、大雨和中雨时,在高、中、低密集子汇水区布设占比分别为35%、35%和30%的LID方案(S5),其径流总量削减率超过80%,峰值流量削减率超过70%,且TSS负荷削减率超过50%。从各事件下水量与水质综合指标评估来看,该方案表现最佳。 展开更多
关键词 SWMM模型 LID设施空间布局 径流总量削减率 管段超载 TSS负荷削减率
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基于机器学习的涉海企业类型识别及其空间组织特征的城市比较研究
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作者 刘天宝 马广鹏 +1 位作者 张海瑜 张贵祥 《热带地理》 CSCD 北大核心 2024年第8期1460-1474,共15页
在推进海洋强国建设的进程中,海洋产业是海洋经济增长的最直接对象,而其空间布局与产业组织特征的研究是最具基础性的工作之一。选取4个代表性城市为研究区,基于海洋企业的工商登记信息,爬取空间坐标构建POI产业信息数据库。使用人工神... 在推进海洋强国建设的进程中,海洋产业是海洋经济增长的最直接对象,而其空间布局与产业组织特征的研究是最具基础性的工作之一。选取4个代表性城市为研究区,基于海洋企业的工商登记信息,爬取空间坐标构建POI产业信息数据库。使用人工神经网络等机器学习算法识别各企业所属的行业,综合运用GIS空间分析方法,分析海洋产业集群的空间分异性规律。结果表明:1)从空间格局特征看,总体呈“大分散、小集聚”的均衡格局,多类别对比显示企业选址存在行业集聚性,同时具有空间极化特征,陆海关系上体现为海岸带高密度单峰或“海岸带-市中心”双峰分布格局。2)从空间组织模式看,产业集群存在与人口规模、行政等级相对应的多层次等级位序特征;除单核心结构外,多核心结构中一般表现为“主-次双核心”或者“一主多次放射状”,核心区间产生空间联系形成多节点的轴线或网络结构。3)从空间匹配关系看,椭圆面积与城市面积呈正相关,椭圆长轴方向与海岸线延伸方向相近,产业分布与城市行政中心、港口等交通枢纽、海湾地形、海岸线等空间要素存在明确的匹配关系。 展开更多
关键词 机器学习 自然语言处理 核密度分析 海洋企业 产业集聚 空间布局特征 产业空间组织 沿海城市
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