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Model-Based Systems Engineering Approach to Design a Human Settlement to Better Serve Displaced People
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作者 Anicet Adjahossou 《Open Journal of Applied Sciences》 2024年第4期865-880,共16页
The challenge of transitioning from temporary humanitarian settlements to more sustainable human settlements is due to a significant increase in the number of forcibly displaced people over recent decades, difficultie... The challenge of transitioning from temporary humanitarian settlements to more sustainable human settlements is due to a significant increase in the number of forcibly displaced people over recent decades, difficulties in providing social services that meet the required standards, and the prolongation of emergencies. Despite this challenging context, short-term considerations continue to guide their planning and management rather than more integrated, longer-term perspectives, thus preventing viable, sustainable development. Over the years, the design of humanitarian settlements has not been adapted to local contexts and perspectives, nor to the dynamics of urbanization and population growth and data. In addition, the current approach to temporary settlement harms the environment and can strain limited resources. Inefficient land use and ad hoc development models have compounded difficulties and generated new challenges. As a result, living conditions in settlements have deteriorated over the last few decades and continue to pose new challenges. The stakes are such that major shortcomings have emerged along the way, leading to disruption, budget overruns in a context marked by a steady decline in funding. However, some attempts have been made to shift towards more sustainable approaches, but these have mainly focused on vague, sector-oriented themes, failing to consider systematic and integration views. This study is a contribution in addressing these shortcomings by designing a model-driving solution, emphasizing an integrated system conceptualized as a system of systems. This paper proposes a new methodology for designing an integrated and sustainable human settlement model, based on Model-Based Systems Engineering and a Systems Modeling Language to provide valuable insights toward sustainable solutions for displaced populations aligning with the United Nations 2030 agenda for sustainable development. 展开更多
关键词 humanitarian settlement human settlement Sustainability systems Engineering Model-Based systems Engineering systems Modeling Language
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Reflections on the Improvement of Rural Human Settlement Environment from the Perspective of Beauty and Livability
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作者 ZHANG Jin WANG Fengyu TONG Shuai 《Journal of Landscape Research》 2024年第1期96-100,共5页
The construction of beautiful and livable villages is one of the important tasks of ruralrevitalization in the new era, and the development of rural areas attaches more and more importanceto the improvement of human s... The construction of beautiful and livable villages is one of the important tasks of ruralrevitalization in the new era, and the development of rural areas attaches more and more importanceto the improvement of human settlement environment. By investigating the construction status andexisting problems of Zhaoba Village in Nanjing, it tries to take “beauty” and “livability” as the planningrequirements. The village positioning is planned accurately, and the functional layout is carried outreasonably. According to the characteristic industries, landscape features and infrastructure of ZhaobaVillage, humanized construction strategies are put forward, thus improving the quality of human settlementenvironment in Zhaoba Village. 展开更多
关键词 Beauty and livability Rural revitalization human settlement environment Zhaoba Village
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Impact of human settlements quality on urban vitality based on multisource data:A case study of Shahekou District,Dalian,China
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作者 LIU He 《Ecological Economy》 2024年第2期139-159,共21页
Urban geography has always been concerned about the influence of human settlements on urban vitality,but few studies reveal the influence of human settlements on urban vitality at a micro-scale.This paper analyzes the... Urban geography has always been concerned about the influence of human settlements on urban vitality,but few studies reveal the influence of human settlements on urban vitality at a micro-scale.This paper analyzes the spatial distribution characteristics of human settlements’quality and urban vitality at the micro-scale using Geodetectors and geographic weighted regression to analyze the relationship between human settlements and urban vitality.The results are shown as follows:there is still a significant development space for human settlements quality in Shahekou District,with obvious spatial dependence characteristics and significant gaps between various systems;the urban vitality of Shahekou District has obvious timeliness,and the urban vitality undergoes significant changes over time,which is related to the human settlements quality.The spatial distribution presents a single core spatial distribution structure with strong relative stability.The spatial distribution of cold and hot spots shows a pattern of“high in the north and low in the south,high in the east and low in the west”,with an increasing trend from southwest to northeast;the reachability of public transport has a significant impact on urban vitality.Its synergy with other variables is the leading force forming the spatial distribution of urban vitality.The environmental system,support system and social system are the significant factors affecting the urban vitality of Shahekou District. 展开更多
关键词 human settlements urban vitality refined management multisource data
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Human Settlement Science-oriented Analysis of Rural Tourism Attraction System
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作者 ZHANG Jun LU Fengping 《Journal of Landscape Research》 2013年第3期29-31,共3页
Human settlement resources belong to tourist resources in a broad sense. Rural areas with excellent human settlements have become favorable tourist destinations. From the perspective of human settlement science, touri... Human settlement resources belong to tourist resources in a broad sense. Rural areas with excellent human settlements have become favorable tourist destinations. From the perspective of human settlement science, tourism attraction system model can be established by factors of harmony of rural ecology, harmony of rural life, harmony of rural production and harmony of rural culture. Concrete strategies for improving rural tourism attractiveness based on science of human settlements were proposed from the perspectives of optimization of ecological environment, education of original residents, upgrading of agricultural landscapes and products, and construction of rural tourism culture. 展开更多
关键词 SCIENCE of human settlement RURAL TOURISM ATTRACTION system
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Characteristics and Protection Approaches of Human Settlement in Ancient Villages of Jiangxi: A Case Study of Ancient Dongyuan Zengs' Village 被引量:5
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作者 CHENG Mingxiang CHEN Xiaogang HUANG Yuxi 《Journal of Landscape Research》 2015年第3期45-48,共4页
Ancient village as a precious historical and cultural heritage of China is hailed as the "eco-museum" of classical folk cultures and "living fossil" of rural history culture. This paper elaborated ... Ancient village as a precious historical and cultural heritage of China is hailed as the "eco-museum" of classical folk cultures and "living fossil" of rural history culture. This paper elaborated human settlement characteristics of ancient Dongyuan Zengs' Village, Jinxi County from the perspectives of village environment, history evolution, village layout and village building, and explored the substantial content of village human settlement protection, and proposed specifi c approaches of protecting the human settlement, such as ancient village layout, history and culture, and provided references for protecting human settlement of the ancient villages. 展开更多
关键词 Ancient village human settlement Protection approach Dongyuan Zengs’ Village
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Climate Suitability Assessment of Human Settlements for Regions along the Belt and Road 被引量:1
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作者 LIN Yumei LI Peng +3 位作者 FENG Zhiming YANG Yanzhao YOU Zhen ZHU Fuxin 《Chinese Geographical Science》 SCIE CSCD 2021年第6期996-1010,共15页
Climate is one important environmental variable that affects human life.As the regions along the Belt and Road(B&R)encompass vast territories and large populations,it is significant to assess climate suitability f... Climate is one important environmental variable that affects human life.As the regions along the Belt and Road(B&R)encompass vast territories and large populations,it is significant to assess climate suitability for human settlements,which will influence the migration of various surrounding countries.We selected seven regions including 65 countries along the B&R for the research area and adopted the temperature-humidity index(THI),to assess the climate suitability.We analyzed the spatial characteristics of THI and the correlation between population distribution and THI,the results of which enabled us to adjust the THI classification criteria.We finally assessed the climate suitability of each region.The results reveal that outside the Qinghai-Tibet Plateau,the THI values generally tend to decrease from west to east as longitude increases and downward with increasing latitude.The population distribution is significantly correlated with the THI.Regions with relative suitable climate,including high suitability areas(HASs),moderately suitable areas(MSAs)and low suitability areas(LSAs),account for 50.62%of the total area and encompass in excess of 90%of total population.These areas are widely distributed in the southern regions of 45°N latitude,again with the exception of the Qinghai-Tibet Plateau.Critical suitable area includes 19.48%of the entire area and 8.98%of total population.The non-suitable area accounts for less than 30%of total area,concentrated in the cold high-latitude and high-altitude areas. 展开更多
关键词 climate suitability temperature-humidity index human settlements spatial distribution the Belt and Road
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Sound environment and resilience in the human settlements 被引量:1
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作者 Jian Kang 《西部人居环境学刊》 2015年第A01期10-16,共7页
关键词 ACOUSTICS Noise Sound environment RESILIENCE SUSTAINABILITY human settlements
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Difficulties and Countermeasures of Rural Human Settlement Environment Governance in Tianjin 被引量:1
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作者 Di WANG Yongyi WANG Chunjie LI 《Asian Agricultural Research》 2021年第3期11-13,16,共4页
The course of rural human settlement environment governance in Tianjin could be roughly divided into four stages:germination,initiation,promotion and deepening.After the development for nearly 20 years,rural human set... The course of rural human settlement environment governance in Tianjin could be roughly divided into four stages:germination,initiation,promotion and deepening.After the development for nearly 20 years,rural human settlement environment governance of Tianjin is faced with many difficulties,such as imperfect village construction planning,poor use effect of sewage facilities,low participation of farmers,and insufficient financial investment.Therefore,some countermeasures and suggestions are put forward,such as scientific planning and overall consideration,innovating financing mechanism,encouraging diversified investment of funds,and strengthening the publicity of rural human settlement environment governance. 展开更多
关键词 Rural human settlement environment Governance dilemma Capital investment TIANJIN
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Evaluation and Improvement Measures of Rural Human Settlements in Licheng District of Jinan City 被引量:1
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作者 Zhang Beibei Cui Dongxu 《Meteorological and Environmental Research》 CAS 2018年第2期39-46,共8页
Based on the data of rural human settlements in Licheng District of Jinan City in 2016,the evaluation system of rural human settlements composed of four subsystems( social economy,infrastructure,public environment,an... Based on the data of rural human settlements in Licheng District of Jinan City in 2016,the evaluation system of rural human settlements composed of four subsystems( social economy,infrastructure,public environment,and construction management) was constructed. According to the comprehensive scores of various administrative villages calculated by means of multi-index comprehensive evaluation method and fuzzy comprehensive evaluation method,the human settlements of 521 administrative villages in Licheng District were divided into four types: excellent,good,average,and poor. Moreover,the spatial differences in the evaluation results of rural human settlements were analyzed using GIS spatial analysis technology. Finally,based on the evaluation results of rural human settlements in Licheng District,some measures to improve and control rural human settlements in different types of villages at various development stages were proposed to fully improve the quality of rural human settlements. 展开更多
关键词 Rural human settlements EVALUATION Indicator system Classification guidance Licheng District
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Issues and policies on China's sustainable human settlement
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作者 Liu YiInstitute of Geography, CAS, Beijing 100101, CHINA 《Journal of Geographical Sciences》 SCIE CSCD 1998年第1期25-32,共8页
It is one of the major tasks to achieve sustainable human settlement for China's socioeconomic development within the coming century The sustainable development of human settlements is closely related to the devel... It is one of the major tasks to achieve sustainable human settlement for China's socioeconomic development within the coming century The sustainable development of human settlements is closely related to the development of the economy, the utilization of natural resources and environmental protection As a developing country China is facing a series of issues to achieve the sustainable human settlement, which should be rationally laid out with comprehensive facilities convenient for working and living, and which have clean, quiet and comfortable environments The policy of reform and opening to the outside world have accelerated national social and economic development and promoted urban development in China The rural population is continuously flowing into the cities and towns in increasing numbers Therefore, it is necessary not only to continue to improve the housing standards for the current urban population, but also to meet the needs of the newcomers The movement of great numbers of people and the increased circulation off goods and materials, combined with an increase in the number of motor vehicles, has meant that traffic problems are becoming a major issue in the development of human settlements The infrastructure is under pressures from the growth in urban population and from rising production and living standards The shortage of natural resources is another challenge to be faced in developing human settlements in China A low technological level and the improper use of resources has aggravated the severity of the problem In cities, the amount of land currently being used for industrial purposes is relatively high as compared with other land uses Approximately 70 percent of industries are located in the cities and in many areas, factories and housing are intermixed, a major factor affecting the environment of urban residential areas The taking up of arable land by the village and township enterprises is another serious problem Settlements in towns and villages are also under the threat from various types of environmental pollution This paper is trying to summarise and identify the major issues, to promote the possible polices and strategies, and to argue the requirements and activities of sciences and technology for achieving China's sustainable human settlement 展开更多
关键词 human settlement URBANIZATION sustainable development HOUSING China
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Fringe View: Problems and Construction of Human Settlement Environment for "Village-in-City"
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作者 Mo Chuangrong , Li Xia , Wang Shugong 1 1,2 & Chen Xingeng 1 1. Institute of Environmental Sciences, Sun Yat-Sen University, Guangzhou Guangdong 510275, China 2. Center of Earth Environment & Resources, Sun Yat-Sen University, Guangzhou Guangdong 510275, China 《Chinese Journal of Population,Resources and Environment》 北大核心 2005年第1期18-26,共9页
The construction of human settlement environment is one of the important contents in the domain of sustainable development. We try to annotate human settlement environment for "village- in-city" from the ang... The construction of human settlement environment is one of the important contents in the domain of sustainable development. We try to annotate human settlement environment for "village- in-city" from the angle of fringe view. According to the macro-system thought of human settlement environment science, the evolvement, which can be generalized into four phases, connotation and problems (including social, economic, and environmental problems) of "village-in-city" are discussed primarily in this paper. Some domestic and international researches and practices are also summarized and assessed in the paper. Based on the analysis, some appropriate clues and suggestions for the construction of "village-in-city" have been put forward. 展开更多
关键词 human settlement environment URBANIZATION "village-in-city" fringe view sustainable development
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Quality Construction of Public Space from the Perspective of Human Settlement: A Case Study of Public Space in the Downtown Area of Mianyang City, Sichuan Province
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作者 ZHANG Xiaoli 《Journal of Landscape Research》 2015年第3期20-22,共3页
Concept, connotation and property of urban public space were interpreted, guidance of human settlement science for the construction of urban public space analyzed. Taking quality construction of public space in the do... Concept, connotation and property of urban public space were interpreted, guidance of human settlement science for the construction of urban public space analyzed. Taking quality construction of public space in the downtown area of Mianyang City for example, this paper proposed that urban public space should be constructed from the perspective of human settlement to create positive spaces that satisfy human needs, ensure sustainable development of urban public spaces, and drive the development of a harmonious and prosperous city. 展开更多
关键词 CITY Public space human settlement science QUALITY
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Water Adaptability of Traditional Mountainous Human Settlements in Mentougou of West Beijing
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作者 GAO Yilian LI Zhuoru +3 位作者 TIANHUANG Chunxiao WANG Ze ZHANG Xinyue ZHANG Jin 《Journal of Landscape Research》 2022年第1期51-54,共4页
The climatic environment,landscape environment and settlement environment of traditional mountainous human settlements in Mentougou of west Beijing are summarized.Based on the analysis from the perspective of water ad... The climatic environment,landscape environment and settlement environment of traditional mountainous human settlements in Mentougou of west Beijing are summarized.Based on the analysis from the perspective of water adaptability,the spatial database of water adaptability of traditional mountainous human settlements in Mentougou of west Beijing is constructed,and the experience of water adaptability construction of settlement location,irrigation and water conservancy,flood control and soil fixation in river beach and gully areas is summarized.The landscape system of water adaptability of traditional mountainous human settlements in Mentougou of west Beijing embodies the typical wisdom of water adaptability construction contained in traditional mountainous human settlements,and has high reference value in the related research of water adaptability. 展开更多
关键词 Mountainous human settlement Water adaptability West Beijing Traditional mountainous region
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Analysis of the Choice of Return Mechanism of PPP Model in Rural Human Settlement Improvement under the Rural Revitalization Strat­egy:Research Based on the Perspective of Evolutionary Game
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作者 Youcheng Wu Jinhao Li +4 位作者 Shunli Xiao Zhihang Zhou Manjie Huang Zaitian Huang Chien Chi Chu 《Journal of Sustainable Business and Economics》 2022年第4期31-42,共12页
The improvement of rural human settlement environment is a significant direction of the rural revitalization strategy.Based on the finite rational evolutionary game theory,a cooperative behavior evolutionary game mode... The improvement of rural human settlement environment is a significant direction of the rural revitalization strategy.Based on the finite rational evolutionary game theory,a cooperative behavior evolutionary game model of rural human settlement environment improvement PPP model with local government,social capital and rural residents as the main game players with the reward mechanism of Government Payment and one with the reward mechanism of Viability Gap Funding are constructed.Comparing the total project revenue of two reward mechanisms,the thesis will obtain the effects of choosing the reward mechanism of rural human settlement improvement PPP.Finally,available suggestions are made to the decision of the reward mechanism of PPP project about rural human settlement environment,thus promoting the application and development of PPP in rural environmental management and to promote sustainable improvement of rural habitat improvement. 展开更多
关键词 Rural revitalization strategy Rural human settlement environment PPP Reward mechanism Evolutionary game theory
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可持续迭代的村镇人居环境设计体系研究
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作者 朱晓青 吴家豪 +3 位作者 曹志奎 严舒文 孙卓扬 李智兴 《包装工程》 CAS 北大核心 2024年第16期66-79,120,共15页
目的为建构可持续建设与有机更新下村镇人居环境设计的基本框架,揭示其在不同发展阶段、地域特征和建设主题下村镇人居样本的应对性设计原则与理论,总结村镇设计在经济、社会、技术影响下的迭代及在地化应变,探讨未来村镇人居环境设计... 目的为建构可持续建设与有机更新下村镇人居环境设计的基本框架,揭示其在不同发展阶段、地域特征和建设主题下村镇人居样本的应对性设计原则与理论,总结村镇设计在经济、社会、技术影响下的迭代及在地化应变,探讨未来村镇人居环境设计的前沿模式。方法基于可视化文献分析法,对可持续村镇人居环境设计进行系统的脉络梳理,并根据可持续设计的路径推演、要素解析、模式特征进行村镇人居环境设计体系的框架搭建,提出村镇人居环境设计的基本原则与适配化设计技术路线。结果构建了可持续人居建设迭代下的村镇人居环境设计体系,通过解析可持续设计的基本构成要素,分析了村镇人居环境可持续设计的动力机制,揭示了其在需求侧、供给侧和承载侧的基本特征及三者的联动关系,提出了四项村镇人居环境可持续设计的基本原则,并总结出三点分类适配化设计思路。结论以综合设计视角,探讨未来中国村镇转型下的设计思想与技术脉络,根据时代背景、在地特征、未来场景,采取动态应变与适配的原则,提出可持续设计模式、方法与路径,为设计学相关研究者、决策者和执业人员提供理论梳理和实践指导。 展开更多
关键词 可持续迭代 村镇人居环境 新质设计 体系组构 机制导控
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Human settlement's social network analysis based on spatial trend surface model:a case study of Chongqing Municipality
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作者 ZHAO Wan-min WANG Yang GUO Jian-feng 《Ecological Economy》 2010年第4期318-323,共6页
Integrated with GIS and remote sensing(RS) technology,a systematic analysis and its methodology for human-settlements social environment has been introduced.This methodology has been called spatial trend field model(S... Integrated with GIS and remote sensing(RS) technology,a systematic analysis and its methodology for human-settlements social environment has been introduced.This methodology has been called spatial trend field model(STFM).STFM's application history in the field of human-settlements social environment has been discussed at first.Then,some index data models have been created through STFM,which include population density trend field,human activity strength trend field,city-town spatial density trend field,urbanization ratio trend field,road density trend field,GDP spatial density trend field and PER-GDP spatial density trend field.With all above-mentioned indexes as input data,through Iterative Self-Organizing Data Analysis Techniques Algorithm(ISODATA),this paper makes a verification study of Chongqing municipality.The result of the case study confirms that STFM methodology is credible and has high efficiency for regional human-settlements study. 展开更多
关键词 人类住区 空间密度 社会网络 重庆市 面模型 分析基 地理信息系统 国内生产总值
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西苕溪流域[土斗]-圩田传统人居体系成因及特征
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作者 孙瑾璐 王晴 郭巍 《风景园林》 北大核心 2024年第1期64-70,共7页
【目的】湖州西苕溪流域[土斗]-圩田是本土先民在与自然灾害的抗争中创造的一种地域性景观。在全球气候变化、极端天气频发的背景下,对[土斗]-圩田传统人居智慧的探讨不仅有利于人们更好地运用生态思想应对灾害,还可以为该地区文化景观... 【目的】湖州西苕溪流域[土斗]-圩田是本土先民在与自然灾害的抗争中创造的一种地域性景观。在全球气候变化、极端天气频发的背景下,对[土斗]-圩田传统人居智慧的探讨不仅有利于人们更好地运用生态思想应对灾害,还可以为该地区文化景观的更新设计提供指引。【方法】以西苕溪流域平原地区[土斗]田、圩田为研究对象,采用ArcGIS分析法和实地调研法,从形态学角度探讨[土斗]-圩田景观水利、农业以及聚落系统的特征。【结果】西苕溪流域[土斗]-圩田人居体系存在整体性与差异性特征。从上游至下游,水网越来越稠密,农地越来越破碎,聚落密度先升高后降低,聚落规模则先减小后增大,聚落选址与形态和水系的耦合关系越来越明显。【结论】[土斗]-圩田传统人居体系的形成是适应并改造自然的结果。结合场地特征,提出优化水网格局、促进产业升级和保护传统村落等策略,可指导场地未来的更新设计,并为其他地区文化景观的保护与更新提供参考。 展开更多
关键词 人居体系 文化景观 [土斗]-圩田景观 西苕溪流域 形态学研究 ArcGIS分析法
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城镇开发边界划定智慧技术集成研究——基于人居环境科学视角
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作者 杨钦宇 余婷 +2 位作者 郑筱津 汪淳 田莉 《城市规划》 CSCD 北大核心 2024年第4期13-24,33,共13页
城镇开发边界是空间增长底线的管控工具,与人类活动和人居环境建设密切相关。科学划定城镇开发边界需要人居环境科学和智慧技术有机结合。现有对城镇开发边界划定技术背后的理论支撑研究不足,对人居环境全系统尤其是人的因素关注不够,... 城镇开发边界是空间增长底线的管控工具,与人类活动和人居环境建设密切相关。科学划定城镇开发边界需要人居环境科学和智慧技术有机结合。现有对城镇开发边界划定技术背后的理论支撑研究不足,对人居环境全系统尤其是人的因素关注不够,同时各类技术探索相对碎片化,缺乏对边界划定全流程技术的整合与集成应用。本文以人居环境科学为理论内核,从人的需求、人居环境的系统性和复杂性出发,提出系统耦合“双评价”、系统动力学模型、城镇开发潜力评价模型及多情景地理模拟等关键技术的城镇开发边界划定的智慧技术集成框架,科学支撑城镇发展需求预测、国土空间格局研判和城镇用地布局调控,为城镇开发边界划定和国土空间格局优化提供有益借鉴。 展开更多
关键词 城镇开发边界 智慧技术集成 人居环境科学 双评价 系统动力学模型 元胞自动机
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农村人居环境质量评价研究进展及未来研究方向
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作者 周霖 吴兆娟 +1 位作者 高冬梅 屈二千 《农业展望》 2024年第6期36-44,共9页
科学构建农村人居环境质量评价体系是优化人居环境建设质量的基础。本研究利用中国知网(CNKI)数据库,对近20年国内农村人居环境质量评价相关学术文献进行深入分析发现,农村人居环境质量评价目前已积累了丰富的理论和实践经验,但还存在... 科学构建农村人居环境质量评价体系是优化人居环境建设质量的基础。本研究利用中国知网(CNKI)数据库,对近20年国内农村人居环境质量评价相关学术文献进行深入分析发现,农村人居环境质量评价目前已积累了丰富的理论和实践经验,但还存在以下不足:(1)在评价对象方面,目前的研究主要集中在经济发达的东部沿海地区,而对中西部地区、经济薄弱区、生态敏感区以及具有特色的乡村等区域的研究相对较少。(2)在评价指标方面,构建客观评价指标体系居多,而较少关注农户微观视角和主客观指标的结合;在软环境指标的设置上,如乡风文明和村民情感感知等方面的研究相对缺乏;对于具有强烈地域特色的乡村地区,评价时往往缺乏代表性和特色性的指标。(3)在数据来源方面,当前的研究大多依赖于单一的数据来源,这可能会影响评价的全面性和准确性。基于以上分析,提出农村人居环境评价研究的3个延伸方向:加强指标体系的理论研究、拓宽指标数据获取的渠道,以及加强评价成果的应用。 展开更多
关键词 农村人居环境 质量评价 指标体系 研究进展
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Extensive identification of landslide boundaries using remote sensing images and deep learning method
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作者 Chang-dong Li Peng-fei Feng +3 位作者 Xi-hui Jiang Shuang Zhang Jie Meng Bing-chen Li 《China Geology》 CAS CSCD 2024年第2期277-290,共14页
The frequent occurrence of extreme weather events has rendered numerous landslides to a global natural disaster issue.It is crucial to rapidly and accurately determine the boundaries of landslides for geohazards evalu... The frequent occurrence of extreme weather events has rendered numerous landslides to a global natural disaster issue.It is crucial to rapidly and accurately determine the boundaries of landslides for geohazards evaluation and emergency response.Therefore,the Skip Connection DeepLab neural network(SCDnn),a deep learning model based on 770 optical remote sensing images of landslide,is proposed to improve the accuracy of landslide boundary detection.The SCDnn model is optimized for the over-segmentation issue which occurs in conventional deep learning models when there is a significant degree of similarity between topographical geomorphic features.SCDnn exhibits notable improvements in landslide feature extraction and semantic segmentation by combining an enhanced Atrous Spatial Pyramid Convolutional Block(ASPC)with a coding structure that reduces model complexity.The experimental results demonstrate that SCDnn can identify landslide boundaries in 119 images with MIoU values between 0.8and 0.9;while 52 images with MIoU values exceeding 0.9,which exceeds the identification accuracy of existing techniques.This work can offer a novel technique for the automatic extensive identification of landslide boundaries in remote sensing images in addition to establishing the groundwork for future inve stigations and applications in related domains. 展开更多
关键词 GEOHAZARD Landslide boundary detection Remote sensing image Deep learning model Steep slope Large annual rainfall human settlements INFRASTRUCTURE Agricultural land Eastern Tibetan Plateau Geological hazards survey engineering
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