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Dynamic Assessment on Regional Eco-environmental Quality Using AHP-Statistics Model—A Case Study of Chaohu Lake Basin 被引量:8
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作者 LI Ruzhong 《Chinese Geographical Science》 SCIE CSCD 2007年第4期341-348,共8页
An indicator system closely connected with eco-environment, in which indicator involves in such fields as society, economy, resources, environment and ecology, is first proposed for eco-environmental quality assessmen... An indicator system closely connected with eco-environment, in which indicator involves in such fields as society, economy, resources, environment and ecology, is first proposed for eco-environmental quality assessment. Then, a hierarchical model with four levels is established by virtue of these indicators and attributes. In the model, weights of indicators and attributes are determined by combining Delphi method with the Analytic Hierarchy Process (AHP) and a statistic method is used to eliminate the influences arising from the differences in dimension and magnitude of indicators. On these grounds, an AHP-statistics model is provided for regional eco-environmental quality assessment. As a case, such AHP-statistics model is utilized in the dynamic analysis of regional eco-environmental assessment in Chaohu Lake basin. Study results show that natural environmental quality in the watershed was in the declining state while social environmental quality was in a markedly improved situation from 1996, and the synthetic eco-environmental quality was gradually and slowly improved under the common influences of both natural and social environmental factors. Example of application testified the capacities of above methodology to evaluate the real and dynamic state of regional eco-environmental quality. 展开更多
关键词 eco-environmental quality assessment AHP-statistics model Chaohu Lake
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Multi-agent Blind Model and Its Application to Regional Eco-environmental Quality Assessment 被引量:2
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作者 LI Ruzhong 《Chinese Geographical Science》 SCIE CSCD 2006年第3期249-254,共6页
Through denoting each expert as an agent and viewing a multiple criteria decision-making as a synthesis problem of aggregating experts' ratings, a multi-agent blind model (MABM) is developed for regional eco-enviro... Through denoting each expert as an agent and viewing a multiple criteria decision-making as a synthesis problem of aggregating experts' ratings, a multi-agent blind model (MABM) is developed for regional eco-environmental quality assessment. In this model, the ratings of the evaluated object under an index, given by expert group, are first utilized to construct a series of blind numbers. In general, each index will correspond to different blind numbers. On the basis of aggregating index weights, the rank score in the form of a blind number is obtained for the evaluated object. Then, by means of calculating expected value of the above blind number, its rank score is further converted into a crisp value. By way of comparing the expected value with classification standards, eco-environmental quality of the evaluated sample could he identified successfully in the end. As a case, the MABM is used to evaluate the eco-environmental quality of Chaohu Lake basin. Study result shows that the MABM is a useful model for regional eco-environmental quality assessment. 展开更多
关键词 eco-environmental quality assessment multi-agent blind model (MABM) blind number unascertained rational number faith degree
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Integrated Evaluation Model for Eco-Environmental Quality in Mountainous Region Based on Remote Sensing and GIS 被引量:1
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作者 LI Ainong WANG Angsheng +2 位作者 HE Xiaorong FENG Wenlan ZHOU Wancun 《Wuhan University Journal of Natural Sciences》 EI CAS 2006年第4期969-976,共8页
Based on Remote Sensing (RS), Geographic Information System (GIS), and combining Principal Component Analysis, this paper designed a numerical integrated evaluation model for mountain eco-environment on the base ... Based on Remote Sensing (RS), Geographic Information System (GIS), and combining Principal Component Analysis, this paper designed a numerical integrated evaluation model for mountain eco-environment on the base of grid scale. Using this model, we evaluated the mountain eco-environmental quality in a case study area-the upper reaches of Minjiang River, and achieved a good result, which accorded well with the real condition. The study indicates that, the integrated evaluation model is suitable for multi-layer spatial factor computation, effectively lowing man's subjective influence in the evaluation process; treating the whole river basin as a system, the model shows full respect to the circulation of material and energy, synthetically embodies the determining impact of such natural condition as water-heat and landform, as well as human interference in natural eco-system; the evaluation result not only clearly presents mountainous vertical distribution features of input factors, but also provides a scientific and reliable thought for quantitatively evaluating mountain eco-environment. 展开更多
关键词 eco-environment evaluation model spatial principal component analysis RS (remote sensing) GIS (geographic information system)
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The 3D simulation and optimized management model of groundwater systems based on eco-environmental water demand
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作者 Zhang Guang-xin Deng Wei He Yan 《Journal of Geographical Sciences》 SCIE CSCD 2002年第2期103-112,共10页
Through the study of mutual process between groundwater systems and eco-environmental water demand, the eco-environmental water demand is brought into groundwater systems model as the important water consumption item ... Through the study of mutual process between groundwater systems and eco-environmental water demand, the eco-environmental water demand is brought into groundwater systems model as the important water consumption item and unification of groundwater抯 economic, environmental and ecological functions were taken into account. Based on eco-environmental water demand at Da抋n in Jilin province, a three-dimensional simulation and optimized management model of groundwater systems was established. All water balance components of groundwater systems in 1998 and 1999 were simulated with this model and the best optimal exploitation scheme of groundwater systems in 2000 was determined, so that groundwater resource was efficiently utilized and good economic, ecologic and social benefits were obtained. 展开更多
关键词 groundwater systems eco-environmental water demand three-dimensional simulation model optimized management model ecologically fragile area
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Eco-environmental spatial characteristics of Fildes Peninsula based on TuPu models
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作者 PANG Xiaoping LI Yanhong 《Advances in Polar Science》 2012年第3期155-162,共8页
This study applies a TuPu analysis to investigate ecological and environmental aspects of an Antarctic ice-free area, using Fildes Peninsula as an example. The TuPu unit was determined using a vector-grid mixed data m... This study applies a TuPu analysis to investigate ecological and environmental aspects of an Antarctic ice-free area, using Fildes Peninsula as an example. The TuPu unit was determined using a vector-grid mixed data model. Information from the eco-environment elements was effectively extracted, and was generalized into different classes by means of data mining technol- ogy. A series of single-factor thematic information TuPu models, such as topography, soil, animal and vegetation, and human activities for Fildes Peninsula were built in this study. The topography TuPu model contained information on elevation and slope. The soil TuPu model involved soil development stages and soil thickness information. The animal and vegetation TuPu model contained the distribution of animals, plant types, lichen cover and lichen height. The human activities TuPu model included popu- lation density and human disturbance index information. The landscape comprehensive information TuPu model of Fildes Penin- sula also was established, and contains twenty-nine landscape units and twelve types of combined environments. The study quan- titatively revealed the spatial morphology and correlation of the regional eco-environment based on the analysis of these TuPu models. From these models, we can draw the conclusion that there is a regular differentiation of eco-environment from the coastal bands to the central hills in Fildes Peninsula, and that the eco-environment condition of the eastern coasts is different from that of the western coasts. The eco-environmental spatial variation also differs greatly from north to south. Based on analysis of spatial correlation, the vegetation in Fildes Peninsula has the greatest correlation with human activity, and has a certain correlation with topography and soil. This research may provide a new technical approach and scientific basis for the in-depth study of Antarctic eco-environments. 展开更多
关键词 eco-environment Fildes Peninsula information TuPu model analysis of TuPu model
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CATASTROPHIC ECO-ENVIRONMENTAL CHANGE IN THE SONGNEN PLAIN,NORTHEASTERN CHINA SINCE 1900S 被引量:6
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作者 WANGHai-xia WANZhong-juan +2 位作者 YUShao-peng LUOXin-zheng SUNGuang-you 《Chinese Geographical Science》 SCIE CSCD 2004年第2期179-185,共7页
Although the Songnen Plain in the northeastern China was developed relatively late in the temperate zone of the world, its eco-environment has changed greatly. This paper analyzes the changes of land cover and the rat... Although the Songnen Plain in the northeastern China was developed relatively late in the temperate zone of the world, its eco-environment has changed greatly. This paper analyzes the changes of land cover and the rates and trends ofdesertification during the past 100 years in the Songnen Plain. According to the macroscopic analysis, we find that the eco-environment in the plain has reached to the threshold of catastrophic change since the 1950s. The Thom Needle Catastrophic Model was used to determine and validate this conclusion. Human activities, including large-scale construction projects, such as huge dams and dikes, and excessive grazing were the primary factors contributing to regional eco-environmental catastrophe. And irrational reclamation of the wilderness also affected the eco-environmental change. The results reveal the complex human-land interactions. 展开更多
关键词 eco-environment CATASTROPHE modeling Songnen Plain
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SCENARIOS SIMULATION OF COUPLING SYSTEM BETWEEN URBANIZATION AND ECO-ENVIRONMENT IN JIANGSU PROVINCE BASED ON SYSTEM DYNAMICS MODEL 被引量:7
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作者 LIU Yao-bin LI Ren-dong LI Chun-hua 《Chinese Geographical Science》 SCIE CSCD 2005年第3期219-226,共8页
By means of ISM (Interpretative Structural Modeling) and SD (System Dynamics) methods, this paper made a system dynamics model of urbanization and eco-environment coupling in Jiangsu Province according to the implicat... By means of ISM (Interpretative Structural Modeling) and SD (System Dynamics) methods, this paper made a system dynamics model of urbanization and eco-environment coupling in Jiangsu Province according to the implication and PSR (Pressure State Response) framework of urbanization and eco-environment coupling. Moreover, five typical scenarios during 2000-2015 have been simulated and analyzed based on the time serial statistical data during 1990-2003 in Jiangsu, which indicates: firstly, there are significant differences between the results and the scenarios, and the five coupling models all have comparative advantages and drawbacks; secondly, in terms of the characteristics and regional development disparities of Jiangsu and the general rule of world urbanization process, this paper reveals that only when either population urbanization model or social urbanization model to be correspondingly adopted, the sustainable development among population, economy, urbanization and eco-environment can be realized. 展开更多
关键词 URBANIZATION eco-environment system dynamics model SIMULATION Jiangsu Province
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Assessing the impacts of ecological-living-productive land changes on eco-environmental quality in Xining City on Qinghai-Tibet Plateau, China 被引量:7
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作者 ZiYi Gao HaiFeng Zhang +1 位作者 XiaoNan Yang ZhiYuan Song 《Research in Cold and Arid Regions》 CSCD 2019年第3期194-207,共14页
The Ecological-living-productive land(ELPL)classification system was proposed in an effort to steer China's land pattern to an ecological-centered path,with the development model shifting from a single function in... The Ecological-living-productive land(ELPL)classification system was proposed in an effort to steer China's land pattern to an ecological-centered path,with the development model shifting from a single function into more integrated multifunction land use.The focus is coordinating the man-land contradictions and developing an intensive,efficient and sustainable land use policy in an increasingly tense relationship between humans and nature.Driven by socioeconomic change and rapid population growth,many cities are undergoing urban sprawl,which involves the consumption of cropland and ecological land and threatens the ecological balance.This paper aims to quantitatively analyze the critical effects of ELPL changes on eco-environmental quality according to land use classification based on leading function of ecology,living and production from 1990 to 2015 with a case study of Xining City.Also,four future land use scenarios were simulated for 2030 using the Future Land Use Simulation(FLUS)model that couples human and natural effects.Our results show a decrease in productive land(PL)and an increase in ecological land(EL)and living land(LL)in Xining City.Forestry ecological land(FEL)covered the top largest proportion;agriculture productive land(APL)showed the greatest reduction and urban and rural living land(U-RLL)presented a dramatic increase.The eco-environmental quality improved in 1990-2010,mainly affected by the conversion of APL to FEL and GEL.However,the encroachment of U-RLL into APL,other ecological land(OEL)and FEL was the main contributor to the decline in eco-environmental quality in 2010-2015 as well as the primary reason for the increase area of lower-quality.The Harmonious Development(HD)-Scenario,characterized by a rational allocation of LL and PL and a better eco-environment,would have implications for planning and monitoring future management of ELPL,and may represent a valuable reference for local policy-makers. 展开更多
关键词 LAND use productive-living-ecological LAND changes eco-environmental quality FLUS model Xining CITY
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Water resources optimization and eco-environmental protection in Qaidam Basin
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作者 FANG Chuang-lin~1, BAO Chao~2 (1. Institute of Geographic Sciences and Natural Resources Research, CAS, Beijing 100101, China 2. Dept. of Geography, Peking University, Beijing 100871, China) 《Journal of Geographical Sciences》 SCIE CSCD 2001年第2期231-238,共8页
In order to realize sustainable development of the arid area of Northwest China, rational water resources exploitation and optimization are primary prerequisites. Based on the essential principle of sustainable develo... In order to realize sustainable development of the arid area of Northwest China, rational water resources exploitation and optimization are primary prerequisites. Based on the essential principle of sustainable development, this paper puts forward a general idea on water resources optimization and eco-environmental protection in Qaidam Basin, and identifies the competitive multiple targets of water resources optimization. By some qualitative methods such as Input-output Model & AHP Model and some quantitative methods such as System Dynamics Model & Produce Function Model, some standard plans of water resources optimization come into being. According to the Multiple Targets Decision by the Closest Value Model, the best plan of water resources optimization, eco-environmental protection and sustainable development in Qaidam Basin is finally decided. 展开更多
关键词 water resources optimization Multiple Targets Decision by the Closest Value model eco-environmental protection Qaidam Basin
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The Non-Linear Effect of China’s Energy Consumption on Eco-Environment Pollution
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作者 Chunhua Jin Hanqing Hu 《Energy Engineering》 EI 2021年第3期655-665,共11页
With the increase of total energy consumption,eco-environmental quality drops sharply,which has attracted concerns from all circles.It has become the top priority of construction of socialist ecological civilization t... With the increase of total energy consumption,eco-environmental quality drops sharply,which has attracted concerns from all circles.It has become the top priority of construction of socialist ecological civilization to clarify the influences of energy consumption on the level of eco-environmental pollution.Ecological environmental pollution control cannot be one size fits all.It can avoid resource depletion and environmental deterioration via adjusting measures to local conditions to coordinate ecological environmental pollution and energy consumption problems.In this essay,entropy method is adopted to measure the composite indexes of eco-environmental pollution of 30 provinces and cities in China,based on which kernel density function is used to analyze the dynamic law of eco-environmental pollution.And then,traditional fixed effect model and panel quantile regression model are adopted respectively to analyze the influences of energy consumption on eco-environmental pollution.The research finds that composite index of eco-environmental pollution shows N-shaped curve of“rising-dropping-rising”during the sample period,with the overall difference decreasing gradually and the polarization disappearing gradually;in areas with higher eco-environmental pollution,energy consumption has aggravated ecoenvironmental pollution,while in areas with lower eco-environmental pollution,energy consumption could alleviate eco-environmental pollution to some degree;foreign direct investment could relieve eco-environmental pollution.Therefore,corresponding measures should be taken to improve the quality of eco-environment based on the changes of energy consumption in areas with different levels of eco-environmental pollution. 展开更多
关键词 Kernel density function quantile regression model eco-environmental pollution energy consumption
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Evaluationof eco-environmental competitiveness in south China hilly region
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作者 FU Ze-ding JIANG Jie +3 位作者 FU Xiao-hua LIANG Ying-yi ZHENG Qing-xing WANG He 《Ecological Economy》 2022年第2期82-89,共8页
South China is located in the subtropical zone,with excellent hydrothermal conditions and abundant species.Compared with other regions in China,the environment and natural resources have obvious innate advantages.The ... South China is located in the subtropical zone,with excellent hydrothermal conditions and abundant species.Compared with other regions in China,the environment and natural resources have obvious innate advantages.The crisscross of hills and small plains are the most typical topographic and geomorphic features in South China.Its evaluation of eco-environmental competitiveness is different from other regions in China in terms of index selection and evaluation process.Based on the literature results,combining with the particularity of the southern hilly region and according to certain principles,we construct an evaluation model of ecological environment in southern hilly region,which includes five first-level indicators of ecological resources,environmental status,enconomic society,management response and environmental potential and fifteen second-level index sperated from the first-level,such as forest coverage rate and ambient air quality composite index and so on.Taking Hunan Province,a tipical region of southern hills,as an empirical example to analyse,the conclusion has been verified by other scholars and the new model is more operable than the existing models and methods,which indicates that the model constructed is practical and feasible. 展开更多
关键词 South China hilly region eco-environmental competitiveness evaluation model
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基于PLUS模型的河南省“三生空间”多情景模拟及生态环境效应分析 被引量:11
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作者 刘佳楠 姬广兴 +5 位作者 高红凯 陈伟强 张亚丽 黄珺嫦 郭宇龙 陈轶楠 《环境科学》 北大核心 2025年第2期990-1001,共12页
基于2000年、2010年和2020年分辨率为30 m的土地利用数据,通过土地转移矩阵和生态环境效应模型分析河南省的“三生空间”分布和生态环境质量,并以2020年土地利用数据为基础,利用PLUS模型模拟河南省自然发展、生产优先和生态优先情景下的... 基于2000年、2010年和2020年分辨率为30 m的土地利用数据,通过土地转移矩阵和生态环境效应模型分析河南省的“三生空间”分布和生态环境质量,并以2020年土地利用数据为基础,利用PLUS模型模拟河南省自然发展、生产优先和生态优先情景下的2030年、2040年和2050年的土地利用数据,并计算生态环境质量指数和生态贡献度.结果表明:(1)2000~2020年,生产空间面积缩减,生活空间和生态空间面积扩张;(2)2000~2020年,生态环境质量指数由0.3646上升到了0.3665,又下降到0.3657,处于中等水平;(3)2030~2050年,“三生空间”的分布基本不变,且自然发展和生态优先情景下的趋势也基本不变;(4)3种情景中,生态优先情景下的生态环境质量指数最高.“三生空间”的分布对国土空间未来的规划及生态环境建设具有重要意义. 展开更多
关键词 三生空间 PLUS模型 生态环境效应模型 河南省 土地利用变化
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发展新质生产力背景下区域创新对医疗保障的影响及空间效应分析
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作者 刘星月 郝晓宁 +4 位作者 谢雨薇 薛镇 边琪 国姝杰 赵巍 《中国卫生经济》 北大核心 2025年第11期34-38,44,共6页
目的:探究我国各省份区域创新对医疗保障的影响及空间效应,为推进“健康中国”与区域协调发展战略协同提供科学依据。方法:基于2007—2023年我国31个省份的面板数据,结合医疗保险基金支出状况,运用莫兰指数检验、双向固定效应模型、空... 目的:探究我国各省份区域创新对医疗保障的影响及空间效应,为推进“健康中国”与区域协调发展战略协同提供科学依据。方法:基于2007—2023年我国31个省份的面板数据,结合医疗保险基金支出状况,运用莫兰指数检验、双向固定效应模型、空间杜宾模型以及空间中介模型等方法,全面分析我国区域创新对医疗保障的直接影响、空间溢出效应和中介路径。结果:观测期内,我国各省份医疗保障水平总体呈波动上升趋势且有明显的区域差异,其中,东部地区医疗保障水平明显高于中西部地区;区域创新对医疗保障水平具有明显正向直接效应和空间溢出效应;区域创新可通过促进医疗财政支出增长和医疗专利转化,进而提升医疗保障水平。结论:建议深化区域创新与医疗保障的协同机制,优化医疗财政资源配置,推动技术创新成果转化,缩小区域之间的发展差距。 展开更多
关键词 区域创新 医疗保障 空间效应 莫兰指数 空间杜宾模型
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两因素方差分析中主效应的统计意义 被引量:1
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作者 罗剑锋 赵耐青 《中国医院统计》 2004年第3期233-235,共3页
目的 探讨交互项有统计意义时 ,两因素方差分析中主效应的统计意义。方法 根据方差分析平衡模型的原理 ,构造不同的模拟数据。并通过比较方差分析和回归分析的结果 ,列举交互项有统计意义时 ,主效应的各种情况。结论 当交互项有统计... 目的 探讨交互项有统计意义时 ,两因素方差分析中主效应的统计意义。方法 根据方差分析平衡模型的原理 ,构造不同的模拟数据。并通过比较方差分析和回归分析的结果 ,列举交互项有统计意义时 ,主效应的各种情况。结论 当交互项有统计意义时 ,方差分析中主效应的P值无法说明主效应的统计意义 。 展开更多
关键词 两因素方差分析 交互效应 主效应 平衡模型
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基于马尔科夫模型的教学效果评价体系构建
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作者 蒋飞翔 《海南师范大学学报(自然科学版)》 CAS 2023年第3期355-360,共6页
为了科学地评价教学效果以便撬动专任教师的教学能动性,本文梳理了众多学者的相关研究成果,利用马尔科夫模型及惩罚因子理论构建了教学效果评价体系,引入教学效果期望的概念并结合具体实例分析,成功地解决了不同班级的学生因基础差异而... 为了科学地评价教学效果以便撬动专任教师的教学能动性,本文梳理了众多学者的相关研究成果,利用马尔科夫模型及惩罚因子理论构建了教学效果评价体系,引入教学效果期望的概念并结合具体实例分析,成功地解决了不同班级的学生因基础差异而无法正确地凭借学期末考试成绩来评价任课教师的教学效果这一问题。研究表明:该评价体系具有科学的有效性及良好的实用性。 展开更多
关键词 教学效果 构建 马尔科夫模型 惩罚因子
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Farmland Abandonment Research Progress: Influencing Factors and Simulation Model 被引量:14
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作者 SONG Wei ZHANG Ying 《Journal of Resources and Ecology》 CSCD 2019年第4期345-352,共8页
Farmland abandonment is a global problem and considered one of the most important areas in land use change research. Farmland abandonment research currently focuses on understanding the factors that affect farmland ab... Farmland abandonment is a global problem and considered one of the most important areas in land use change research. Farmland abandonment research currently focuses on understanding the factors that affect farmland abandonment and developing scientific models to simulate farmland abandonment. The study reviewed the natural and political factors driving farmland abandonment and summarized the main models for farmland abandonment simulation together with their advantages and disadvantages. We discuss the main ecological effects of farmland abandonment and propose farmland abandonment research directions. The study found that:(1) the influence of labor cost change and ageing labor force on farmland abandonment needs further investigation,(2) simulation models for farmland abandonment must include the decision-making mechanism of individual farmers and focus on macro large-scale abandonment prediction models, and(3) the influence of farmland abandonment on landscape culture must be investigated in detail. 展开更多
关键词 farmland abandonment driving factors model simulation eco-environmental effects research progress
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Impact of the Yalong-Yellow River water transfer project on the eco-environment in Yalong River basin 被引量:2
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作者 WANG LingHe YAN DengHua +2 位作者 WANG Hao YIN Jun BAI YinBaoLiGao 《Science China(Technological Sciences)》 SCIE EI CAS 2013年第4期831-842,共12页
The planning Yalong-River water transfer project will transfer 5.65 billion cubic meters water from the Yalong River into the Yellow River per year.The Yalong River will be dramatically impacted hydrologically and eco... The planning Yalong-River water transfer project will transfer 5.65 billion cubic meters water from the Yalong River into the Yellow River per year.The Yalong River will be dramatically impacted hydrologically and ecologically because more than 60% of the runoff will be diverted.An ecohydrological model was used to evaluate the impacts of the project on river corridor and wetland in this study.Schizothorax is a typical plateau river species and was used as the indicator species for assessment of the impact of water transfer project.The model simulated the habitat area of Schizothorax in the reach between the Reba Dam and the Ganzi Hydrology Station on the Yalong River.The Reba Dam,A'an Dam and Renda Dam will be constructed in the Yalong River for enhancing the water level for water diversion into the Yellow River.The velocity,channel width,runoff,and water depth will be reduced due to the water transfer,especially during flood season.The reduction in the velocity,channel width,runoff and water depth will occur mainly in the reach near the three dams and the reduction will be reduced to a minimum level in a distance about 100 km downstream of the dams.The maximum net water loss of Kasha Lake is only 1197200 m3,only 0.3% of runoff flowing into the lake.The project cannot bring adverse effect on the lake.The habitat area of Schizothorax in the Yalong River might be reduced if the water was transferred from the Reba Dam.The habitat area of this species will be reduced more than 40%. 展开更多
关键词 eco-environment water transfer project IMPACT physical habitat modeling habitat area Yalong River
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HASM quantum machine learning 被引量:1
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作者 Tianxiang YUE Chenchen WU +5 位作者 Yi LIU Zhengping DU Na ZHAO Yimeng JIAO Zhe XU Wenjiao SHI 《Science China Earth Sciences》 SCIE EI CAS CSCD 2023年第9期1937-1945,共9页
The miniaturization of transistors led to advances in computers mainly to speed up their computation.Such miniaturization has approached its fundamental limits.However,many practices require better computational resou... The miniaturization of transistors led to advances in computers mainly to speed up their computation.Such miniaturization has approached its fundamental limits.However,many practices require better computational resources than the capabilities of existing computers.Fortunately,the development of quantum computing brings light to solve this problem.We briefly review the history of quantum computing and highlight some of its advanced achievements.Based on current studies,the Quantum Computing Advantage(QCA)seems indisputable.The challenge is how to actualize the practical quantum advantage(PQA).It is clear that machine learning can help with this task.The method used for high accuracy surface modelling(HASM)incorporates reinforced machine learning.It can be transformed into a large sparse linear system and combined with the Harrow-Hassidim-Lloyd(HHL)quantum algorithm to support quantum machine learning.HASM has been successfully used with classical computers to conduct spatial interpolation,upscaling,downscaling,data fusion and model-data assimilation of ecoenvironmental surfaces.Furthermore,a training experiment on a supercomputer indicates that our HASM-HHL quantum computing approach has a similar accuracy to classical HASM and can realize exponential acceleration over the classical algorithms.A universal platform for hybrid classical-quantum computing would be an obvious next step along with further work to improve the approach because of the many known limitations of the HHL algorithm.In addition,HASM quantum machine learning might be improved by:(1)considerably reducing the number of gates required for operating HASM-HHL;(2)evaluating cost and benchmark problems of quantum machine learning;(3)comparing the performance of the quantum and classical algorithms to clarify their advantages and disadvantages in terms of accuracy and computational speed;and(4)the algorithms would be added to a cloud platform to support applications and gather active feedback from users of the algorithms. 展开更多
关键词 Quantum computing Machine learning eco-environmental surface High accuracy surface modelling Quantum computational advantage Practical quantum advantage
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