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Community-based scenario modelling and disaster risk assessment of urban rainstorm waterlogging 被引量:29
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作者 YIN Zhan'e YIN Jie +1 位作者 XU Shiyuan WEN Jiahong 《Journal of Geographical Sciences》 SCIE CSCD 2011年第2期274-284,共11页
Scenario modelling and the risk assessment of natural disasters is one of the hotspots in disaster research. However, up until now, urban natural disaster risk assessments lack common procedures and programmes. This p... Scenario modelling and the risk assessment of natural disasters is one of the hotspots in disaster research. However, up until now, urban natural disaster risk assessments lack common procedures and programmes. This paper selects rainstorm waterlogging as a disaster to research, which is one of the most frequently occurring hazards for most cities in China. As an example, we used a small-scale integrated methodology to assess risks relating to rainstorm waterlogging hazards in the Jing'an District of Shanghai. Based on the basic concept of disaster risk, this paper applies scenario modelling to express the risk of small-scale urban rainstorm waterlogging disasters in different return periods. Through this analysis of vulnerability and exposure, we simulate different disaster scenarios and propose a comprehensive analysis method and procedure for small-scale urban storm waterlogging disaster risk assessments. A grid-based Geographical Information System (GIS) approach, including an urban terrain model, an urban rainfall model and an urban drainage model, was applied to simulate inundation area and depth. Stage-damage curves for residential buildings and contents were then generated by the loss data of waterlogging from field surveys, which were further applied to analyse vulnerability, exposure and loss assessment. Finally, the exceedance probability curve for disaster damage was constructed using the damage of each simulated event and the respective exceedance probabilities. A framework was also developed for coupling the waterlogging risk with the risk planning and management through the exceedance probability curve and annual average waterlogging loss. This is a new exploration for small-scale urban natural disaster scenario simulation and risk assessment. 展开更多
关键词 scenario modelling SMALL-SCALE rainstorm waterlogging disaster risk assessment SHANGHAI
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Emergency scenario modeling for the analysis of dynamic risks in business parks
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作者 Rodriguez Pillaga Renan Teodoro Victor A.Banuls 《Journal of Safety Science and Resilience》 2025年第2期265-279,共15页
This study is novel,as it aims to generate an emergency scenario model for the analysis of dynamic risks in business parks to help decision-makers provide an optimal response in any emergency.To this end,the CIA-ISM m... This study is novel,as it aims to generate an emergency scenario model for the analysis of dynamic risks in business parks to help decision-makers provide an optimal response in any emergency.To this end,the CIA-ISM methodology,which is the combination of Cross-Impact Analysis(CIA)and Interpretative Structural Model(ISM),allows the representation of all possible connections among risks,as well as representing real events under conditions of uncertainty.The proposed model integrates the use of an information system for the generation of multiple emergency scenarios that include the capture of complex interactions among agents,resources and variable environmental conditions.The results highlight the capacity of the proposed emergency scenario model based on CIA-ISM for the analysis of dynamic risks in business parks,identification of hidden vulnerabilities and evaluation of mitigation strategies in real-time.This study not only expands the theoretical knowledge of emergency management but also provides a useful tool to improve preparedness and response capacity in the face of adverse events in dynamic and complex environments. 展开更多
关键词 scenario modeling Cross-impact analysis(CIA) Interpretative structural modeling(ISM) EMERGENCY Risk analysis Business parks
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Future Supply-demand Relationship of Flood Regulation Service from 2020 to 2050 Under ScenarioMIP:A Case Study in the Yangtze River Delta,China
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作者 DUAN Yongqiang LI Jingwei +3 位作者 FANG Xuening SHEN Ju SHEN Hanru DU Shiqiang 《Chinese Geographical Science》 2025年第5期1139-1152,I0006-I0008,共17页
Flood regulation service(FRS)stands as one of the key benefits that people get from the ecosystem.Under the influence of climate change and human activities,the relationship between supply and demand of FRS would incr... Flood regulation service(FRS)stands as one of the key benefits that people get from the ecosystem.Under the influence of climate change and human activities,the relationship between supply and demand of FRS would increasingly affect regional flood risk and sustainable development.However,there was currently a lack of systematic study on the future supply-demand relationship of FRS in the flood-vulnerable area undergoing rapidly development in China.This study integrated the Scenario Model Intercomparison Project(ScenarioMIP)with the Shared Socioeconomic Pathways(SSPs)datasets and climate model data to quantify the supply-demand ratio(SDR)of FRS in the Yangtze River Delta(YRD),China from 2020 to 2050.Trend analyses were conducted using linear regres-sion,Theil-Sen median estimation,and Hurst exponent analysis,while key drivers of SDR changes were identified and quantified through the Lindeman-Merenda-Gold(LMG)method between 2021 and 2050.Results show that the supply of FRS in the YRD was generally insufficient to meet the demand.The imbalanced subbasins covered 88.24%of the total study area,with 34.48%of this imbal-anced area concentrated in the Southeastern Basin in China.During 2021 and 2050,the imbalance of FRS supply-demand relationship would largely aggravate in the YRD,of which the aggravated area would account for 77.23%.Under different scenarios,the SDR for FRS would decrease significantly,with rates ranging from-5.45×10^(-4) to-2.06×10^(-4)(P<0.05).Especially,the decline rate of SDR in the YRD Basin(DeltaB)reached 2.92 times that the average of YRD.Human activities were the primary factors that exacerbated the imbalance in FRS supply-demand relationship,of which the relative contribution rate exceeds 75%.Particular attention should be direc-ted toward critical regions like the Southeast Basin in China(SEB)and DeltaB where substantial aggravation of supply-demand imbal-ances of FRS is projected. 展开更多
关键词 flood regulation service(FRS) supply-demand relationship(SDR) future scenario simulation scenario model Intercomparison Project(scenarioMIP) Shared Socioeconomic Pathways(SSPs) Yangtze River Delta(YRD) China
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Team effectiveness evaluation and virtual reality scenario mapping model for helicopter emergency rescue 被引量:6
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作者 Xue SUN Hu LIU +2 位作者 Yongliang TIAN Guanghui WU Yuan GAO 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2020年第12期3306-3317,共12页
The application of helicopter emergency rescue is becoming increasingly widespread,but the flight crew training in this area is still difficult due to high cost and risk.Nevertheless,with the development of Virtual Re... The application of helicopter emergency rescue is becoming increasingly widespread,but the flight crew training in this area is still difficult due to high cost and risk.Nevertheless,with the development of Virtual Reality(VR)technology,virtual simulation has become a significant role in crew training of helicopter rescue.During the implementation of VR-based training,how to transform complex real tasks into VR scenarios and how to evaluate the performance of crew are of great importance.To address these issues,a novel VR-based R-E-A-D(Report,Evaluate,Agree,Do)evaluation model for training is proposed,which is suitable for complex missions with multiple tasks,multiple scenarios,and multiple people.Then,a mapping method of VR scenarios is put forward,which can transform the real tasks into virtual scenarios to serve the virtual simulation training.Finally,an experiment is carried out to verify the feasibility of the evaluation method and virtual scenario mapping method. 展开更多
关键词 Helicopter emergency rescue scenario mapping model Team effectiveness evaluation Virtual reality(VR) Virtual simulation-based training
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Estimation of future water resources of Xiangjiang River Basin with VIC model under multiple climate scenarios 被引量:3
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作者 Guo-qing Wang Jian-yun Zhang +2 位作者 Yue-ping Xu Zhen-xin Bao Xin-yue Yang 《Water Science and Engineering》 EI CAS CSCD 2017年第2期87-96,共10页
Variation trends of water resources in the Xiangjiang River Basin over the coming decades have been investigated using the variable infiltration capacity(VIC) model and 14 general circulation models'(GCMs') pr... Variation trends of water resources in the Xiangjiang River Basin over the coming decades have been investigated using the variable infiltration capacity(VIC) model and 14 general circulation models'(GCMs') projections under the representative concentration pathway(RCP4.5) scenario. Results show that the Xiangjiang River Basin will probably experience temperature rises during the period from 2021 to2050, with precipitation decrease in the 2020 s and increase in the 2030 s. The VIC model performs well for monthly discharge simulations with better performance for hydrometric stations on the main stream of the Xiangjiang River than for tributary catchments. The simulated annual discharges are significantly correlated to the recorded annual discharges for all the eight selected target stations. The Xiangjiang River Basin may experience water shortages induced by climate change. Annual water resources of the Xiangjiang River Basin over the period from 2021 to 2050 are projected to decrease by 2.76% on average within the range from-7.81% to 7.40%. It is essential to consider the potential impact of climate change on water resources in future planning for sustainable utilization of water resources. 展开更多
关键词 Water RESOURCES CLIMATE CHANGE VIC model Xiangjiang RIVER BASIN CLIMATE scenarios HYDROLOGICAL modeling
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Application of Patient Simulators Combined with Internet plus Scenario Simulation Teaching Models on Intravenous Infusion Nursing Education in China 被引量:2
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作者 Ying Wu Yun Chen +5 位作者 Liuyan Zhang Guohua Huang Jinai He Yutong Li Yuzhen Renqing Zhijuan Zhan 《Journal of Biosciences and Medicines》 2024年第1期64-71,共8页
Objective: To explore the effectiveness of applying patient simulators combined with Internet Plus scenario simulation teaching models on intravenous (IV) infusion nursing education, and to provide scientific evidence... Objective: To explore the effectiveness of applying patient simulators combined with Internet Plus scenario simulation teaching models on intravenous (IV) infusion nursing education, and to provide scientific evidence for the implementation of advanced teaching models in future nursing education. Methods: Enrolled 60 nurses who took the IV infusion therapy training program in our hospital from January 2022 to December 2023 for research. 30 nurses who were trained in traditional teaching models from January to December 2022 were selected as the control group, and 30 nurses who were trained with simulation-based teaching models with methods including simulated patients, internet, online meetings which can be replayed and scenario simulation, etc. from January to December 2023 were selected as the experimental group. Evaluated the learning outcomes based on the Competency Inventory for Nursing Students (CINS), Problem-Solving Inventory (PSI), comprehensive learning ability, scientific research ability, and proficiency in the theoretical knowledge and practical skills of IV infusion therapy. Nursing quality, the incidence of IV infusion therapy complications and nurse satisfaction with different teaching models were also measured. Results: The scientific research ability, PSI scores, CINS scores, and comprehensive learning ability of the experimental group were better than those of the control group (P 0.05), and their assessment results of practical skills, nursing quality of IV infusion therapy during training, and satisfaction with teaching models were all better than those of the control group with statistical significance (P < 0.05). The incidence of IV infusion therapy complications in the experimental group was lower than that in the control group, indicating statistical significance (P < 0.05). Conclusions: Teaching models based on patient simulators combined with Internet Plus scenario simulation enable nursing students to learn more directly and practice at any time and in any place, and can improve their proficiency in IV infusion theoretical knowledge and skills (e.g. PICC catheterization), core competencies, problem-solving ability, comprehensive learning ability, scientific research ability and the ability to deal with complicated cases. Also, it helps provide high-quality nursing education, improve the nursing quality of IV therapy, reduce the incidence of related complications, and ensure the safety of patients with IV therapy. 展开更多
关键词 Specialty of Intravenous Infusion Therapy Nursing Education Patient Simulators Internet Plus scenario Simulation Teaching model
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Land use scenario simulation of mountainous districts based on Dinamica EGO model 被引量:5
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作者 CHENG Lin-lin LIU Mei ZHAN Jia-qi 《Journal of Mountain Science》 SCIE CSCD 2020年第2期289-303,共15页
Mountainous area makes up 22% of global land, and rational land use in this area is important for sustainable development. Mentougou district has been positioned as an ecological conservation development zone of Beiji... Mountainous area makes up 22% of global land, and rational land use in this area is important for sustainable development. Mentougou district has been positioned as an ecological conservation development zone of Beijing and significant land use changes have taken place since 2004. With the combination of GIS and Dinamica EGO(Environment for Geoprocessing Objects) model, the quantitative structure and spatial distribution of land use in Mentougou from 2006 to 2014 are analyzed in this paper. Considering topography has influence on the action mode of driving factors, the research area is divided into two parts based on elevation, mountainous area above 300 m, plain and shallow mountainous area below 300 m. Based on cellular automata theory, the probability of land use change is calculated by Weights of Evidence method and the spatial distribution of land use is simulated by means of two complementary spatial transition functions: Expander and Patcher. Land use pattern of Menougou in 2030 for three kinds of scenarios: trend development, rapid development and ecological protection are simulated. The comparison shows that the trend development scenario is more reasonable based on social, economic and environmental considerations and other scenarios provide a reference for improving irrational land use. 展开更多
关键词 Land use change Mountainous districts Dinamica EGO model scenarios simulation Mentougou district
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Steric Sea Level Change in Twentieth Century Historical Climate Simulation and IPCC-RCP8.5 Scenario Projection: A Comparison of Two Versions of FGOALS Model 被引量:1
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作者 董璐 周天军 《Advances in Atmospheric Sciences》 SCIE CAS CSCD 2013年第3期841-854,共14页
To reveal the steric sea level change in 20th century historical climate simulations and future climate change projections under the IPCC's Representative Concentration Pathway 8.5 (RCP8.5) scenario, the results of... To reveal the steric sea level change in 20th century historical climate simulations and future climate change projections under the IPCC's Representative Concentration Pathway 8.5 (RCP8.5) scenario, the results of two versions of LASG/IAP's Flexible Global Ocean-Atmosphere-Land System model (FGOALS) are analyzed. Both models reasonably reproduce the mean dynamic sea level features, with a spatial pattern correlation coefficient of 0.97 with the observation. Characteristics of steric sea level changes in the 20th century historical climate simulations and RCPS.5 scenario projections are investigated. The results show that, in the 20th century, negative trends covered most parts of the global ocean. Under the RCPS.5 scenario, global-averaged steric sea level exhibits a pronounced rising trend throughout the 21st century and the general rising trend appears in most parts of the global ocean. The magnitude of the changes in the 21st century is much larger than that in the 20th century. By the year 2100, the global-averaged steric sea level anomaly is 18 cm and 10 cm relative to the year 1850 in the second spectral version of FGOALS (FGOALS-s2) and the second grid-point version of FGOALS (FGOALS-g2), respectively. The separate contribution of the thermosteric and halosteric components from various ocean layers is further evaluated. In the 20th century, the steric sea level changes in FGOALS-s2 (FGOALS-g2) are largely attributed to the thermosteric (halosteric) component relative to the pre-industrial control run. In contrast, in the 21st century, the thermosteric component, mainly from the upper 1000 m, dominates the steric sea level change in both models under the RCPS.5 scenario. In addition, the steric sea level change in the marginal sea of China is attributed to the thermosteric component. 展开更多
关键词 steric sea level historical climate simulation RCP8.5 scenario FGOALS model
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Validation and Scenario Analysis of a Soil Organic Carbon Model 被引量:2
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作者 HUANG Yao, LIU Shi-Hang, SHEN Qi-rong, ZONG Liang-gang, JIANG Ding-an and HUANG Hong-guang(College of Resource and Environmental Sciences , Nanjing Agricultural University, Nanjing 210095 , P,R. China Institute of Atmospheric Physics , Chinese Academy of Sciences , Beijing 100029 , P. R . China Agricultural Bureau of Yixing City, Yixing 214209 , P.R. China ) 《Agricultural Sciences in China》 CAS CSCD 2002年第4期417-423,共7页
A model developed by the authors was validated against independent data sets. The data sets were obtained from field experiments of crop residue decomposition and a 7-year soil improvement in Yixing City, Jiangsu Prov... A model developed by the authors was validated against independent data sets. The data sets were obtained from field experiments of crop residue decomposition and a 7-year soil improvement in Yixing City, Jiangsu Province. Model validation indicated that soil organic carbon dynamics can be simulated from the weather variables of temperature, sunlight and precipitation, soil clay content and bulk density, grain yield of previous crops, qualities and quantities of the added organic matter. Model simulation in general a-greed with the measurements. The comparison between computed and measured resulted in correlation coefficient γ2 values of 0.9291* * * (n= 48) and 0.6431* * (n = 65) for the two experiments, respectively. Model prediction under three scenarios of no additional organic matter input, with an annual incorporation of rice and wheat straw at rates of 6.75t/ha and 9.0t/ha suggested that the soil organic carbon in Wanshi Township of Yixing City would be from an initial value of 7.85g/kg in 1983 to 6.30g/kg, 11.42g/kg and 13g/kg in 2014, respectively. Consequently, total nitrogen content of the soil was predicted to be respectively 0.49g/kg, 0.89g/kg and 1.01g/kg under the three scenarios. 展开更多
关键词 Agricultural soils Organic carbon Simulation model VALIDATION scenario analysis
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Integrating ecosystem services evaluation and landscape pattern analysis into urban planning based on scenario prediction and regression model 被引量:3
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作者 Rongfang Lyu Jianming Zhang Mengqun Xu 《Chinese Journal of Population,Resources and Environment》 2018年第3期252-266,共15页
Urban planning has become a widely concern for minimizing the negative effects of urban expansion on terrestrial ecosystems. We developed an interdisciplinary modeling framework to evaluate the effectiveness and short... Urban planning has become a widely concern for minimizing the negative effects of urban expansion on terrestrial ecosystems. We developed an interdisciplinary modeling framework to evaluate the effectiveness and shortcomings of urban expansion management strategies. A three-step method was applied to Yinchuan Plain in the northwestern of China, including(1)analyzing the relationship between landscape pattern and ecosystem service values through mathematical statistics;(2) predicting landscape pattern and ecosystem services change under different scenarios based on cellular automaton model(SLEUTH-3r model); and(3) designing and validating optimized scenario through integrating historical analysis experiments and future multi-comparison suggestions. Results have suggested that landscape composition and configuration can significantly affect regional ecosystem service values, especially the connectivity and shape of landscape. Compact urban growth policy and medium environment protection policy are the appropriate setting for urban expansion plan. Optimization validation of the combined designed scenario implied the reliability of this method. Our results highlighted the significance of integrating application of landscape pattern analysis, ecosystem service value evaluation,model simulation and multi-scenario prediction in urban planning. 展开更多
关键词 URBANIZATION LANDSCAPE PATTERN ECOSYSTEM service VALUES SLEUTH-3r model multi-scenario comparison
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Surrogate Climate Change Scenario and Projections with a Regional Climate Model: Impact on the Aridity in South America
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作者 Sergio H. Franchito Julio P. Reyes Fernandez David Pareja 《American Journal of Climate Change》 2014年第5期474-489,共16页
The impact of global warming on the aridity in South America (SA) is investigated. For this purpose, the methodology for generating surrogate climate-change scenarios with a RCM is employed. For the present climate (C... The impact of global warming on the aridity in South America (SA) is investigated. For this purpose, the methodology for generating surrogate climate-change scenarios with a RCM is employed. For the present climate (CTRL) the RCM is initialized with and driven by ECMWF/ERA-Interim reanalysis data. Two aridity indices are used: the Budyko and the UNEP indices. The results for the CTR are in agreement with other model studies which indicate future warming;rainfall increases in southeastern South America, Ecuador and Peru and decreases in the central and eastern Amazon. In general the model reproduces the aridity in the continent compared with the observed data for both indices. The distribution of aridity over SA in surrogate climate-change scenario shows an increase of the dryness in the continent. Over Amazonia the aridity increases 23.9% (for the UNEP index) and 3.1% (for the Budyko index), suggesting that portions of the Amazonia forest are replaced by dry land area. The semi-arid zone over northeast Brazil expands westward, attaining the interior of north Brazil. In this region the aridity increases 20% (for the UNEP index) and 0.6% (for the Budyko index) indicating that areas of humid regime may be occupied by areas with dry land regime. The RCM was also integrated driven by the AOGCM ECHAM5/MPI-OM for the reference climate (CTRL2) and under A1B SRES scenario. The results for the present-day climate are similar in CTRL2 and CTRL, and are in agreement with CRU data. The distribution of the aridity for the present climate seems to be better represented in CTRL using both Budyko and UNEP indices. The changes in aridity (future climate minus control) are higher in the run forced by the A1B SRES scenario. Although the UNEP and Budyko indices show potentialities and limitations to represent the aridity distribution over SA, the changes in aridity due to a pseudo-scenario of global warming are higher using the UNEP index. 展开更多
关键词 ARIDITY in SOUTH AMERICA Surrogate Climate-Change scenario REGIONAL CLIMATE model
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An Emergency Scenario Reconstruction System Based on ESMM Event Situation Model
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作者 LI Shuoming CHEN Lei +1 位作者 LIU Yu CHEN Shihong 《Wuhan University Journal of Natural Sciences》 CAS CSCD 2017年第6期482-488,共7页
In order to keep decision-makers better informed with emergencies, it is useful to retrieve the user-oriented disaster relevant event information in an aggregated results list through meta-search engine. However, emer... In order to keep decision-makers better informed with emergencies, it is useful to retrieve the user-oriented disaster relevant event information in an aggregated results list through meta-search engine. However, emergent event is dynamic which makes it difficult to use fixed search word or word combinations. This paper proposes an event situation monitoring model(ESMM) event detection model, which realizes heuristic query word vector dynamic expanding by adopting emergency fuzzy scenario reasoning ontology cluster. Disaster event facet information automatic searching is discussed as an example in this paper. The experimental results show that the proposed method can increase accuracy and extra clues not supplied by commercial search engines, which can be used as a supplement information source for government and individuals. 展开更多
关键词 meta search event situation monitoring model(ESMM) model ONTOLOGY event scenario
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Evaluating Sugarcane Bagasse-Based Biochar as an Economically Viable Catalyst for Agricultural and Environmental Advancement in Brazil through Scenario-Based Economic Modeling
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作者 Sebastian G. Nosenzo 《Journal of Power and Energy Engineering》 2024年第11期97-124,共28页
The increasing global demand for sustainable agricultural practices and effective waste management has highlighted the potential of biochar as a multifaceted solution. This study evaluates the economic viability of su... The increasing global demand for sustainable agricultural practices and effective waste management has highlighted the potential of biochar as a multifaceted solution. This study evaluates the economic viability of sugarcane bagasse-based biochar in Brazil, focusing on its potential to enhance agricultural productivity and contribute to environmental sustainability. While existing literature predominantly explores the production, crop yield benefits, and carbon sequestration capabilities of biochar, there is a notable gap in comprehensive economic modeling and viability analysis for the region. This paper aims to fill this gap by employing a scenario-based economic modeling approach, incorporating relevant economic models. Findings include that biochar implementation can be economically viable for medium and large sugarcane farms (20,000 - 50,000 hectares) given the availability of funding, breaking even in about 7.5 years with an internal rate of return of 18% on average. For small farms, biochar can only be viable when applied biochar to the soil, which in all scenarios is found to be the more profitable practice by a large margin. Sensitivity analyses found that generally, biochar becomes economically feasible at biochar carbon credit prices above $120 USD/tCO2e, and at sugarcane bagasse availability percentages above 60%. While the economic models are well-grounded in existing literature, the production of biochar at the studied scales is not yet widespread, especially in Brazil and uncertainties can result. Reviewing the results, the land application scenario was found to be the most viable, and large farms saw the best results, highlighting the importance of scale in biochar operations. Small and medium farms with no land application were concluded to have no or questionable viability. Overall, sugarcane bagasse-based biochar can be economically viable, under the right circumstances, for agricultural and environmental advancement in Brazil. 展开更多
关键词 BIOCHAR Economic Viability scenario-Based modeling Pyrolysis Sugarcane Bagasse Biomass Carbon Credit Soil Amendment Crop Yield
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石羊河流域氮保持功能评估与未来情景预测
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作者 侯慧敏 李浩浩 +3 位作者 王辉 王鹏全 包志强 任志伟 《生态环境学报》 北大核心 2026年第2期232-244,共13页
氮保持是关键的生态系统调节服务,土地利用变化是影响其时空动态的主要驱动力;揭示氮保持功能对土地利用格局演变的响应机制,对促进流域农业可持续发展和有效控制面源污染具有重要意义。该文通过耦合FLUS与InVEST模型,模拟石羊河流域203... 氮保持是关键的生态系统调节服务,土地利用变化是影响其时空动态的主要驱动力;揭示氮保持功能对土地利用格局演变的响应机制,对促进流域农业可持续发展和有效控制面源污染具有重要意义。该文通过耦合FLUS与InVEST模型,模拟石羊河流域2035年不同发展情景下的土地利用变化,进而评估其氮保持功能的响应。研究得出,1)现状年氮保持量为1.61×10^(4)t、耕地保护情景为1.82×10^(4) t、自然发展情景为2.10×10^(4) t、生态保护情景为2.13×10^(4) t,不同情景的氮保持量均较现状年显著提升,但生态保护情景增幅最大,耕地保护情景相对较小。2)以自然断点法将不同情景下的县域氮保持强度分5级,确定永昌县和凉州区为水质净化功能重要区。3)对比现状年,耕地保护情景与自然发展情景下氮保持量增量最多的土地利用类型为农田,而生态保护情景下,氮保持量增加最多的为草地。4)人口密度是影响流域氮保持量空间分异的主导驱动因子(q值为0.126);影响力最强的交互因子为土壤类型∩人口密度,q值达0.221。氮保持量在空间上呈现显著的聚集效应,表现为“高-高”和“低-低”聚集特征。研究结果可为流域提升氮保持能力以及面源污染防控提供科学依据。 展开更多
关键词 氮保持功能 多情景模拟 FLUS模型 InVEST模型 石羊河流域
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教师数字素养场景化研修:内涵框架、实践模式与生成式AI赋能策略机制 被引量:1
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作者 魏非 杨可欣 徐若愚 《中国电化教育》 北大核心 2026年第1期127-135,共9页
为破解传统教师研修模式在教育数字化转型背景下面临的真实场景割裂、智能支持薄弱等难题,该文从场景化研修内涵框架、实践模式以及AI赋能的策略与机制三个方面阐释了教师数字素养场景化研修及实现路径。场景化研修以经验学习理论与721... 为破解传统教师研修模式在教育数字化转型背景下面临的真实场景割裂、智能支持薄弱等难题,该文从场景化研修内涵框架、实践模式以及AI赋能的策略与机制三个方面阐释了教师数字素养场景化研修及实现路径。场景化研修以经验学习理论与721学习理论为基础,显著体现场景应用贯穿始终、理论与实践双循环、人机协同深化认知三个核心特征,并具备“认知激活→具身体验→反思抽象→主动实践”四个关键活动环节。依据场景化研修内涵框架,针对实践中教师数字素养发展的多样化需求,文章提出教学技术应用工坊、教学创新实验室、问题解决导向、实践共同体和基于微认证的自主学习五种典型实践模式。最后,提炼个性化场景生成、任务驱动、过程性反馈与TPACK融合等AI赋能策略,并构建了教师数字素养画像、支架智能生成与匹配、场景成效评估与动态更新三项AI赋能的核心机制,旨在形成数据驱动、动态生长的教师专业发展新范式。 展开更多
关键词 教师数字素养 场景化研修 生成式AI 实践模式 研修机制
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基于物理约束宽度学习的冷水机组外推模型
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作者 赵安军 任启航 +2 位作者 权炜 张娜 韦琉 《暖通空调》 2026年第1期62-69,共8页
为实现冷水机组的节能控制优化,在宽度学习的基础上引入误差反向传播、Adam优化器、自定义物理约束损失函数,开发了基于物理约束宽度学习的冷水机组外推模型,有助于根据现有工况的实测数据,准确得出冷水机组在未知工况下的运行状态。与... 为实现冷水机组的节能控制优化,在宽度学习的基础上引入误差反向传播、Adam优化器、自定义物理约束损失函数,开发了基于物理约束宽度学习的冷水机组外推模型,有助于根据现有工况的实测数据,准确得出冷水机组在未知工况下的运行状态。与多层感知器、随机森林、卷积神经网络、支持向量回归的比较表明,相较于其他非外推模型,该外推模型的平均绝对误差(MAE)降低约22.35%,均方根误差(RMSE)降低约25.36%,决定系数(R2)提高约19.22%,能量损失降低约99.45%,且具有较短的训练时间,可以作为一种兼顾模型结构复杂度、模型精度和模型训练时间复杂度的方法,用于冷水机组的外推场景建模。 展开更多
关键词 冷水机组 外推场景 宽度学习 在线模型 物理约束
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苏南城镇碳汇空间时空演变与多情景模拟
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作者 范凌云 汤宇轩 田永兵 《风景园林》 北大核心 2026年第1期23-33,共11页
【目的】为保护并优化高度城镇化地区的碳汇空间,有必要系统研究其时空演变特征及规律。【方法】本研究聚焦苏南地区“城镇尺度”的碳汇空间,在研究其时空演变特征的基础上,结合斑块生成土地利用变化模拟(patch-generating land use sim... 【目的】为保护并优化高度城镇化地区的碳汇空间,有必要系统研究其时空演变特征及规律。【方法】本研究聚焦苏南地区“城镇尺度”的碳汇空间,在研究其时空演变特征的基础上,结合斑块生成土地利用变化模拟(patch-generating land use simulation,PLUS)模型和聚类分析法研判不同城镇综合响应状态,并提出差异化的碳汇空间管控策略。【结果】1)2000—2020年苏南地区碳汇空间面积大幅减少,减少区域高度集中于高价值碳汇空间。碳汇空间格局在城镇尺度上未因城镇化而全面瓦解,表现出较强的稳定性。2)通过对自然增长情景、碳汇保护情景、碳汇强化情景3种情景的模拟,发现加大碳汇空间保护力度能够实现高质量碳汇空间扩张,但需要警惕生态功能单一化风险,避免盲目追求“高碳汇系数”。3)在3种模拟情景下,大部分城镇碳汇空间结构较稳定,建议通过存量挖潜与功能置换等方式优化碳汇空间;而部分敏感型城镇则呈现差异化演变路径,需根据其具体风险类型,实施更具针对性的管控策略。【结论】快速城镇化地区碳汇空间面积虽然呈现缩减趋势,但在城镇尺度表现出稳定性与敏感性共存的特征。这一特性可通过多情景模拟研判,从而为制定差异化的城镇碳汇空间管控策略提供科学依据。 展开更多
关键词 风景园林 碳汇空间 PLUS模型 多情景模拟 苏南地区 城镇尺度
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基于形态指纹特征的耕地遥感监测轻量化大模型构建
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作者 唐华俊 吴文斌 +12 位作者 余强毅 史云 段玉林 李文娟 钱建平 宋茜 夏浪 李会宾 苏宝峰 范蓓蕾 胡琼 叶剑秋 张帅 《中国农业科学》 北大核心 2026年第1期78-89,共12页
耕地资源及其利用时空动态事关国家粮食安全、资源安全和生态安全。现阶段耕地遥感监测总体沿用了“数据—(模型)—信息”的科学研究范式,注重影像解译与信息提取过程的模型改进与精度提升,面临“信息海量、知识难求、服务受限”的困境... 耕地资源及其利用时空动态事关国家粮食安全、资源安全和生态安全。现阶段耕地遥感监测总体沿用了“数据—(模型)—信息”的科学研究范式,注重影像解译与信息提取过程的模型改进与精度提升,面临“信息海量、知识难求、服务受限”的困境,难以满足耕地保护利用实际需求,亟待提升科学研究成果对国家重大需求的支撑服务效能。人工智能(artificial intelligence,AI)技术加速推动数据主动检索与分析向智能化的知识服务与赋能转变,大型多模态模型在文本、图像、音频、视频等多模态数据处理中的突出优势,能够有效挖掘各类遥感监测信息和提供智能知识服务。本文在系统分析国内外最新研究进展、全面梳理耕地遥感监测应用需求的基础上,总结了通过耕地形态认知其结构与功能的核心特点,进而提出基于形态指纹特征的耕地遥感监测轻量化大模型构建思路。首先,针对不同主体分析需求,将耕地遥感监测应用场景归纳为4个方面,包括耕地数量和利用、高标准农田建设、耕地质量退化、耕地农情动态,明晰不同场景对监测信息和知识服务的差异化要求;其次,从人类认知的视角出发,解析耕地形态蕴含的“精细信息”和“宏观知识”特征,为耕地遥感监测大模型构建提供新的切入点;最后,结合多模态遥感数据与通用大语言模型,构建具备感知、推理、学习与执行能力的耕地遥感监测人工智能体(AI Agent),强化注意力机制,集中并抓住耕地形态重要特征,构建基于形态指纹特征的遥感监测轻量化大模型,实现“精细信息—宏观知识—智慧决策”融合,解决数据信息产品多但可用性知识服务不足的现实困境。 展开更多
关键词 人工智能 耕地遥感监测 应用场景 形态特征 注意力机制 轻量化大模型
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CMIP6情景模式比较计划(ScenarioMIP)概况与评述 被引量:217
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作者 张丽霞 陈晓龙 辛晓歌 《气候变化研究进展》 CSCD 北大核心 2019年第5期519-525,共7页
情景模式比较计划(ScenarioMIP)是第六次国际耦合模式比较计划(CMIP6)最重要的子计划之一。该子计划基于不同共享社会经济路径可能发生的能源结构所产生的人为排放及土地利用变化,设计了一系列新的情景预估试验,为未来气候变化机理研究... 情景模式比较计划(ScenarioMIP)是第六次国际耦合模式比较计划(CMIP6)最重要的子计划之一。该子计划基于不同共享社会经济路径可能发生的能源结构所产生的人为排放及土地利用变化,设计了一系列新的情景预估试验,为未来气候变化机理研究以及气候变化减缓和适应研究提供关键的数据支持。文中将重点介绍ScenarioMIP的试验设计及模式参与情况,并对其应用前景加以讨论和展望。 展开更多
关键词 情景模式比较计划(scenarioMIP) CMIP6 情景 预估
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人工智能大模型在天然气勘探开发中的应用现状
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作者 张烈辉 倪美琳 +4 位作者 赵玉龙 李慧琳 曾星杰 杨春艺 罗山贵 《天然气勘探与开发》 2026年第1期1-14,共14页
为了破解我国天然气供应面临的技术瓶颈,系统梳理了人工智能大模型在天然气勘探开发中的可行应用场景。以DeepSeek为范例,采用技术迁移与案例实证相结合的方法,通过归纳其行业应用范式,构建了适用于天然气领域的技术迁移路径;进而结合... 为了破解我国天然气供应面临的技术瓶颈,系统梳理了人工智能大模型在天然气勘探开发中的可行应用场景。以DeepSeek为范例,采用技术迁移与案例实证相结合的方法,通过归纳其行业应用范式,构建了适用于天然气领域的技术迁移路径;进而结合国内油气企业实践,系统论证了相关大模型的应用场景。研究结果表明:(1)在知识管理方面,大模型能构建智能问答系统,内化海量非结构化资料,系统化专家经验,显著提升决策支持效率;(2)在数据处理与解释方面,其多模态融合能力可统一处理地震、测井等多源数据,实现地质特征智能提取与储层精准表征,助力“甜点”预测;(3)在工程作业方面,基于计算机视觉的岩心薄片智能识别技术,可实现地质描述的自动化与客观化;(4)在生产优化方面,依托时序预测与强化学习模型,可实现全气田的实时调度、故障预警与措施优化,从而提高油气采收率;(5)人工智能大模型在天然气勘探开发中要实现落地,仍面临数据安全、领域知识融合、模型泛化及系统集成等挑战。结论认为,以DeepSeek为代表的人工智能大模型为实现从“经验驱动”到“数据与模型双驱动”的范式变革提供了关键技术路径;未来通过深化领域知识嵌入、探索大小模型协同、构建人机平台及完善安全体系,将有力推动天然气勘探开发的智能化进程,进而为保障国家能源安全提供技术支撑。 展开更多
关键词 人工智能 天然气勘探开发 DeepSeek 语言大模型 多模态大模型 行业大模型 应用场景
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