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以能力为核心的过程化考核方式改革初探 被引量:27
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作者 胡勇 张小兰 《重庆电力高等专科学校学报》 2012年第4期8-10,共3页
阐述目前高职高专考核方式的弊端和考核方式改革的必要性,重点介绍《网页设计》和《C语言程序设计》两门课程的过程化考核方案的设计和实施。
关键词 能力 过程化 考核方式 改革
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Contributions of climate change and human activities to ET and GPP trends over North China Plain from 2000 to 2014 被引量:17
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作者 CHEN Xuejuan MO Xingguo +1 位作者 HU Shi LIU Suxia 《Journal of Geographical Sciences》 SCIE CSCD 2017年第6期661-680,共20页
College of Resources and Environment/Sino-Danish Center, Univers Beijing 100049, China nstitute of Geographic Sciences and ty of Chinese Academy of SciencesAbstract: Quantifying the contributions of climate change a... College of Resources and Environment/Sino-Danish Center, Univers Beijing 100049, China nstitute of Geographic Sciences and ty of Chinese Academy of SciencesAbstract: Quantifying the contributions of climate change and human activities to ecosystem evapotranspiration (ET) and gross primary productivity (GPP) changes is important for adaptation assessment and sustainable development. Spatiotemporal patterns of ET and GPP were estimated from 2000 to 2014 over North China Plain (NCP) with a physical and remote sensing-based model. The contributions of climate change and human activities to ET and GPP trends were separated and quantified by the first difference de-trending method and multivariate regression. Results showed that annual ET and GPP increased weakly, with climate change and human activities contributing 0.188 mm yr-2 and 0.466 mm yr-2 to ET trend of 0.654 mm yr-2, and -1.321 g C m-2 yr-2 and 7.542 g C m-2 yr-2 to GPP trend of 6.221 g C m-2 yr-2, respectively. In cropland, the increasing trends mainly occurred in wheat growing stage; the contributions of climate change to wheat and maize were both negative. Precipitation and sunshine duration were the major climatic factors regulating ET and GPP trends. It is concluded that human activities are the main drivers to the long term tendencies of water consumption and gross primary productivity in the NCP. 展开更多
关键词 EVAPOTRANSPIRATION gross primary production CONTRIBUTION process-based model multi-regression North China Plain
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Global pattern and change of cropland soil organic carbon during 1901-2010: Roles of climate, atmospheric chemistry, land use and management 被引量:16
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作者 Wei Ren Kamaljit Banger +3 位作者 Bo Tao Jia Yang Yawen Huang Hanqin Tian 《Geography and Sustainability》 2020年第1期59-69,共11页
Soil organic carbon(SOC)in croplands is a key property of soil quality for ensuring food security and agricultural sustainability,and also plays a central role in the global carbon(C)budget.When managed sustainably,so... Soil organic carbon(SOC)in croplands is a key property of soil quality for ensuring food security and agricultural sustainability,and also plays a central role in the global carbon(C)budget.When managed sustainably,soils may play a critical role in mitigating climate change by sequestering C and decreasing greenhouse gas emissions into the atmosphere.However,the magnitude and spatio-temporal patterns of global cropland SOC are far from well constrained due to high land surface heterogeneity,complicated mechanisms,and multiple influencing factors.Here,we use a process-based agroecosystem model(DLEM-Ag)in combination with diverse spatially-explicit gridded environmental data to quantify the long-term trend of SOC storage in global cropland area during 1901-2010 and identify the relative impacts of climate change,elevated CO2,nitrogen deposition,land cover change,and land management practices such as nitrogen fertilizer use and irrigation.Model results show that the total SOC and SOC density in the 2000s increased by 125%and 48.8%,respectively,compared to the early 20th century.This SOC increase was primarily attributed to cropland expansion and nitrogen fertilizer use.Factorial analysis suggests that climate change reduced approximately 3.2%(or 2,166 Tg C)of the total SOC over the past 110 years.Our results indicate that croplands have a large potential to sequester C through implementing better land use management practices,which may partially offset SOC loss caused by climate change. 展开更多
关键词 Global cropland Soil organic carbon Climate change Land management process-based modeling
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过程本位:教师教育质量监测的路径选择 被引量:10
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作者 徐建华 周跃良 殷玉新 《教师教育研究》 CSSCI 北大核心 2020年第1期8-13,共6页
本文在提出和探讨"过程本位"教师教育质量监测模式的内涵与特征基础上,从传统教师教育质量监测制度的局限性、新时代教师教育改革的必然要求和信息技术的发展支撑等方面分析了转向"过程本位"教师教育质量监测的必要... 本文在提出和探讨"过程本位"教师教育质量监测模式的内涵与特征基础上,从传统教师教育质量监测制度的局限性、新时代教师教育改革的必然要求和信息技术的发展支撑等方面分析了转向"过程本位"教师教育质量监测的必要性,从树立科学的教师教育质量监测理念、重视教师教育过程中不断变化的"人"的因素、不断优化教师教育质量监测路径、根据监测结果不断完善教师教育质量监测制度等四个方面提出"过程本位"的教师教育质量监测实施路径。 展开更多
关键词 过程本位 教师教育 质量监测 实施路径
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基于过程化的第三方物流企业服务质量评价指标体系研究 被引量:10
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作者 肖和英 《物流技术》 2018年第5期54-59,共6页
在对第三方物流服务质量评价的相关研究进行综述的基础上,结合第三方物流企业的特征,建立了基于过程化的第三方物流企业服务质量评价指标体系,该指标体系共包括核心能力、解决方案、实施能力与成本4个一级评价指标,13个二级评价指标,并... 在对第三方物流服务质量评价的相关研究进行综述的基础上,结合第三方物流企业的特征,建立了基于过程化的第三方物流企业服务质量评价指标体系,该指标体系共包括核心能力、解决方案、实施能力与成本4个一级评价指标,13个二级评价指标,并以湖北省武汉市A级以上的一家第三方物流企业WSD为例,运用该指标体系对其服务质量进行了评价。 展开更多
关键词 过程化 核心竞争力 第三方物流企业 服务质量评价指标体系
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A spatial-explicit dynamic vegetation model that couples carbon,water,and nitrogen processes for arid and semiarid ecosystems 被引量:8
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作者 Chi ZHANG ChaoFan LI +5 位作者 Xi CHEN GePing LUO LongHui LI XiaoYu LI Yan YAN Hua SHAO 《Journal of Arid Land》 SCIE CSCD 2013年第1期102-117,共16页
Arid and semiarid ecosystems, or dryland, are important to global biogeochemical cycles. Dryland's community structure and vegetation dynamics as well as biogeochemical cycles are sensitive to changes in climate and ... Arid and semiarid ecosystems, or dryland, are important to global biogeochemical cycles. Dryland's community structure and vegetation dynamics as well as biogeochemical cycles are sensitive to changes in climate and atmospheric composition. Vegetation dynamic models has been applied in global change studies, but the com- plex interactions among the carbon (C), water, and nitrogen (N) cycles have not been adequately addressed in the current models. In this study, a process-based vegetation dynamic model was developed to study the responses of dryland ecosystems to environmental changes, emphasizing on the interactions among the C, water, and N proc- esses. To address the interactions between the C and water processes, it not only considers the effects of annual precipitation on vegetation distribution and soil moisture on organic matter (SOM) decomposition, but also explicitly models root competition for water and the water compensation processes. To address the interactions between C and N processes, it models the soil inorganic mater processes, such as N mineralization/immobilization, denitrifica- tion/nitrification, and N leaching, as well as the root competition for soil N. The model was parameterized for major plant functional types and evaluated against field observations. 展开更多
关键词 process-based model arid ecosystem C cycle vegetation dynamics
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基于流程的组织再造过程模型研究 被引量:4
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作者 张志勇 匡兴华 《工业工程》 2006年第1期95-99,共5页
以法国施乐公司组织再造为案例进行研究,总结其成功做法,建立基于流程组织再造的多层实施体系结构。在此基础上,利用IDEF3建立基于流程的组织再造的过程模型,并给出一个案例应用。
关键词 基于流程 组织再造 IDEF3 过程建模
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政府数据开放场景下个人信息匿名化研究 被引量:6
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作者 王海洋 《情报理论与实践》 CSSCI 北大核心 2022年第12期84-91,137,共9页
[目的/意义]个人信息匿名化不仅是实现政府数据开放风险控制的重要环节,还是政府数据合理流通与再利用的前提与基础。[方法/过程]从政府数据生命周期来看,匿名化处于数据收集与数据利用的中间环节,是数据流通环节隐藏个人特征的技术规... [目的/意义]个人信息匿名化不仅是实现政府数据开放风险控制的重要环节,还是政府数据合理流通与再利用的前提与基础。[方法/过程]从政府数据生命周期来看,匿名化处于数据收集与数据利用的中间环节,是数据流通环节隐藏个人特征的技术规则。但匿名化本身是一个“破碎的承诺”,面临着结构性与结果导向性困境,忽视了剩余识别风险与流转过程中的聚合风险。[结果/结论]未来政府数据开放中个人信息匿名化应当建构基于流程的规制体系,在收集环节符合个人信息合法、正当、必要与诚信原则;在匿名化环节根据流程设计来规制信息处理行为;在流通与再利用环节禁止重新识别,通过技术、组织等多元手段将识别风险控制在可接受水平。 展开更多
关键词 政府数据开放 个人信息 匿名化 基于流程 风险控制
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Deep-reinforcement-learning-based water diversion strategy 被引量:2
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作者 Qingsong Jiang Jincheng Li +6 位作者 Yanxin Sun Jilin Huang Rui Zou Wenjing Ma Huaicheng Guo Zhiyun Wang Yong Liu 《Environmental Science and Ecotechnology》 SCIE 2024年第1期68-79,共12页
Water diversion is a common strategy to enhance water quality in eutrophic lakes by increasing available water resources and accelerating nutrient circulation.Its effectiveness depends on changes in the source water a... Water diversion is a common strategy to enhance water quality in eutrophic lakes by increasing available water resources and accelerating nutrient circulation.Its effectiveness depends on changes in the source water and lake conditions.However,the challenge of optimizing water diversion remains because it is difficult to simultaneously improve lake water quality and minimize the amount of diverted water.Here,we propose a new approach called dynamic water diversion optimization(DWDO),which combines a comprehensive water quality model with a deep reinforcement learning algorithm.We applied DWDO to a region of Lake Dianchi,the largest eutrophic freshwater lake in China and validated it.Our results demonstrate that DWDO significantly reduced total nitrogen and total phosphorus concentrations in the lake by 7%and 6%,respectively,compared to previous operations.Additionally,annual water diversion decreased by an impressive 75%.Through interpretable machine learning,we identified the impact of meteorological indicators and the water quality of both the source water and the lake on optimal water diversion.We found that a single input variable could either increase or decrease water diversion,depending on its specific value,while multiple factors collectively influenced real-time adjustment of water diversion.Moreover,using well-designed hyperparameters,DWDO proved robust under different uncertainties in model parameters.The training time of the model is theoretically shorter than traditional simulation-optimization algorithms,highlighting its potential to support more effective decisionmaking in water quality management. 展开更多
关键词 Dynamic water diversion optimization Deep reinforcement learning process-based model Explainable decision-making Parameter uncertainty
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A review of stand basal area growth models 被引量:5
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作者 Sun Hong-gang Zhang Jian-guo Duan Ai-guo He Cai-yun 《Forestry Studies in China》 CAS 2007年第1期85-94,共10页
Growth and yield modeling has a long history in forestry. The methods of measuring the growth of stand basal area have evolved from those developed in the U.S.A. and Germany during the last century. Stand basal area m... Growth and yield modeling has a long history in forestry. The methods of measuring the growth of stand basal area have evolved from those developed in the U.S.A. and Germany during the last century. Stand basal area modeling has progressed rapidly since the first widely used model was published by the U.S. Forest Service. Over the years, a variety of models have been developed for predicting the growth and yield of uneven/even-aged stands using stand-level approaches. The modeling methodology has not only moved from an empirical approach to a more ecological process-based approach but also accommodated a variety of techniques such as: 1) simultaneous equation methods, 2) difference models, 3) artificial neural network techniques, 4) linear/nonlinear regression models, and 5) matrix models. Empirical models using statistical methods were developed to reproduce accurately and precisely field observations. In contrast, process models have a shorter history, developed originally as research and education tools with the aim of increasing the understanding of cause and effect relationships. Empirical and process models can be married into hybrid models in which the shortcomings of both component approaches can, to some extent, be overcome. Algebraic difference forms of stand basal area models which consist of stand age, stand density and site quality can fully describe stand growth dynamics. This paper reviews the current literature regarding stand basal area models, discusses the basic types of models and their merits and outlines recent progress in modeling growth and dynamics of stand basal area. Future trends involving algebraic difference forms, good fitting variables and model types into stand basal area modeling strategies are discussed. 展开更多
关键词 stand basal area empirical models process-based models algebraic difference hybrid models
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工程认证背景下《单片机课程》改革探索 被引量:5
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作者 李娜 《许昌学院学报》 CAS 2018年第10期85-89,共5页
通过电气工程及其自动化专业在工程认证中对毕业要求的定位,反思单片机课程的教学情况,为适应工程认证标准,需要对课程进行多方面的改革.本文将基于成果和基于过程两种课程改革方式进行对比,再结合工程认证心得,将其应用在单片机课程改... 通过电气工程及其自动化专业在工程认证中对毕业要求的定位,反思单片机课程的教学情况,为适应工程认证标准,需要对课程进行多方面的改革.本文将基于成果和基于过程两种课程改革方式进行对比,再结合工程认证心得,将其应用在单片机课程改革中,探索能够持续改进的以培养学生能力为核心的课程教学改革方法. 展开更多
关键词 工程认证 单片机 课程改革 基于成果 基于过程
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简易垃圾填埋场地下水污染风险评价 被引量:5
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作者 孙法圣 程品 +2 位作者 张博 何连生 栾奇 《人民黄河》 CAS 北大核心 2014年第5期76-78,共3页
根据地下水污染的过程提出了一种简易垃圾填埋场对地下水污染风险的评价方法。首先假定地下水污染风险的表征,划定5个风险等级的分布范围,然后使用MODFLOW和MT3D软件以反演的方式推算出这5个风险发生时的污染源强,以此对某简易垃圾填埋... 根据地下水污染的过程提出了一种简易垃圾填埋场对地下水污染风险的评价方法。首先假定地下水污染风险的表征,划定5个风险等级的分布范围,然后使用MODFLOW和MT3D软件以反演的方式推算出这5个风险发生时的污染源强,以此对某简易垃圾填埋场地下水污染风险作出评价,最后针对未来周边地下水开采量将会增加等场景,通过数值模拟得到了可能促使较高风险发生的因素,提出了降低风险等级的措施。结果表明,基于物理过程的地下水污染风险评价方法可以反映地下水的动态特征和污染物的运移状况,还可以对多种假设场景进行验证,对于风险受体来说,可以较好地刻画风险水平的分布。 展开更多
关键词 垃圾填埋场 基于过程 地下水污染 风险评价
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Assessing the effect of invasive organisms on forests under information uncertainty: The case of pine wood nematode in continental Europe
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作者 Nick Schafstall Laura Dobor +4 位作者 Marco Baldo Andrew MLiebhold Werner Rammer Juha Honkaniemi Tomás Hlásny 《Forest Ecosystems》 SCIE CSCD 2024年第5期685-696,共12页
Forests worldwide are experiencing increasingly intense biotic disturbances;however,assessing impacts of these disturbances is challenging due to the diverse range of organisms involved and the complex interactions am... Forests worldwide are experiencing increasingly intense biotic disturbances;however,assessing impacts of these disturbances is challenging due to the diverse range of organisms involved and the complex interactions among them.This particularly applies to invasive species,which can greatly alter ecological processes in their invaded territories.Here we focus on the pine wood nematode(PWN,Bursaphelenchus xylophilus),an invasive pathogen that has caused extensive mortality of pines in East Asia and more recently has invaded southern Europe.It is expected to expand its range into continental Europe with heavy impacts possible.Given the unknown dynamics of PWN in continental Europe,we reviewed laboratory and field experiments conducted in Asia and southern Europe to parameterize the main components of PWN biology and host-pathogen interactions in the Biotic Disturbance Engine(BITE),a model designed to implement a variety of forest biotic agents,from fungi to large herbivores.To simulate dynamically changing host availability and conditions,BITE was coupled with the forest landscape model iLand.The potential impacts of introducing PWN were assessed in a Central European forest landscape(40,928ha),likely within PWN’s reach in future decades.A parameter sensitivity analysis indicated a substantial influence of factors related to dispersal,colonization,and vegetation impact,whereas parameters related to population growth manifested a minor effect.Selection of different assumptions about biological processes resulted in differential timing and size of the main mortality wave,eliminating 40%–95%of pine trees within 100 years post-introduction,with a maximum annual carbon loss between 1.3%and 4.2%.PWN-induced tree mortality reduced the Gross Primary Productivity,increased heterotrophic respiration,and generated a distinct legacy sink effect in the recovery period.This assessment has corroborated the ecological plausibility of the simulated dynamics and highlighted the need for new strategies to navigate the substantial u 展开更多
关键词 Biological invasions process-based modelling Forest ecosystems Model parameters
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基于过程的发动机进气道防冰引气模型及其多维度耦合分析
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作者 魏佐君 任光明 +1 位作者 李成 杨宇飞 《推进技术》 EI CAS CSCD 北大核心 2024年第11期40-47,共8页
进气道防冰引气及其影响的评估对于发动机的研制具有重要意义,但定引气比的经典引气模型对于非设计点的性能评估存在不合理性。本文建立了基于过程的进气道防冰引气模型,通过防冰阀模型、引气函数、换热模型,实现了对防冰引气系统的低... 进气道防冰引气及其影响的评估对于发动机的研制具有重要意义,但定引气比的经典引气模型对于非设计点的性能评估存在不合理性。本文建立了基于过程的进气道防冰引气模型,通过防冰阀模型、引气函数、换热模型,实现了对防冰引气系统的低维度建模;提出了进气道、压气机、引气系统的多维度耦合分析方法。结果表明,该引气模型的引气比和排气温度将随工作点调整而动态改变,压气机等转速线与表示定引气比的多条线相交,增压比越高引气比越大。 展开更多
关键词 进气道防冰 防冰引气模型 多维度耦合 降维度模型 基于过程
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Long-term variability of the carbon balance in a large irrigated area along the lower Yellow River from 1984 to 2006 被引量:4
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作者 LEI HuiMin YANG DaWen +1 位作者 CAI JianFeng WANG FengJiao 《Science China Earth Sciences》 SCIE EI CAS 2013年第4期671-683,共13页
The irrigated areas in the northern region of China are important food production areas. Therefore, studies on the variability of the carbon balance in these agro-ecosystems are fundamental for the management of carbo... The irrigated areas in the northern region of China are important food production areas. Therefore, studies on the variability of the carbon balance in these agro-ecosystems are fundamental for the management of carbon sequestration. This paper simulated the long-term variability of the carbon balance in a typical irrigated area along the lower Yellow River from 1984 to 2006, using a process-based ecosystem model called the Simple Biosphere Model, version 2. The mean annual gross primary production (GPP), mean annual net assimilation rate (NAR), mean annual soil respiration (Rs ), and mean annual net ecosystem exchange (NEE) were 1733, 1642, 1304, and 338g C m-2 a-1 , respectively. A significant increasing trend in the seasonal total NAR during the wheat growing season, and a significant decreasing trend in the seasonal total NAR during the maize growing season were detected. However, no significant trend was found in the annual NAR, R s , and NEE. The average carbon sequestration was 1.93 Tg C a-1 when the grain harvest was not taken into account, and the carbon sequestration amount during the maize season was higher than that during the wheat season. However, the agro-ecosystem was a weak carbon source with a value of 0.23 Tg C a-1 , when the carbon in the grain was assumed emitted into the atmosphere. 展开更多
关键词 carbon balance winter wheat summer maize process-based ecosystem model irrigated area
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Generalizing plant–water relations to landscapes 被引量:4
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作者 R.H.Waring J.J.Landsberg 《Journal of Plant Ecology》 SCIE 2011年第1期101-113,共13页
Aims Changing climate and land use patterns make it increasingly important that the hydrology of catchments and ecosystems can be reliably characterized.The aim of this paper is to identify the biophysical factors tha... Aims Changing climate and land use patterns make it increasingly important that the hydrology of catchments and ecosystems can be reliably characterized.The aim of this paper is to identify the biophysical factors that determine the rates of water vapor loss from different types of vegetation,and to seek,from an array of currently available satelliteborne sensors,those that might be used to initialize and drive landscape-level hydrologic models.Important Findings Spatial variation in the mean heights,crowd widths,and leaf area indices(LAI)of plant communities are important structural variables that affect the hydrology of landscapes.Canopy stomatal conductance(G)imposes physiological limitation on transpiration by vegetation.The maximum value of G(Gmax)is closely linked to canopy photosynthetic capacity,which can be estimated via remote sensing of foliar chlorophyll or nitrogen contents.Gcan be modeled as a nonlinear multipliable function of:(i)leaf–air vapor pressure deficit,(ii)water potential gradient between soil and leaves,(iii)photosynthetically active radiation absorbed by the canopy,(iv)plant nutrition,(v)temperature and(vi)the CO_(2) concentration of the air.Periodic surveys with Light Detection and Ranging(LiDAR)and interferometric RADAR,along with high-resolution spectral coverage in the visible,near-infrared,and thermal infrared bands,provide,along with meteorological data gathered from weather satellites,the kind of information required to model seasonal and interannual variation in transpiration and evaporation from landscapes with diverse and dynamic vegetation. 展开更多
关键词 canopy stomatal conductance plant water relations process-based models remote sensing
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ADAPTABLE DESIGN IN PRODUCT DEVELOPMENT 被引量:2
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作者 WU Qingming MEI Huafeng 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2006年第3期348-351,共4页
A newly emerging design pattern, named as adaptable design (AD), which aims at developing products that are adaptable from design to post-life cycle, is discussed. AD consists of four main phases: product modeling,... A newly emerging design pattern, named as adaptable design (AD), which aims at developing products that are adaptable from design to post-life cycle, is discussed. AD consists of four main phases: product modeling, design platform, specific design and product redesign. A new process-based design data model (PDDM) is presented which is organized according to the principles of convenient knowledge extraction, data representation, layout, sharing and reuse. Based on the PDDM, a universal design platform for product family development is established, which has characters of modularity, parameter-driven, variant design, etc. The framework of the platform is also proposed as a conceptual structure and overall logical organization for generating a family of products. AD methodology is successfully applied to develop a family of tunnel boring machine (TBM) for different engineering projects, with the efficiency of our developing team being greatly increased. 展开更多
关键词 Adaptable design Product development process-based design data model(PDDM) Design platform
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Numerical Modeling of the Undertow Structure and Sandbar Migration in the Surfzone 被引量:3
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作者 XIE Ming-xiao ZHANG Chi +4 位作者 YANG Zhi-wen LI Shan LI Xin GUO Wei-jun ZUO Shu-hua 《China Ocean Engineering》 SCIE EI CSCD 2017年第5期549-558,共10页
A process-based 3D numerical model for surfzone hydrodynamics and beach evolution was established. Comparisons between the experimental data and model results proved that the model could effectively describe the hydro... A process-based 3D numerical model for surfzone hydrodynamics and beach evolution was established. Comparisons between the experimental data and model results proved that the model could effectively describe the hydrodynamics, sediment transport feature and sandbar migration process in the surfzone with satisfactory precision. A series of numerical simulations on the wave breaking and shoaling up to a barred beach were carried out based on the model system. Analyzed from the model results, the wave-induced current system in the surfzone consists of two major processes, which are the phase-averaged undertow caused by wave breaking and the net drift caused by both of the nonlinear wave motion and surface roller effect. When storm waves come to the barred beach, the strong offshore undertow along the beach suppresses the onshore net drift, making the initial sandbar migrate to the seaside. Under the condition of calm wave environment, both the undertow and net drift flow to the shoreline at the offshore side of the sandbar, and then push the initial sandbar to the shoreline. The consideration of surface roller has significant impact on the modeling results of the sandbar migration. As the roller transfer rate increases, the sandbar moves onshore especially under the storm wave condition. 展开更多
关键词 process-based numerical model UNDERTOW net driit sediment wansport sandbar migration
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A test of BIOME-BGC with dendrochronology for forests along the altitudinal gradient of Mt. Changbai in northeast China 被引量:3
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作者 Yulian Wu Xiangping Wang +3 位作者 Shuai Ouyang Kai Xu Bradford A.Hawkins Osbert Jianxin Sun 《Journal of Plant Ecology》 SCIE CSCD 2017年第3期415-425,共11页
Aims Process-based models are basic tools for predicting the response of forest carbon to future climate change.The models have commonly been tested for their predictions of spatial variation in forest produc-tivity,b... Aims Process-based models are basic tools for predicting the response of forest carbon to future climate change.The models have commonly been tested for their predictions of spatial variation in forest produc-tivity,but much less for their ability to predict temporal variation.Here,we explored methods to test the models with tree rings,using BIOME-BGC as an example.Methods We used net primary productivity(NPP)data and tree rings col-lected from five major forest types along the altitudinal gradient of Mt.Changbai,northeast China,to test local-parameterized BIOME-BGC model.We first test the model’s predictions of both spatial(Test 1)and temporal changes(Test 2)in productivity.Then we test if the model can detect the climatic factors limiting forest productiv-ity during historical climate change,as revealed by dendroclimatic analyses(Test 3).Important Findings Our results showed that BIOME-BGC could well simulate NPP of five forest types on Mt.Changbai,with an r^(2) of 0.69 between mod-eled and observed NPP for 17 plots along the altitudinal gradient(Test 1).Meanwhile,modeled NPP and ring-width indices were cor-related and showed similar temporal trends for each forest type(Test 2).While these tests suggest that the model’s predictions on spatial and temporal variation of NPP were acceptable,a further test that relate the correlations of modeled NPP with climate variables to the correlations of ring widths with climate(Test 3)showed that the model did not well identify the climatic factors limiting historical productivity dynamics for some forest types,and thus cannot reli-ably predict their future.Both dendrochronology and BIOME-BGC showed that forest types differed markedly in the climate factors limiting productivity because of differences in tree species and cli-mate condition,and thus differed in responses to climate change.Our results showed that a successful prediction of spatial NPP pat-terns cannot assure that BIOME-BGC can well simulate histori-cal NPP dynamics.Further,a correlation between modeled NP 展开更多
关键词 net primary productivity(NPP) process-based model tree ring model validation altitudinal gradient
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Remote sensing-based estimation of rice yields using various models:A critical review 被引量:3
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作者 Daniel Marc G dela Torre Jay Gao Cate Macinnis-Ng 《Geo-Spatial Information Science》 SCIE EI CSCD 2021年第4期580-603,共24页
Reliable estimation of region-wide rice yield is vital for food security and agricultural management.Field-scale models have increased our understanding of rice yield and its estimation under theoretical environmental... Reliable estimation of region-wide rice yield is vital for food security and agricultural management.Field-scale models have increased our understanding of rice yield and its estimation under theoretical environmental conditions.However,they offer little infor-mation on spatial variability effects on farm-scale yield.Remote Sensing(RS)is a useful tool to upscale yield estimates from farm scales to regional levels.Much research used RS with rice models for reliable yield estimation.As several countries start to operatio-nalize rice monitoring systems,it is needed to synthesize current literature to identify knowledge gaps,to improve estimation accuracies,and to optimize processing.This paper critically reviewed significant developments in using geospatial methods,imagery,and quantitative models to estimate rice yield.First,essential characteristics of rice were discussed as detected by optical and radar sensors,band selection,sensor configuration,spatial resolution,mapping methods,and biophysical variables of rice derivable from RS data.Second,various empirical,process-based,and semi-empirical models that used RS data for spatial estimation of yield were critically assessed-discussing how major types of models,RS platforms,data assimilation algorithms,canopy state variables,and RS variables can be integrated for yield estimation.Lastly,to overcome current constraints and to improve accuracies,several possibilities were suggested-adding new modeling modules,using alternative canopy variables,and adopting novel modeling approaches.As rice yields are expected to decrease due to global warming,geospatial rice yield estimation techniques are indispensable tools for climate change assessments.Future studies should focus on resolving the current limitations of estimation by precise delineation of rice cultivars,by incorporating dynamic harvesting indices based on climatic drivers,using innovative modeling approaches with machine learning. 展开更多
关键词 process-based crop model data assimilation empirical model geospatial applications remote sensing rice yield mapping yield estimation
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