System dynamics model

系统动力学模型
  • 文章类型: Journal Article
    目的:评估供需因素对全科医生(GP)团队职业人群合同行为的影响。
    方法:我们采用系统动力学方法来评估和预测2015-2030年全科医生服务包(GPSP)和补充激励政策对合同费率的影响。首先,GPSP旨在满足职业人群的独特需求,提高全科医生签约服务的吸引力,包括三个针对需求方考虑的个性化服务内容:与工作有关的疾病预防(WDP),健康教育和咨询(HEC),医疗保健服务(HCS)。第二,供给侧的补充性激励政策包括收入激励(二),职称晋升(JTP),教育和培训(ET)。考虑到团队协作,收入分配率(IDR)也被纳入供应方因素。
    结果:GPSP干预后,合同率预计到2030年将增加到57.8%,代表非干预方案增加15.4%。WDP和HEC对合同费率的影响略高于HCS(2%)。关于供给侧政策,II对合约利率的影响比JTP和ET大3-5%。预计到2030年,当IDR为0.5时,最高预测合同率为75.2%,即GP获得合同收入的50%,其他成员分享50%。
    结论:GP服务包有利地提高了职业人群的合同率,特别是在整合激励政策之后。具体来说,对于给定的需求水平,套餐的针对性内容增强了合同服务的吸引力。在供应方面,激励政策提高了全科医生的积极性,收入分配激励了其他团队成员。
    OBJECTIVE: To assess the influence of supply and demand factors on the contract behavior of occupational populations with general practitioner (GP) teams.
    METHODS: We employed a system dynamics approach to assess and predict the effect of the general practitioner service package (GPSP) and complementary incentive policies on the contract rate for 2015-2030. First, the GPSP is designed to address the unique needs of occupational populations, enhancing the attractiveness of GP contracting services, including three personalized service contents tailored to demand-side considerations: work-related disease prevention (WDP), health education & counseling (HEC), and health-care service (HCS). Second, the complementary incentive policies on the supply-side included income incentives (II), job title promotion (JTP), and education & training (ET). Considering the team collaboration, the income distribution ratio (IDR) was also incorporated into supply-side factors.
    RESULTS: The contract rate is predicted to increase to 57.8% by 2030 after the GPSP intervention, representing a 15.4% increase on the non-intervention scenario. WDP and HEC have a slightly higher (by 2%) impact on the contract rate than that from HCS. Regarding the supply-side policies, II have a more significant impact on the contract rate than JTP and ET by 3-5%. The maximum predicted contract rate of 75.2% is expected by 2030 when the IDR is 0.5, i.e., the GP receives 50% of the contract income and other members share 50%.
    CONCLUSIONS: The GP service package favorably increased the contract rate among occupational population, particularly after integrating the incentive policies. Specifically, for a given demand level, the targeted content of the package enhanced the attractiveness of contract services. On the supply side, the incentive policies boost GPs\' motivation, and the income distribution motivated other team members.
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  • 文章类型: Journal Article
    天然气供应安全不仅是我国能源安全的重要组成部分,这也是中国实现双碳目标和能源转型的基本保障。因此,在双碳目标背景下,对我国天然气供需安全问题进行研究具有重要意义。本文建立了天然气需求预测的系统动力学(SD)模型和产量预测的广义翁模型,对2022-2060年中国不同情景下的天然气需求和产量进行了预测,并根据预测结果分析了中国天然气的供需状况和潜在的进口和对外依存度。模拟结果表明:(1)在D1和D2两种需求情景下,中国的天然气需求将在2046年达到7660.2亿立方米,在2036年达到7080.7亿立方米,并分别在2060年下降至5216.5亿立方米和2789.9亿立方米;(2)在S1和S2两种生产情景下,中国的天然气产量将在2042年达到3445.81亿立方米的峰值,在2035年将面临天然气潜在天然气进口总量将逐步增加到3500亿立方米左右,中国天然气进口依存度将超过50%;2035年后,中国能源转型的进展将提高其天然气供应的安全性。本文就近期至中期扩大天然气需求提出四点建议,促进常规和非常规天然气生产,多元化进口渠道,建设应急储备,确保我国天然气供应安全,使天然气在能源转型中发挥“桥梁”作用。
    The security of natural gas supply is not only an important part of China\'s energy security, it also serves as a basic guarantee for China to achieve its dual carbon target and energy transition. Therefore, it is very important to conduct research on the security of China\'s natural gas supply and demand in the context of the dual carbon target. This paper develops a system dynamics (SD) model for natural gas demand forecasting and a generalized Weng\'s model for production forecasting to predict China\'s natural gas demand and production under different scenarios during 2022-2060, and then analyzes China\'s natural gas supply and demand situation and potential import and external dependence based on the forecast results. The simulation results show that (1) under the two demand scenarios D1 and D2, China\'s natural gas demand will peak at 766.02 billion m3 in 2046 and 708.07 billion m3 in 2036 and decline to 521.65 billion m3 and 278.99 billion m3 in 2060 respectively; (2) under the two production scenarios S1 and S2, China\'s natural gas production will peak at 344.581 billion m3 in 2042 and 366.341 billion m3 in 2043 and decrease to about 250 billion m3 in 2060; (3) before 2035, the security of natural gas supply in China will face a challenging situation, the total volume of potential gas imports will gradually increase to about 350 billion m3, and China\'s dependence on natural gas imports will exceed 50%; after 2035, the progress of China\'s energy transition will improve the security of its natural gas supply. This paper proposes four recommendations for expanding gas demand in the near to medium term, promoting conventional and unconventional gas production, diversifying import channels and building emergency reserves to ensure China\'s gas supply security and enable gas to play a \"bridging\" role in the energy transition.
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  • 文章类型: Journal Article
    研究不同气候情景下的栖息地质量对于可持续的土地资源管理和生态保护具有重要意义。在这项研究中,以南昌为例,在共享社会经济途径(SSP)和代表性集中途径(RCP)情景下,采用耦合斑块生成土地利用模拟(PLUS)和系统动力学(SD)模型对土地利用进行模拟和预测.评估2000-2020年和2030年三种不同气候情景下南昌市的生境质量。我们使用生态系统服务和权衡综合评估(InVEST)模型来分析时空变化。研究结果表明,林地的区域,耕地,到2030年,南昌市的草地将急剧减少,建设用地将迅速扩大,未利用土地和水域的波动将很小。此外,从2000年到2020年,栖息地质量下降,空间分布发生变化。具有较高的整体栖息地质量的区域分布在山区,山丘,和湖泊地区,而那些质量相对较低的是在耕地和城市地区。在三种气候情景下,2030年南昌市生境质量指数将呈下降趋势,主要是由于指数为0.3-0.5的地区过渡到<0.3。考虑到每个场景,生境退化程度依次为SSP585>SSP245>SSP119。本研究结果将为南昌市高质量发展和生物多样性保护提供参考。
    Investigating habitat quality under different climate scenarios holds significant importance for sustainable land resource management and ecological conservation. In this study, considering Nanchang as a case study, a coupled patch-generating land use simulation (PLUS) and system dynamics (SD) model was employed in the simulation and prediction of land usage under shared socioeconomic pathway (SSP) and representative concentration pathway (RCP) scenarios. To assess the habitat quality in Nanchang from 2000 to 2020 and in 2030 under three diverse climate scenarios, we used the Integrated Valuation of Ecosystem Services and Trade-offs (InVEST) model to analyze spatial and temporal changes. The findings indicate that the regions of forest land, cultivated land, and grassland in Nanchang City will dramatically decrease by 2030, the construction land will rapidly expand, and the fluctuations in the unutilized land and water area will be minimal. Additionally, the habitat quality declined from 2000 to 2020, and its spatial distributions changed. Zones having a high overall habitat quality were distributed in the mountains, hills, and lake areas, whereas those with relatively low quality were found in cultivated and urban areas. Under three climate scenarios, in 2030, the habitat quality index for Nanchang City will show a decreasing trend, mainly owing to areas with an index of 0.3-0.5 transitioning to <0.3. Considering each scenario, the degree of habitat degradation increased in the order SSP585>SSP245>SSP119. The findings of this study will inform high-quality development and biodiversity conservation in Nanchang City.
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  • 文章类型: Journal Article
    从系统的角度研究城市住宅的二氧化碳减排潜力对于实现城市碳中和目标至关重要。然而,以往关于建筑CO2排放趋势预测的研究主要集中在建筑运营阶段。在这项研究中,建立了一个包括系统动力学模型下的四个建筑阶段的新框架,以模拟江西省到2060年三种情景下的城市住宅建筑碳排放变化和相关减排潜力。结果表明,在三种情景下,整体过程碳排放动态在2014年已经达到峰值,峰值为38.52Mt。在基线(BAU)情景下,它在2060年降至9.56Mt。更重要的是,在这项研究中,在四项建筑活动中采取了七项碳减排措施,并且总碳减排量不是各个措施的碳减排潜力之和。一些碳减排策略显示出协同效应,例如低碳电气化,电气化和清洁能源发电的结合是建筑运营期间碳排放减少的最大贡献者,作为一项全面的碳减排措施。相比之下,延长建筑物的寿命限制了拆除阶段的碳减排潜力,抑制了24.84Mt的碳减排。这些结果突出表明,对清洁生产进行有效的政策干预非常需要,并且需要提高预制建筑比例,促进电气化,提高能源效率,加强回收实践,延长建筑寿命,促进城市住宅建筑系统的脱碳发展。
    Investigating the CO2 abatement potential of urban residential building from systematic perspective is essential to reach the urban carbon neutrality target. However, previous studies on building CO2 emission trend forecasting were mainly focused on the building operational phase. In this study, a new framework that includes four building stages under a system dynamic model is developed to simulate urban residential building carbon emission changes and the related reduction potentials under three scenarios in Jiangxi Province up to 2060. Results showed that the overall process carbon emission dynamic had already peaked in 2014 under the three scenarios, with a peak value of 38.52 Mt. It then fell to 9.56 Mt in 2060 under the baseline (BAU) scenario. More importantly, seven carbon abatement measures were adopted during four building activities in this study, and the total carbon reduction was not the sum of the carbon reduction potential of the individual measures. Some carbon abatement strategies displayed synergistic effects such as low-carbon electrification where the combination of electrification and clean energy power generation was the largest contributor to reduced carbon emissions during building operation as a comprehensive carbon reduction measure. By contrast, extending a building\'s lifetime restrained the carbon abatement potential during the demolition stage, and it inhibited the carbon emission reduction by 24.84 Mt. These results highlight the significant need for effective policy interventions for clean production and the need to improve prefabricated building proportions, promote electrification, improve energy efficiency, strengthen recycling practices, and extend building lifetimes to promote decarbonization of urban residential building system development.
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  • 文章类型: Journal Article
    目的:比较公共卫生部(MOPH)龋齿预防干预措施对6至12岁儿童的长期效果(监督刷牙[STB],牙科密封剂,和组合的STB+密封剂)到使用系统动力学模型的基本情况(无干预)。
    方法:系统动力学模型用于评估监督刷牙(STB)的干预方案,密封剂,并将STB+密封剂与基本情况相结合。模型干预措施的有效性数据来自系统评价和荟萃分析。
    结果:模型确定无龋人口增加了36.2%,25.5%,和14.5%,受龋齿影响的人口减少了8.1%,5.5%,和3.1%的组合STB+密封剂,密封剂,与15岁时的基本情况相比,有监督的刷牙情况。
    结论:在6至12岁的恒牙儿童中,联合STB+密封剂是最有效的干预措施。此外,系统动力学模型可能有助于比较干预措施或政策,以确定给定人口的最佳干预措施。
    To compare the long-term effects of the Ministry of Public Health\'s (MOPH) caries preventive interventions for 6- to 12-year-olds (supervised toothbrushing [STB], dental sealant, and combined STB+sealant) to the base case (no intervention) using the System Dynamics Model.
    The System Dynamics Model was used to evaluate the intervention scenarios of supervised toothbrushing (STB), sealant, and combined STB+sealant with the base-case scenario. The effectiveness data for the model\'s interventions were obtained from systematic reviews and meta-analyses.
    The model determined that the caries-free population increased by 36.2%, 25.5%, and 14.5%, while the caries-affected population decreased by 8.1%, 5.5%, and 3.1% in the combined STB+sealant, sealant, and supervised toothbrushing scenarios compared to the base case at 15 years of age.
    Combined STB+sealant is the most efficacious intervention among those administered to children between the ages of 6 and 12 with permanent teeth. In addition, the System Dynamics Model could be helpful in comparing interventions or policies to determine the optimal intervention for a given population.
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  • 文章类型: Journal Article
    了解人类与环境系统之间的相互作用是可持续环境管理的关键。与基于物理的环境模型(DCSEM)集成的动态耦合社会经济系统动力学模型是有前途的工具,可以适当地捕获复杂的社会经济和生物物理系统之间的非线性关系。从而支持可持续的环境管理。然而,现有的集成模型测试方法通常基于模型输出的点对点分析,这不适合面向行为模式的DCSEM。因此,Thelackofwell-definedbehaviorpattern-basedapproacheshaslimitedtheadaptabilityofDCSEM.Toaddressthisgap,这项研究提出了一种新颖的基于行为模式的模型试验方法,包括全局敏感性分析(GSA),自动校准算法,和评估,以评估模型输出和现实趋势之间的行为模式相似性。通过一个真实的案例研究证明了所提出的方法,其中对现有的DCSEM进行了校准和评估,以模拟巴基斯坦RechnaDoab地区的地下水位深度。与传统的数值点方法相比,所提出的方法更适合于DCSEM,因为它随着时间的推移复制观察到的系统行为模式(与观察到的点值相反)。此外,Theil不等式统计分析和参数分布分析的结果提供了证据,表明所建议的方法通过捕获研究区域内的空间异质性,可以有效地测试和改善DCSEM的性能。所提出的行为模式测试程序是在数据有限的情况下进行模型测试的有用方法,空间分布的DCSEM。
    Understanding the interactions between human and environmental systems is key to sustainable environmental management. Dynamically Coupled Socioeconomic system dynamics models integrated with physically-based Environmental Models (DCSEMs) are promising tools to appropriately capture the non-linear relationships between complex socioeconomic and biophysical systems, thereby supporting sustainable environmental management. However, existing approaches for testing integrated models are commonly based on the point-to-point analysis of model outputs, which is not suitable for DCSEMs that are behaviour pattern oriented. Consequently, the lack of well-defined behaviour pattern-based approaches has limited the adaptability of DCSEMs. To address this gap, this study proposes a novel behaviour pattern-based model testing approach that includes global sensitivity analysis (GSA), auto-calibration algorithms, and evaluation to assess behaviour pattern similarities between model outputs and real-world trends. The proposed approach is demonstrated through a real-world case study, in which an existing DCSEM is calibrated and evaluated to simulate water table depth in the Rechna Doab region of Pakistan. Compared to the conventional numerical point approach, the proposed approach is better suited for DCSEMs, as it replicates observed system behaviour patterns (as opposed to observed point values) over time. Furthermore, the outcomes of the Theil inequality statistical analysis and parameter distribution analysis provide evidence that the suggested approach is effective in testing and improving the performance of the DCSEM by capturing the spatial heterogeneity within the study area. The proposed behaviour-pattern testing procedure is a useful approach for model testing in data-limited, spatially-distributed DCSEMs.
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  • 文章类型: Journal Article
    目标:我们调查了国家和地区层面的肥胖转变,按年龄,性别,和社会经济地位(SES)及其与三个健康行为属性的关系,包括体力活动(PA),久坐活动(ST),和哥伦比亚城市人口中超加工食品(CUPF)的消费,从20010到2050。
    方法:本研究由ENSIN调查的横断面数据提供。我们使用这些数据来开发一个系统动力学模型,该模型通过体重指数(BMI)类别来模拟肥胖的动力学,性别,和SES。该模型还对三种健康相关行为(PA,ST,和CUPF)。
    结果:在国家一级,我们的结果表明,随着国内生产总值(GDP)的增加,肥胖的负担正在向SES较低的人群转移,特别是年龄在20-59岁的女性,SES较低。在这群妇女中,肥胖负担最高的是那些不符合PA的人,ST和CUPF建议。在区域一级,我们的研究结果表明,这些地区处于肥胖过渡的不同阶段。
    结论:随着国家和几个地区GDP的增加,肥胖负担正在向SES较低的女性转移。这种肥胖转变伴随着低SES组女性的高患病率,她们不符合PA的最低建议,CUPF,和ST。我们的发现可以被决策者用来为寻求解决肥胖的特定年龄和SES政策提供信息。
    OBJECTIVE: We investigate the obesity transition at the country- and regional-levels, by age, gender, and socioeconomic status (SES) and its relationship to three health behavior attributes, including physical activity (PA), sedentary activities (ST), and consumption of ultra-processed foods (CUPF) within the urban population of Colombia, from 20,010 to 2050.
    METHODS: The study is informed by cross-sectional data from ENSIN survey. We used these data to develop a system dynamics model that simulates the dynamics of obesity by body mass index (BMI) categories, gender, and SES. This model also uses a conservative co-flow structure for three health-related behaviors (PA, ST, and CUPF).
    RESULTS: At the national level, our results indicate that the burden of obesity is shifting towards populations with lower SES as the gross domestic product (GDP) increases, particularly women aged 20-59 years with lower SES. Among this group of women, the highest burden of obesity is among those who do not meet the PA, ST and CUPF recommendations. At the regional level, our findings suggest that the regions are at different stages in the obesity transition.
    CONCLUSIONS: The burden of obesity is shifting towards women with lower SES as GDP increases at the national level and across several regions. This obesity transition is paralleled by a high prevalence of women from low SES groups who do not meet the minimum recommendations for PA, CUPF, and ST. Our findings can be used by decision-makers to inform age- and SES- specific policies seeking to tackle the obesity.
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  • 文章类型: Journal Article
    电力市场化改革的推进凸显了我国光伏产业进入市场竞争阶段的必要性。在碳中和下,电力市场化改革对我国光伏产业的影响是一个需要考虑的重要问题。本文分析了市场上网电价的驱动机制,构建了碳中和背景下光伏产业内部关联的系统框架。然后,建立了两个系统动力学(SD)模型进行了数值模拟和演化过程分析。结果表明,在市场竞争阶段,(一)2060年上网电价将稳定在0.07元/千瓦时左右;(二)未来中国光伏产业将经历三个阶段:第一阶段是2030年前碳峰值的“抢装”期,其次是2030年至2038年的“滞装”期。第三阶段是“光伏+多场景”的爆发期。“;(iii)到2060年,在三种情况下,光伏发电的比例将占46%,39%,32%,分别,高于基准上网价格的;(iv)政府和企业有必要继续增加对研发(R&D)的支持。最后,提出了相应的政策建议。
    The advancement of electricity market reform highlights the need for China\'s photovoltaic (PV) industry to enter the stage of market competition. Under the carbon neutrality, what impacts electricity market reform has on China\'s PV industry is an important issue that needs to be considered. This paper analyzes the driving mechanism of the marketed on-grid price and constructs a system framework for the internal connection within the PV industry under the background of carbon neutrality. Then, two system dynamics (SD) models are built to perform the numerical simulation and analyze the evolution process. The results indicate that during the market competition stage, (i) the on-grid price will be stable at about 0.07 yuan/kWh by 2060; (ii) China\'s PV industry will go through three stages in the future: the first stage is the \"rush to install\" period for carbon peaking before 2030, followed by the \"sluggish installation\" period from 2030 to 2038. The third stage is the outbreak period of \"PV + multi-scenarios.\"; (iii) under three scenarios by 2060, the proportion of PV power generation will account for 46%, 39%, and 32%, respectively, which are higher than those under the benchmark on-grid price; (iv) it is necessary for the government and enterprises to continue increasing support for research and development (R&D). Finally, we put forward corresponding policy recommendations.
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  • 文章类型: Journal Article
    由于碳排放引起的全球气候变化问题备受关注,中国提出到2030年实现碳峰值目标。建筑碳排放约占中国碳排放总量的50%。研究建立碳峰的时间和值至关重要。在本文中,基于系统动力学模型,对数平均红利指数模型和蒙特卡罗模拟,我们预测了中国的建筑碳峰值。得到以下结论:1)在基线情景下,2027年,中国建筑碳排放量将达到54.27亿吨的峰值。在高速发展的情况下,中国建筑碳排放量将在2032年达到峰值62.98亿吨。在协调发展的情况下,绿色发展情景,低碳发展情景,和低速发展的情景,高峰出现在2030年,为59.72亿吨,5991万吨,5657万吨,和63.29亿吨,分别。2)根据综合仿真,中国建筑碳排放量将在2030年达到峰值,有80%的概率达到5729-6171万吨。
    As the issue of global climate change caused by carbon emissions is of great concern, China has proposed achieving its achieve carbon peak goal by 2030. Building carbon emissions account for approximately 50% of China\'s total carbon emissions. It is crucial to study the time and values of building carbon peaks. In this paper, based on a system dynamics model, logarithmic mean Divisia index model and Monte Carlo simulation, we predict the building carbon peak in China. The following conclusions are obtained: 1) in the baseline scenario, China\'s building carbon emissions will peak at 5,427 million tons in 2027. In the high-speed development scenario, China\'s building carbon emissions will peak at 6,298 million tons in 2032. In the coordinated development scenario, the green development scenario, the low-carbon development scenario, and the low-speed development scenario, the peak occurs in 2030 at 5,972 million tons, 5,991 million tons, 5,657 million tons, and 6,329 million tons, respectively. 2) According to the comprehensive simulation, China\'s building carbon emissions will reach the peak in 2030, with an 80% probability of reaching 5,729-6,171 million tons.
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  • 文章类型: Journal Article
    目的:比较泰国公共卫生部(MOPH)提供的三种龋齿预防干预措施的效果:监督刷牙(STB),氟化物清漆(FV),并使用系统动力学模型(SDM)将从0到5岁的STB+FV组合到基本情况。
    方法:开发SDM是为了比较干预方案:STB,FV,并将STB+FV与基本情况场景相结合。荟萃分析确定了模型中包含的干预措施的有效率。
    结果:模型表明,乳牙中无龋齿的人群增加了7.5%,5.7%,3岁时为4.2%,12.8%,9.9%,五岁时占5.9%,在STB+FV下,STB,和FV分别与基本情况相比。三岁的时候,在STB+FV中,乳牙中未经治疗的龋齿群体减少了12.9%,9.8%的STB,和FV的7.3%,STB+FV的比例为10.9%,在STB中8.5%,和4.9%的FV,五岁的时候.与基线相比,没有龋齿的群体的增加被认为是临床上显著的。
    结论:模型确定应在0至5岁之间施用STB和FV的有效组合以减少原发性牙列中的龋齿。SDM可以作为“假设”分析来应用,以便通过比较它们来确定最有益的干预或策略。
    OBJECTIVE: To compare the effect of three caries preventive interventions provided by Thailand\'s Ministry of Public Health (MOPH): supervised toothbrushing (STB), fluoride varnish (FV), and combined STB+FV from 0 to 5 years old to the base case using the System Dynamics Model (SDM).
    METHODS: The SDM was developed to compare the intervention scenarios: STB, FV, and combined STB+FV with the base case scenario. Meta-analyses determined the effective rates of the interventions included in the model.
    RESULTS: The model indicated that the population with no caries in deciduous teeth increased by 7.5%, 5.7%, and 4.2% at three years of age, and 12.8%, 9.9%, and 5.9% at five years of age, under STB+FV, STB, and FV respectively when compared to the base case. At three years old, the population with untreated caries in deciduous teeth decreased by 12.9% in STB+FV, 9.8% in STB, and 7.3% in FV, and by 10.9% in STB+FV, 8.5% in STB, and 4.9% in FV, at five years old. The increase in the population without caries is considered clinically significant compared to baseline.
    CONCLUSIONS: The model determined that an effective combination of STB and FV should be administered between 0 and 5 years of age to reduce caries in the primary dentition. The SDM could be applied as a \"what-if\" analysis in order to determine the most beneficial intervention or policy by comparing them.
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