Forecasting China’s primary energy demand based on an improved AI model

An improved energy demand forecasting model is built based on the autoregressive distributed lag (ARDL) bounds testing approach and an adaptive genetic algorithm (AGA) to obtain credible energy demand forecasting results. The ARDL bounds analysis is first employed to select the appropriate input variables of the energy demand model. After the existence of a cointegration relationship in the model is confirmed, the AGA is then employed to optimize the coefficients of both linear and quadratic forms with gross domestic product, economic structure, urbanization, and technological progress as the input variables. On the basis of historical annual data from 1985 to 2015, the simulation results indicate that the proposed model has greater accuracy and reliability than conventional optimization methods. The predicted results of the proposed model also demonstrate that China will demand approximately 4.9, 5.6, and 6.1 billion standard tons of coal equivalent in 2020, 2025, and 2030, respectively.     

基于ARDL模型长三角碳排放、能源消费和经济增长关系研究

碳排放量、能源消费量和经济增长间存在着密切的关系。长三角地区(研究该区域为上海、浙江、江苏,简称长三角,下同）碳减排措施的实施是否会影响长三角地区的经济增长,能源消费量、能源结构和碳排放量间存在何种联系,这些均是在长三角碳减排政策制定中亟待考虑的问题。利用1990~2010年,长三角的能源经济样本数据,使用ARDL模型和格兰杰因果检验模型（Granger）定量的研究了上述几个因素之间的关系。研究发现：当碳排放量、能源消费和经济增长分别为回归变量时,均存在其它解释变量和每个回归变量间的长期稳定的协整关系。在长期关系中,存在经济增长对碳排放量的负向弹性影响。能源消费对经济增长的影响为正,能源消费每增长1%,经济增长0.67%。碳排放量对经济增长的长期影响为负,碳排放量每增长1%,经济则减少0.49%。Granger因果关系的研究表明：滞后长度分别为3,4时,存在从经济增长到能源消费和碳排放量倒的单向因果关系。不存在从能源消费和碳排放量到经济增长的单向因果关系,且亦不存在碳排放量和能源消费的双向因果关系。在长三角,制定和实施适当的节能减排政策将不会阻碍该地区经济增长。节能减排政策的制定,应首先考虑能源结构优化,降低长三角高碳能源的消费比重     

Road energy consumption,economic growth,population and urbanization in Egypt: cointegration and causality analysis

The study investigates the causal relationships between road energy consumption, economic growth, urbanization and population growth in Egypt over the period (1980–2011). I use Johansen cointegration approach, vector error correction model (VECM), generalized impulse response functions and variance decomposition technique. The results show the existence of long-run relationship between the variables. Moreover, the results indicate the existence of unidirectional long-run causality running from road energy consumption to urbanization and from road energy consumption to economic growth which implies the existence of growth hypothesis in the long run. Also, there is bidirectional short-run causality between road energy consumption and economic growth, which indicates the existence of feedback hypothesis in the short run. These results imply that road energy consumption determines economic growth in the both short run and long run and economic growth causes road energy consumption in the short run. And according to these results, several policy implications will be suggested for policymakers. They should take into consideration while implementing energy conservation policies, the possible negative effect on economic growth and have to concentrate on technological development policies and to make a shift towards using clean alternative fuel as natural gas and focus on investment in renewable energy resources.     

综合性能源价格指数对中国省域碳强度的调节作用及其比较——来自30个省份面板数据的实证分析

在构建综合性能源价格指数的基础上,基于1995~2012年我国30个省份相关历史数据,通过面板数据模型和层次聚类法分析了省域能源价格对碳强度的静态和动态调节作用。结果表明:能源价格通过影响产业结构、技术水平、能源强度对碳强度分别产生了0.576%、0.048%和0.787%的作用,但经由前两个路径产生的作用大于路径变量本身的直接影响,其中结构路径的作用提高了44.4%,技术路径变动不大,而经由能源强度对碳强度产生的影响较其本身降低了7.91%。总体来看,能源价格的合理上升有利于节能减排,但价格对碳强度的杠杆作用表现出明显的区域差异性。此外,煤炭资源税的征收对降低碳强度也有明显的效果,且具有较大增长空间。按照价格杠杆作用的差异,相关省份可以被划分为调节作用弱、较弱、中、较强、强五类。东部和中东部省份能源价格变动的碳抑制作用明显高于西部和中西部省份。     

Movement towards a low carbon emitted environment: a test of some factors in Malaysia

There exists a high global concern in different nations on environmental sustainability especially at the focal stage of increased economic growth and development process due to high level of environmental degradation and pollution. The major aim of this study was to empirically examine how to minimise carbon emissions (CO₂) in Malaysia which are mainly caused by energy production, fossil fuel consumption, population density and economic growth. The study adopted the method of autoregressive distributed lag bound testing approach to analyse the data for the period 1971–2011. The study found that economic growth in Malaysia has a direct relationship with CO₂ emissions in both the short run and the long run. Similarly, there is a positive relationship between fossil fuel consumption and CO₂ emissions over the same period. Population density was found to have positive impacts on CO₂ emissions. Contrarily, the relationship between the activities of energy production and pollution is negative in the long run. The study recommends that a targeted GDP growth rate should be set with the consideration to avoid more environmental pollution. In addition, the positive impact of fossil fuel consumption on the environmental pollution implies that there is a need to make and implement policies that will encourage the use of public transportation system more than private transportations. That is, the unnecessary use of private vehicles should be discouraged in order to reduce the extent of fossil fuel consumption.     

Can environmental regulation promote industrial innovation and productivity?Based on the strong and weak Porter hypothesis

This paper constructed extended CDM model to study the effects of environmental regulation on industrial innovation and productivity based on the perspective of strong and weak “Porter hypothesis”, by using 28 manufacturing industry panel data of 2003–2014. The findings reveal that: (1) the impact of environmental regulation on R&D intensity lags behind. In the long run, environmental regulation intensity has a significant role in promoting R&D investment in manufacturing industry. (2) The R&D has a significant role in promoting the substantial innovation of manufacturing industry, and has a strong lag and continuity. However, the R&D intensity has no obvious effect on strategic innovation of manufacturing industry. (3) The substantial innovation doesn’t significantly promote the economic performance of manufacturing industry, but it has a significant role in promoting the energy performance of manufacturing industry, and the substantial innovation plays a significant role in promoting environmental performance in the long term. The strategic innovation significantly promotes the economic performance of manufacturing industry, and it inhibits the energy performance and has no significant effect on environmental performance in the short term. It can promote the energy performance of manufacturing industry, but significantly inhibit environmental performance in the long term. (4) Environmental regulation has significantly suppressed the substantive innovation and strategic innovation of manufacturing industry, and the weak Porter hypothesis has not yet been supported. In the short term, environmental regulation inhibits manufacturing economic performance, but it can promote energy and environmental performance. In the long run, environmental regulation promotes the economic and energy performance of manufacturing industry, but it inhibits environmental performance. The establishment of strong Porter hypothesis has a certain scenario.     

我国能源消费需求的时变弹性分析

为了科学分析相关经济因素变化对我国能源需求的影响效应,本文在提取能源消费需求主要影响因素的基础上,建立了基于Bayesian理论的时变系数回归模型,利用MCMC方法获得了各时变回归系数的估计.同时,利用HP滤波方法,得到了能源消费需求相对于各相关因素弹性系数的趋势及波动情况,并就能源需求对各相关经济因素弹性系数的趋势变动原因进行了分析,结果表明:①在不同的时间段内,能源价格、产业结构、经济增长、全国总人口以及能源消耗结构对能源消费需求的影响强度具有时变效应;②电力价格变动对降低能源消费的作用最为显著,但边际效应在逐年下降;煤炭价格的提高对能源消费的增加具有很大推进作用,但"煤电联动"、能源价格市场化的建设可能进一步抑制能源需求;③城镇化建设进程可进一步优化人口结构、产业结构以及能源消费结构,这将在很大程度上限制能源需求的加速增长.     

Energy consumption,emissions and economic growth in Bahrain

This study examines the Granger causality relationships between economic growth, energy consumption and emissions, from 1980 to 2007 in Bahrain, controlling for capital and urban population using Toda and Yamamoto’s approach. It was found that there is unilateral causality which runs from urban population, economic growth, capital and energy consumption to environment. Further, we found strong support for causality running from economic growth to energy consumption, emissions and capital. The existence of these linkages suggests that the government of Bahrain may pursue energy efficiency strategies and carbon emissions reduction policy in the long run without impeding economic growth. Additionally, the long run pursuit of high economic growth given sustained increases in energy efficiency may also reduce CO₂ emissions intensity per unit of her GDP.     

中国能源经济效率动态分析及预测

能源经济效率的影响因素作用复杂,系统各要素之间存在复杂的动态关系.本文利用中国1978-2007年的实际数据,应用向量自回归模型(Vector Auto-regression,VAR)、脉冲响应分析、协整理论等计量理论与方法对中国能源经济效率的变动进行动态实证分析,并预测中国能源经济效率的发展趋势.结果表明,中国的能源经济效率、第三产业比重和能源价格指数之间存在协整关系,从长期来看,1%的第三产业结构或者能源价格变化可以分别给能源经济效率带来0.3477%和0.4.785%的同方向变化;除了产业结构对能源价格短期响应之外,变量之间都是正向的冲击响应,滞后6-10期响应达到最大值,之后逐渐趋于稳定:依据VAR模型动态预测结果,未来10年中国能源经济效率发展趋势不容乐观,由于系统较长的滞后响应期,近几年能源经济效率、能源价格和产业结构的变动会在未来较长时间内对能源经济效率的提升产生不利影响,应当及时调整能源经济策略.     

CGE model-based analysis of the neutralized hybrid carbon policy and its decomposed effects on economic growth,carbon reduction,and energy utilization costs

The hybrid policy is a flexible policy tool that combines features of carbon trading and carbon taxation.Its economic and environmental effects under China's background are still not studied in detail.Given the exogenous carbon reduction targets,carbon prices,and carbon tax-rates,by computable general equilibrium modeling methods and factor decomposition methods,this article investigates direct and cascaded effects of the hybrid policy on economic growth,energy utilization,and carbon emission on the national level and the sector level,with China's national input-output data-set.Stepwisely,policy scenarios with irrational estimated results are selectively excluded based on comprehensive evaluation among economic,carbon reduction and other policy targets.As a result,against national economic conditions in 2007,the hybrid policy,with a carbon reduction target of -10%,a carbon tax-rate of around $10,and a ceiling carbon price of $40,is highly recommended,because of its significant lower economic loss,lower energy utilization cost,and practical robustness against fluctuation of energy market and carbon market.Furthermore,by decomposition analysis,carbon reduction-related costs are decomposed into a direct part that includes carbon allowance price and carbon tax,and an indirect part as the energy price incremental induced by direct carbon costs.Gross carbon reduction may be decomposed into three parts such as energy intensity,economic scale,and technical progress.And,carbon taxation is the main policy tool that stimulates to improve the energy efficiency.     

碳交易背景下中国石化行业2020年碳减排目标情景分析

石化行业作为中国八大典型高碳排放产业之一,也是碳市场参与的重要行业.在国家2020年碳排放强度目标的约束下,客观评价其行业减碳的压力,对于政府部门科学制定各个行业碳排放配额的分配方案具有重要支撑作用.同时,亦对于通过低碳转型升级实现行业的可持续发展和支撑国家的工业减排目标具有理论和现实意义.本文针对石化行业9个子部门,结合我国经济发展的总体背景和趋势以及石化行业的相关数据,以2010年为基准情景,在2020年国家碳排放强度分别下降45％和50％的减排约束目标下,构建了一个动态CGE模型——PCCGE,借助GAMS软件模拟分析,预测了到2020年国家和石化行业经济总量、能源消费结构和碳排放量及碳强度等的变化趋势.研究结果表明,相比基准情景,在45％、50％的碳强度减排目标下,国家和石化行业的经济增长、能源消费结构和碳排放强度等指标分别受到一定程度影响,其中,50％的减排目标对国家整体经济增速影响更为明显;对煤炭、石油这两种高碳能源的需求产生了较显著的约束效应;相比国家45％-50％的低碳发展目标,石化行业减碳承受压力达到60.63％至64.78％,面临着艰巨的减排任务与挑战.最后,文章结合低碳市场化背景提出了如下建议:科学预测典型离碳行业的减碳潜力,谨慎应对石化等行业企业参与碳市场交易过程中碳配额指标的制定与分配;充分利用技术创新和能源结构调整等战略,提高可再生能源的使用规模,促进能源消耗结构的优化和调整;构建石化行业节能低碳技术产学研协同创新体系,解决共性节能技术瓶颈;实施石化行业企业低碳发展战略,建设完善碳排放管理体系是行业节能减碳的重要手段.     

铜陵市资源利用与经济增长关系分析

资源利用与经济增长之间的关系是资源与环境经济学研究的重要领域。以安徽省铜陵市为例，尝试运用物质流分析方法以及最新发展的自回归分布滞后模型（ARDL）对铜陵市1990~2008年资源利用和实际GDP二者关系进行检验和分析。采用了物质流分析指标中直接物质投入来表征区域资源利用量。ARDL边界检验结果表明了资源利用和经济增长间存在稳定的长期均衡关系。进一步通过ARDL-ECM模型分析了区域经济增长对资源利用长期弹性系数和短期弹性系数，并揭示出资源利用对经济增长的短期和长期因果关系。研究结果表明当前资源投入在一定程度上拉动了铜陵经济增长。同时还对铜陵经济增长和资源保护战略提出了政策建议     

An International Comparative Analysis on China’s Economic Growth and the Convergence in Energy Intensity Gap and Its Economic Mechanism

Abstract

In this paper, the authors have empirically analyzed the convergence in per capita GDP gap and the convergence in the variation of energy intensity with respect to the change of per capita GDP between China and eight developed countries. Then, the authors run a regression on the impact of decisive factors of economic growth on energy intensity and its change, so as to find out the economic mechanism of energy intensity gap changing with respect to the variation of economic growth. This study concludes that: First, there is a convergence in per capita GDP gap between China and the eight developed countries. With the convergence in per capita GDP gap, the energy intensity gap between China and eight different countries also converge, and the convergence rate of the latter is faster than that of the former, i.e. if the per capita GDP gap between China and the eight developed countries decreases by 1%, the energy intensity gap between them will correspondingly decrease by 1.552%. Second, the energy intensity decreases with the improvement of industrial structure, the rising of energy prices, the advances of technology, and the expansion of investment in fixed assets, and it slightly increases with the increase of FDI. Third, the energy intensity gap between China and eight developed countries narrows with the lessening of the difference in fixed assets investment, energy prices, and technological progress between China and eight developed countries, yet increases with the narrowing of the difference in FDI, and has no significant correlation with the difference in industrial structure. Fourth, the narrowing of difference in per capita GDP between China and the eight developed countries can result in the lessening of energy intensity gap, whose economic mechanism is that the decisive factors, such as difference in investment, technology, and the competition mechanism of prices, which can determine the difference in economic growth, can significantly affect the energy intensity gap.     

中国能源效率与其影响因素的动态关系研究

本文利用1978-2006年样本数据,首先通过状态空间模型分析了经济结构、技术进步、能源消费结构和能源价格对能源效率的单向动态变化过程及成因;接着使用向量误差修正模型估算出能源效率与其影响因素之间的长期均衡和短期波动关系;在此基础上利用脉冲响应函数和方差分解模型就我国能源效率与其影响因素之间的动态关系作进一步分析。结果表明:改革开放以来我国能源效率与其影响因素之间存在长期均衡关系,经济体制改革和一些相关政策对能源效率有着深远的影响。从长期均衡关系来看,技术进步对能源效率的正面影响最大,能源价格和一些不可观测变量对能源效率有着促进作用,而经济结构和能源消费结构未能对能源效率起推动作用。从各因素对能源效率的贡献百分比来看,能源价格对能源效率的贡献最大,然后依次是经济结构、能源消费结构和技术进步。     

结构变动、技术进步以及价格对能源效率的影响

本文旨在分析中国工业化进程中影响能源消耗及其效率的主要因素。通过理论研究,我们认为经济结构、技术进步以及能源市场化改革是中国工业化进程中的主要影响因素。从这些影响因素的作用机理来看,经济结构与工业化阶段密切相关,对能源效率的影响是一个长期的过程;而在经济结构相对稳定的短期内,技术进步是提升能源效率的重要因素;在市场经济条件下,能源价格是提高能源效率的长期而稳定的激励机制。在此基础上,我们综合利用1990-2006年省际、四大区域、13个主要工业省区面板数据,以及工业行业数据,实证估计这些因素对能源效率的影响程度。几个估计结果综合显示,这三大因素对中国工业化进程中的能源效率具有重要的影响作用。这意味着当前节能减排的政策重点必须立足于长期,谨慎采用单纯的节能降耗这种行政命令式的短期策略,重点采用基于激励机制的治理策略,弱化长期以来形成的高耗能技术结构,引导节能环保型技术的创新与扩散。     

关于Ramsey模型及其改进的研究和启示

缺水已经成为我国经济发展和社会进步的重要制约因素之一．而对水价的制定到对水资源的利用效率起科十分关键的作用。本文通过对Ramsey模型及其改进的研究．得出如下启示．即实行阶梯水价既有利于实现杜会福利的优化，也可以起到节约水资源的效果。由于阶梯水价机制的设计可以为制度安排、资本进入和市场运行提供更大的弹性空间．因此．本文的政策含义是：在实施阶梯水价的背景下．政府只需对基量水价按边际成本的定价原则来严格规制．从而有效提升水务市场的运行效率。上述举措的优点在于：由于基量水价被严格规制．消费者的基本用水福利可以得到满足；超过基本用水量的水价和再生水价的相对放松规制会鼓励社会资本进入水务行业．使行业运营效率得到提高；国有资本退出水务行业使得政府财政负担减轻，同时．由于放松规制．政府的规制成本也得以降低。最终城市水务行业可以真正做到可持续的发展。     

中国对外贸易的环境影响综合效应分析

在全面提高开放型经济水平的背景下,需要深入分析对外贸易规模、外贸经济布局对环境影响的综合效应,全面探索对外贸易的环境效应规律。理论分析主要考察了对外贸易发展对环境影响综合效应的作用机制,在污染的需求和供给函数基础上,将环境因素分别引入对外贸易的生产者函数、消费者函数、政府税收函数,构建对外贸易环境总效应实证模型,模型分析表明,对外贸易对环境影响的规模效应体现为环境污染在不同禀赋和收入水平国家间转移;对外贸易对环境影响的结构效应体现为出口产品结构的改变,但是由于不同的比较优势,该结构效应在各经济体间的正负影响各不相同;资本积累会带来更多的污染,技术进步则会降低污染水平,二者相互作用究竟产生正面还是负面的影响效果,关键看资本积累和技术进步是否带来污染密集型产品的生产。同时基于我国29个省(市)的动态面板数据,实证检验了我国经济总量、外贸规模、外贸经济布局对环境影响的综合效应。研究表明,经济增长导致的收入效应和规模效应使污染物排放量呈现先下降然后增长的变化,而外商投资在短期内会增加环境污染,但从长期来看,正的技术效应使污染排放量呈现逐渐降低的趋势,同时受到产业结构的约束,外贸经济布局的产品效应及结构效应呈现显著的负效应。我国对外贸易对环境影响负效应产生的现实基础来源于我国的外贸结构与模式等特征的国情基础,改善我国的外贸对环境影响的负效应需要通过继续深化外贸体制改革,转变外贸增长方式,完善环境经济政策,加强国际多边合作等综合手段来实现。     

中国碳排放库兹涅茨曲线实证研究——基于Gregory-Hansen协整分析

中国反复、多次出现大范围持续性雾霾天气使碳排放与经济增长问题成为理论界研究的热点,选取1978~2012年中国历年相关统计数据,采用Gregory-Hansen协整检验方法结合结构突变分析,实证检验我国碳排放与能源消费、经济增长及产业结构的关系。研究结果显示,中国碳排放环境库兹涅茨曲线为正U型,且该曲线存在结构突变;经济增长、能源消费、产业结构对碳排放都具有显著的增排效应。因此,建议在保证经济可持续的中高速增长前提下,通过提高能源利用效率、推进产业结构调整等措施来降低碳排放量,使"APEC蓝"能够成为一种"新常态"。     

资源型城市环境规制的经济增长效应及其传导机制——基于创新补偿与产业结构升级的双重视角

对于中国多数资源型城市来说,改善生态环境与促进经济增长是当前面临的重要任务。一些研究认为治理环境污染可能加重"遵循成本",进而不利于经济增长;也有研究认为环境规制会通过"创新补偿"效应,增进当地产品竞争力,弥补企业成本负担并促进经济增长;此外,还有研究认为环境标准提高有助于区域产业结构升级,进而带动经济增长。为验证中国资源型城市环境规制对经济增长的影响及其传导机制,本文基于2004—2014年资源型城市数据,以样本城市GDP为被解释变量,以工业污染治理设备运行费用为解释变量,进行了面板数据实证分析,并观察了科技行业人员比重和第三产业比重的中介效应。结果显示:(1)资源型城市工业污染物治理对GDP总量和人均GDP的影响均显著为正;(2)在环境规制与GDP(或人均GDP)的正向关系中,科技行业人员比重的提升起到了部分中介作用,即存在显著的创新补偿效应;(3)除了传统观点看到的创新补偿效应,污染治理对产业结构的积极影响也在二者正向关系中有重要的中介作用,而且比创新补偿效应的作用更显著。本文的结论是,资源型城市环境规制未对经济增长造成不利影响,主要是由于经济资源从效益不佳的工业企业流向了第三产业,同时工业部门自身的创新潜力也已逐步凸显。因此,面对经济社会持续发展的压力,资源型城市要取得经济增长与生态环境的双赢,应当强化污染治理成本对企业技术进步的倒逼机制,进一步实现创新驱动发展,同时要构建多元产业体系,促进资源型行业与现代服务业的有效对接和深度融合。     

中国工业能源消耗结构演变实证研究

中国是能源消耗大国,经济正处在转型时期,产业结构变化是否引起能耗结构变化是一个备受关注而又长期有争议的问题。一种观点认为能源消耗会随着产业结构升级而下降,另一种观点认为能源消耗会保持相对稳定,不受经济发展阶段的影响,确定两者之间的关系,对中国制定能源发展战略和有效利用能源有重要意义。本文用能源消耗结构变动系数方法,分析了1995-2007年工业能源消耗结构和结构的演变,发现多数产业能源消耗结构并没有变化,少数产业能耗比例下降或者上升,个别产业对能源消耗转变的情况。要降低能源消耗,必须降低能源消耗的总水平,同时提供能源利用效率。相应的对策是对高能耗产业进行技术改造,控制重点高能耗产业的规模和能源利用效率,能有效减少能源消耗。解决能源供需关系的政策建议是要加快重点耗能产业的技术更新,降低高能耗产业的能源消耗。进行能源价格改革,促进能源的节约和有效利用。开发新能源,减轻对传统能源的依赖。调整产品出口结构,减少高能耗产品的出口。