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Artificial Neural Network for Forecasting One Day Ahead of Global Solar Irradiance 全球太阳辐照度提前一天的人工神经网络预测
Pub Date : 2018-05-16 DOI: 10.2139/ssrn.3187061
Hamid Ettayyebi, Khalid El Himdi
Due to global warming, the world is seeking to use more renewable energy. In this study, we focus on solar energy, which has been receiving increased amounts of attention in the last few decades. The integration of solar energy into electricity networks requires reliable forecast information of solar resources enabling it to quantify the available energy and allowing it to optimally manage the transition between intermittent and conventional energies. Throughout our research, we investigated different forecasting techniques in order to find which one is appropriate for forecasting the daily global solar irradiance for the region of Rabat. The first-tested approach is linear modeling based on classical ARIMA-GARCH and exponential smoothing models. The second approach proposes non-linear modeling based on Artificial Neural Networks (ANNs) models. Numerous research has demonstrated the ability of ANNs to predict time series of weather data. In this study, we will examine a particular structure of ANNs, Multilayer Perceptron (MLP), which has been used the most among ANN structures in renewable energy and time series forecasting broadly. We used some statistical feature parameters to find the optimal structure of MLP in the univariate case and the multivariate case. The results showed that the MLP with exogenous variables performed better than the other models.
由于全球变暖,世界正在寻求使用更多的可再生能源。在这项研究中,我们的重点是太阳能,它在过去的几十年里受到了越来越多的关注。将太阳能纳入电网需要可靠的太阳能资源预测信息,使其能够量化可用能源,并使其能够以最佳方式管理间歇性能源和常规能源之间的过渡。在整个研究过程中,我们研究了不同的预测技术,以找出哪一种技术适合预测拉巴特地区的每日全球太阳辐照度。首先测试的方法是基于经典ARIMA-GARCH和指数平滑模型的线性建模。第二种方法是基于人工神经网络(ann)模型的非线性建模。大量的研究已经证明了人工神经网络预测时间序列天气数据的能力。在本研究中,我们将研究一种特殊的人工神经网络结构,多层感知器(MLP),它在可再生能源和时间序列预测中被广泛使用。在单变量和多变量情况下,我们使用一些统计特征参数来寻找MLP的最优结构。结果表明,带有外源变量的MLP模型比其他模型表现更好。
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引用次数: 3
Monetary Policy Under Climate Change 气候变化下的货币政策
Pub Date : 2018-05-08 DOI: 10.2139/ssrn.3200266
G. Economides, A. Xepapadeas
We study monetary policy under climate change in order to answer the question of whether monetary policy should take into account the expected impacts of climate change. The setup is a new Keynesian dynamic stochastic general equilibrium model of a closed economy in which a climate module that interacts with the economy has been incorporated, and the monetary authorities follow a Taylor rule for the nominal interest rate. The model is solved numerically using common parameter values and fiscal data from the euro area. Our results, which are robust to a large number of sensitivity checks, suggest non-trivial implications for the conduct of monetary policy.
为了回答货币政策是否应该考虑气候变化的预期影响的问题,我们研究了气候变化下的货币政策。该模型是一个封闭经济的新凯恩斯动态随机一般均衡模型,其中纳入了与经济相互作用的气候模块,货币当局遵循名义利率的泰勒规则。使用常用参数值和欧元区财政数据对模型进行了数值求解。我们的结果对大量的敏感性检查是稳健的,这表明货币政策的实施具有重要的意义。
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引用次数: 39
Measuring Market Power in Gasoline Retailing: A Market - or Station Phenomenon? 衡量汽油零售市场力量:市场现象还是加油站现象?
Pub Date : 2018-04-13 DOI: 10.2139/ssrn.3164299
M. Nguyen, Frode Steen
Applying detailed consecutive daily micro data at the gasoline station level from Sweden we estimate a structural model to uncover the degree of competition in the gasoline retail market. We find that retailers do exercise market power, but despite the high upstream concentration, the market power is very limited on the downstream level. The degree of market power varies with both the distance to the nearest station and the local density of gasoline stations. A higher level of service tends to raise a seller’s market power; self-service stations have close to no market power. Contractual form and brand identity also seem to matter. We find a clear result: local station characteristics significantly affect the degree of market power. Our results indicate that local differences in station characteristics can more than offset the average market Power found for the whole market.
利用瑞典加油站层面的详细连续每日微观数据,我们估计了一个结构模型来揭示汽油零售市场的竞争程度。我们发现零售商确实行使了市场支配力,但尽管上游集中度很高,但下游的市场支配力非常有限。市场支配力的大小与就近加油站的距离和当地加油站的密度有关。较高的服务水平往往会提高卖方的市场支撑力;自助加油站几乎没有市场支配力。合同形式和品牌形象似乎也很重要。我们发现了一个明显的结果:地方电视台特征显著影响市场支配力的程度。我们的研究结果表明,车站特征的局部差异可以抵消整个市场的平均市场力量。
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引用次数: 1
Inference Related to Common Breaks in a Multivariate System With Joined Segmented Trends With Applications to Global and Hemispheric Temperatures 具有连接分段趋势的多变量系统中共同断裂的推论及其在全球和半球温度上的应用
Pub Date : 2018-04-04 DOI: 10.2139/ssrn.3184646
Dukpa Kim, Tatsushi Oka, F. Estrada, Pierre Perron
What transpires from recent research is that temperatures and radiative forcing seem to be characterized by a linear trend with two changes in the rate of growth. The first occurs in the early 60s and indicates a very large increase in the rate of growth of both temperature and radiative forcing series. This was termed as the “onset of sustained global warming”. The second is related to the more recent so-called hiatus period, which suggests that temperatures and total radiative forcing have increased less rapidly since the mid-90s compared to the larger rate of increase from 1960 to 1990. There are two issues that remain unresolved. The first is whether the breaks in the slope of the trend functions of temperatures and radiative forcing are common. This is important because common breaks coupled with the basic science of climate change would strongly suggest a causal effect from anthropogenic factors to temperatures. The second issue relates to establishing formally via a proper testing procedure that takes into account the noise in the series, whether there was indeed a ‘hiatus period’ for temperatures since the mid 90s. This is important because such a test would counter the widely held view that the hiatus is the product of natural internal variability. Our paper provides tests related to both issues. The results show that the breaks in temperatures and radiative forcing are common and that the hiatus is characterized by a significant decrease in their rate of growth. The statistical results are of independent interest and applicable more generally.
从最近的研究中得出的结论是,温度和辐射强迫似乎具有线性趋势,其特征是增长率有两个变化。第一次发生在60年代初,表明温度强迫和辐射强迫系列的增长率都有很大的增加。这被称为“持续全球变暖的开始”。第二个与最近的所谓中断期有关,这表明自20世纪90年代中期以来,与1960年至1990年的较大增长率相比,温度和总辐射强迫的增长速度较慢。有两个问题仍未解决。第一个问题是,温度和辐射强迫趋势函数斜率的间断是否普遍存在。这一点很重要,因为常见的中断加上气候变化的基础科学将有力地表明,人为因素对温度有因果影响。第二个问题涉及通过适当的测试程序正式确定,考虑到系列中的噪声,是否确实存在自90年代中期以来的温度“中断期”。这是很重要的,因为这样的测试将反驳广泛持有的观点,即中断是自然内部变化的产物。我们的论文提供了与这两个问题相关的测试。结果表明,温度和辐射强迫的中断是常见的,其特征是它们的增长率显著下降。统计结果具有独立的意义和更广泛的适用性。
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引用次数: 12
Understanding the US Natural Gas Market: A Markov Switching VAR Approach 理解美国天然气市场:马尔可夫转换VAR方法
Pub Date : 2018-04-03 DOI: 10.2139/ssrn.3156000
Chenghan Hou, B. Nguyen
Over the past three decades, the US natural gas market has witnessed significant changes. Utilizing a standard Bayesian model comparison method, this paper formally determines four regimes existing in the market. It then employs a Markov switching vector autoregressive model to investigate the regime-dependent responses of the market to its fundamental shocks. The results reveal that the US natural gas market tends to be much more sensitive to shocks occurring in regimes existing after the Decontrol Act 1989 than the other regimes. The paper also finds that shocks to the natural gas demand and price have negligible effects on natural gas production while the price of natural gas is mainly driven by specific demand shocks. Augmenting the model by incorporating the price of crude oil, the results show that the impacts of oil price shocks on natural gas prices are relatively small and regime-dependent.
在过去的三十年里,美国天然气市场发生了重大变化。本文利用标准贝叶斯模型比较方法,正式确定了市场中存在的四种制度。然后,它采用马尔可夫切换向量自回归模型来研究市场对其基本冲击的制度依赖反应。结果表明,美国天然气市场对1989年《解除管制法案》后存在的制度所发生的冲击往往比其他制度更为敏感。研究还发现,天然气需求和价格冲击对天然气产量的影响可以忽略不计,天然气价格主要受特定需求冲击的驱动。通过将原油价格纳入模型,结果表明,石油价格冲击对天然气价格的影响相对较小,且依赖于制度。
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引用次数: 25
From Agricultural to Economic Growth: Targeting Investments Across Africa 从农业到经济增长:非洲投资目标
Pub Date : 2018-03-28 DOI: 10.2139/ssrn.3160555
T. Getahun, H. Baumüller, Yalemzewd Nigussie
This paper examines whether investment in the agriculture and food sectors in Africa significantly increases overall economic growth and, hence, reduces food and nutrition insecurity. To this end, the study examines the causal link between agricultural growth, food production, quality of governance, and overall economic growth using panel data compiled from 44 African countries for a 53-year period from 1961 to 2014. The estimation result from the fully modified least squares, the panel cointegration, and Granger causality tests suggest that agricultural growth, government commitment, and quality of governance Granger causes overall economic growth. The study also identifies the 10 African countries where investment in the agriculture and food sectors is expected to yield the highest returns and the 10 African countries having the lowest returns in terms of reducing food insecurity and poverty. The result indicates that Botswana, Burkina Faso, Ethiopia, Kenya, Malawi, Mali, Mozambique, Rwanda, Seychelles, and Sierra Leone are the top 10 African countries where such an investment is expected to yield the highest returns. Cameroon, Congo, Egypt, Equatorial Guinea, Eritrea, Gabon, Gambia, Libya, Mauritania, and Somalia are the bottom 10 countries where such investment is expected to yield the lowest return.
本文考察了非洲农业和粮食部门的投资是否显著提高了整体经济增长,从而减少了粮食和营养不安全状况。为此,该研究利用1961年至2014年53年间从44个非洲国家收集的面板数据,考察了农业增长、粮食生产、治理质量和整体经济增长之间的因果关系。完全修正最小二乘、面板协整和格兰杰因果检验的估计结果表明,农业增长、政府承诺和治理质量格兰杰导致整体经济增长。该研究还确定了在农业和粮食部门投资有望产生最高回报的10个非洲国家,以及在减少粮食不安全和贫困方面回报最低的10个非洲国家。结果表明,博茨瓦纳、布基纳法索、埃塞俄比亚、肯尼亚、马拉维、马里、莫桑比克、卢旺达、塞舌尔和塞拉利昂是此类投资有望产生最高回报的十大非洲国家。喀麦隆、刚果、埃及、赤道几内亚、厄立特里亚、加蓬、冈比亚、利比亚、毛里塔尼亚和索马里是此类投资回报率最低的10个国家。
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引用次数: 2
Quarry Operations and Property Values: Revisiting Old and Investigating New Empirical Evidence 采石场作业和财产价值:回顾旧的和调查新的经验证据
Pub Date : 2018-03-12 DOI: 10.2139/ssrn.3138712
George S. Ford, Alan Seals
A large literature exists on the impact of disamenities, such as landfills and airports, on home prices. Less frequently analyzed is the effect of rock quarries on property values, and what little evidence is available is dated and conflicting. This question of price effects is a policy relevant one, with one study in particular used frequently to support “not in my backyard” campaigns against new quarry sites. In this policy paper, we revisit the literature and conduct a new analysis of the price effects of quarries, estimating the effect of quarries on home prices with data from four locations across the United States and a wide range of econometric specifications and robustness checks along with a variety of temporal circumstances from the lead-up to quarry installation to subsequent operational periods. We find no compelling statistical evidence that either the anticipation of, or the ongoing operation of, rock quarries negatively impact home prices. Our study likewise highlights a number of shortcomings in the empirical methodologies generally used to estimate the effect of disamenities on real estate prices. First and foremost, many existing studies are naïve as to the empirical conditions necessary to identify a causal relationship and do not establish credible strategies to estimate the counter-factual outcome. Second, the inclusion of “distance to the site” regressors in hedonic models is shown to be an unreliable statistical method. Using the method of randomized inference, the null hypothesis of “no effect” of placebo quarries is rejected in as much as 93% of simulations.
关于诸如垃圾填埋场和机场等令人不快的地方对房价的影响,已有大量文献。较少分析的是采石场对财产价值的影响,现有的证据很少,而且是过时的和相互矛盾的。价格影响的问题是一个与政策相关的问题,有一项研究经常被用来支持反对新采石场的“不要在我的后院”运动。在这篇政策论文中,我们重新审视了文献,并对采石场的价格效应进行了新的分析,利用来自美国四个地点的数据、广泛的计量经济学规范和鲁棒性检查,以及从采石场安装到随后的运营时期的各种时间环境,估计了采石场对房价的影响。我们没有发现令人信服的统计证据表明,采石场的预期或正在进行的运营对房价产生负面影响。我们的研究同样强调了通常用于估计不适对房地产价格影响的经验方法中的一些缺点。首先,许多现有的研究对于确定因果关系所必需的经验条件是naïve,并且没有建立可信的策略来估计反事实的结果。其次,在享乐模型中包含“到站点的距离”回归因子被证明是一种不可靠的统计方法。使用随机推理的方法,高达93%的模拟拒绝了安慰剂采石场“无效果”的零假设。
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引用次数: 0
Who Are Consuming Hemp Products in the U.S.? Evidence from Nielsen Homescan Data 在美国谁在消费大麻产品?来自Nielsen Homescan数据的证据
Pub Date : 2018-02-02 DOI: 10.2139/ssrn.3176016
GwanSeon Kim, T. Mark
The objective of this study is to identify critical consumer-demographic characteristics that are associated with the consumption of hemp products and investigate their effect on total expenditure in the U.S. by utilizing Nielsen consumer panel data from 2008 to 2015. To estimate the likelihood of market participation and consumption level, Heckman selection model is employed using the maximum likelihood estimation procedure. Results indicate marketing strategies targeting consumers with higher education and income levels can attract new customers and increase sales from current consumers. Head-of-household age in different regions shows mixed effects on decisions to purchase hemp products and consumption levels. Findings will provide a basic understanding of a consumer profile and overall hemp market since no empirical studies of hemp in the U.S market exist. As the industry continues to move forward, policymakers are going to need a deeper understanding of the factors driving the industry if they are going to create regulations that support the development of the industry.
本研究的目的是确定与大麻产品消费相关的关键消费者人口特征,并利用尼尔森消费者小组数据从2008年到2015年调查其对美国总支出的影响。为了估计市场参与和消费水平的可能性,采用最大似然估计方法,采用Heckman选择模型。结果表明,针对教育程度和收入水平较高的消费者的营销策略可以吸引新客户,增加现有消费者的销售额。不同地区户主年龄对大麻产品购买决策和消费水平的影响是混合的。调查结果将提供一个基本的了解消费者概况和整体大麻市场,因为没有大麻在美国市场的实证研究存在。随着行业的不断发展,政策制定者如果要制定支持行业发展的法规,就需要更深入地了解推动行业发展的因素。
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引用次数: 5
A Multifactor Approach to Modelling the Impact of Wind Energy on Electricity Spot Prices 风能对电力现货价格影响的多因素建模方法
Pub Date : 2018-01-26 DOI: 10.2139/ssrn.3110554
Paulina A. Rowińska, Almut E. D. Veraart, P. Gruet
We introduce a three-factor model of electricity spot prices, consisting of a deterministic seasonality and trend function as well as short- and long-term stochastic components, and derive a formula for futures prices. The long-term component is modelled as a Levy process with increments belonging to the class of generalised hyperbolic distributions. We describe the short-term factor by Levy semistationary processes: we start from a CARMA(2,1), i.e. a continous-time ARMA model, and generalise it by adding a short-memory stochastic volatility. We further modify the model by including the information about the wind energy production as an exogenous variable. We fit our models to German and Austrian data including spot and futures prices as well as the wind energy production and total load data. Empirical studies reveal that taking into account the impact of the wind energy generation on the prices improves the goodness of fit.
我们引入了电力现货价格的三因素模型,包括确定性的季节性和趋势函数以及短期和长期的随机成分,并推导出期货价格的公式。长期分量被建模为具有属于广义双曲分布类的增量的Levy过程。我们用Levy半平稳过程来描述短期因素:我们从一个CARMA(2,1)开始,即一个连续时间的ARMA模型,并通过添加一个短记忆随机波动来推广它。我们进一步修改模型,包括风能生产的信息作为外生变量。我们将模型拟合到德国和奥地利的数据中,包括现货和期货价格,以及风能产量和总负荷数据。实证研究表明,考虑风电发电对电价的影响可以提高电价的拟合优度。
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引用次数: 10
Cyclonic Storm Landfalls in Bangladesh, West Bengal and Odisha, 1877-2016: A Spatiotemporal Analysis 1877-2016年孟加拉国、西孟加拉邦和奥里萨邦的气旋风暴登陆:时空分析
Pub Date : 2018-01-24 DOI: 10.1596/1813-9450-8316
S. Bandyopadhyay, S. Dasgupta, Z. Khan, D. Wheeler
Recurrent cyclonic storms in the Bay of Bengal inflict massive losses on the coastal regions of Bangladesh and India. Information on occurrences and severities of cyclones is necessary for understanding household and community responses to cyclone risks. This paper constructs a georeferenced panel database that can be used to obtain such information for Bangladesh, West Bengal, and Odisha. Cyclone strike locations and impact zones are analyzed for several historical periods between 1877 and 2016. The findings indicate that although the median location has shifted eastward, there is a marked variability in location, especially after 1960. Impacts also have varied considerably within and across zones over time, with the highest-impact zones in northern Odisha and the Sundarbans region of West Bengal. The pronounced spatial and temporal variation in cyclone impacts will provide robust controls for comparative research on household and community adaptation to cyclones in the study region. The methodology developed in the paper is general and could be expanded to an arbitrarily large set of coastal locations.
孟加拉湾经常性的气旋风暴给孟加拉国和印度沿海地区造成巨大损失。关于飓风发生和严重程度的信息对于了解家庭和社区对飓风风险的反应是必要的。本文构建了一个地理参考面板数据库,可用于获取孟加拉国、西孟加拉邦和奥里萨邦的此类信息。分析了1877年至2016年几个历史时期的飓风袭击地点和影响区域。研究结果表明,虽然中位位置向东移动,但在位置上有明显的变化,特别是在1960年之后。随着时间的推移,区域内部和区域之间的影响也有很大差异,奥里萨邦北部和西孟加拉邦孙德尔本斯地区的影响最大。气旋影响的显著时空变化将为研究区域的家庭和社区适应气旋的比较研究提供强有力的控制。本文所采用的方法是一般性的,可以扩展到任意大范围的沿海地区。
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引用次数: 9
期刊
Econometric Modeling: Agriculture
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