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Drilling Deeper: Non-Linear, Non-Parametric Natural Gas Price and Volatility Forecasting 深入钻探:非线性、非参数天然气价格和波动性预测
Pub Date : 2024-07-01 DOI: 10.5547/01956574.45.4.dbaj
Dusan Bajatovic, Deniz Erdemlioglu, and Nikola Gradojevic
Abstract: This paper studies the forecast accuracy and explainability of a battery of day-ahead (Henry Hub and Title Transfer Facility (TTF)) natural gas price and volatility models. The results demonstrate the dominance of non-linear, non-parametric models with deep structure relative to various competing model specifications. By employing the explainable artificial intelligence (XAI) approach, we document that the price of natural gas is formed strategically based on crude oil and electricity prices. While the conditional volatility of natural gas returns is driven by long-memory dynamics and crude oil volatility, the informativeness of the electricity predictor has improved over the most recent volatile time period. Although we reveal that predictive non-linear relationships are inherently complex and time-varying, our findings in general support the notion that natural gas, crude oil and electricity are interconnected. Focusing on the periods when markets experienced sharp structural breaks and extreme volatility (e.g., the COVID-19 pandemic and the Russia-Ukraine conflict), we show that deep learning models provide better adaptability and lead to significantly more accurate forecast performance.
摘要:本文研究了一系列日前(亨利枢纽和所有权转移设施 (TTF))天然气价格和波动模型的预测准确性和可解释性。结果表明,相对于各种竞争模型规格,具有深度结构的非线性、非参数模型占主导地位。通过采用可解释人工智能(XAI)方法,我们记录了天然气价格是在原油和电力价格的基础上战略性形成的。虽然天然气回报的条件波动性是由长期记忆动态和原油波动性驱动的,但电力预测指标的信息性在最近的波动时间段内有所提高。尽管我们发现预测性非线性关系本质上是复杂和时变的,但我们的研究结果总体上支持天然气、原油和电力相互关联的观点。我们重点研究了市场经历急剧结构性断裂和极端波动的时期(如 COVID-19 大流行和俄罗斯-乌克兰冲突),结果表明深度学习模型具有更好的适应性,并能显著提高预测的准确性。
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引用次数: 0
Offshore Market Design in Integrated Energy systems: A Case Study on the North Sea Region towards 2050 综合能源系统中的近海市场设计:面向 2050 年的北海地区案例研究
Pub Date : 2024-07-01 DOI: 10.5547/01956574.45.4.jgea
Juan Gea-Bermúdez, Lena Kitzing, and Dogan Keles
Abstract: Offshore grids, with multiple interacting transmission and generation units connecting to the shores of several countries, are expected to have an important role in the cost-effective energy transition. Such massive new infrastructure expanding into a new physical space will require new offshore energy market designs. Decisions on these designs today will influence the overall value potential of offshore grids in the future. This paper investigates different possible market configurations and their impacts on operational costs and required congestion management, as well as prices and emissions. We use advanced integrated energy system optimisation, applied to a study case on the North Sea region towards 2050. Our analysis confirms the well-known concept of nodal pricing as the most preferable market configuration. Nodal pricing minimises costs (0.2-1.6 b€/year lower) and CO2 emissions (0.6-5.6 Mton/year lower) with respect to alternative market designs investigated. The performance of the different market designs is highly influenced by the overall architecture of the offshore grid, and the rest of the energy system. E.g., flexibility options help reducing the spread between the designs. But the results are robust: nodal pricing in offshore grids emerges as the preferable market configuration for a cost-effective energy transition to carbon neutrality.
摘要:海上电网由多个相互影响的输电和发电装置组成,连接多个国家的海岸,预计将在具有成本效益的能源转型中发挥重要作用。这种扩展到新物理空间的大规模新基础设施需要新的海上能源市场设计。今天有关这些设计的决策将影响未来离岸电网的整体价值潜力。本文研究了不同的可能市场配置及其对运营成本、所需拥堵管理以及价格和排放的影响。我们采用了先进的综合能源系统优化技术,并将其应用于 2050 年前北海地区的一个研究案例。我们的分析证实了众所周知的节点定价概念,即最理想的市场配置。与其他市场设计相比,节点定价最大限度地降低了成本(低 0.2-1.6 亿欧元/年)和二氧化碳排放量(低 0.6-5.6 百万吨/年)。不同市场设计的性能在很大程度上受到离岸电网整体结构和能源系统其他部分的影响。例如,灵活性选项有助于缩小不同设计之间的差距。但结果是稳健的:离岸电网中的节点定价是具有成本效益的能源过渡到碳中和的最佳市场配置。
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引用次数: 0
Book Review: Petroleum Resource Management in Africa, Lessons from Ten Years of Oil and Gas Production in Ghana 书评:非洲石油资源管理,加纳十年石油和天然气生产的经验教训
Pub Date : 2024-03-13 DOI: 10.1177/01956574241235113
A. Adenikinju
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引用次数: 0
Congestion Risk, Transmission Rights, and Investment Equilibria in Electricity Markets 电力市场中的拥堵风险、输电权和投资均衡
Pub Date : 2024-01-01 DOI: 10.5547/01956574.45.1.sris
S. Risanger, J. Mays
ABSTRACT Financial instruments that help provide revenue certainty are fundamental for project finance in liberalized electricity markets. Improved management of locational risk caused by network congestion is becoming increasingly important with a growing share of production from geographically remote renewable resources. Nodal markets have financial transmission rights (FTRs) to enable participants to manage locational risk, but there is no evidence that FTRs have been used to support project finance. Through a stochastic equilibrium model in which market participants invest in production assets and trade risk, we show that long-term FTRs promote surplus-maximizing generation investments and reduce the cost of capital. Investors pair them with energy price hedges and thus protect themselves against both types of risk. Our results suggest that altering the definition and allocation of FTRs to match the needs of project finance, e.g., by enabling new generators to procure a long-term right at the time of interconnection, could help ensure a complete risk market and encourage efficient investments.
摘要 有助于提供收益确定性的金融工具是自由化电力市场项目融资的基础。随着地理位置偏远的可再生资源的生产份额不断增加,改善对网络拥堵造成的定位风险的管理变得越来越重要。节点市场拥有金融输电权(FTR),使参与者能够管理定位风险,但没有证据表明金融输电权被用于支持项目融资。通过市场参与者投资生产资产并进行风险交易的随机均衡模型,我们发现长期的金融输电权可促进盈余最大化的发电投资并降低资本成本。投资者将其与能源价格对冲配对,从而保护自己免受这两种风险的影响。我们的研究结果表明,改变固定收益交易权的定义和分配以满足项目融资的需求(例如,让新的发电企业在并网时就能购买长期收益权),有助于确保一个完整的风险市场并鼓励高效投资。
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引用次数: 0
Frequent Auctions for Intraday Electricity Markets 日内电力市场的频繁拍卖
Pub Date : 2024-01-01 DOI: 10.5547/01956574.45.1.cgra
C. Graf, Thomas Kuppelwieser, D. Wozabal
ABSTRACT Continuous trading is currently becoming the standard for intraday electricity markets. In this paper, we propose frequent auctions as a viable alternative. We argue that batching orders in auctions potentially leads to lower liquidity cost, more reliable, less noisy price signals, and allows for better alignment of market outcomes with the technical realities of the transmission grid. In an empirical study, we compare the German continuous intraday market with counterfactual outcomes from frequent auctions. We find that traded volumes tend to be higher for continuous trading; however, the auction market benefits from lower liquidity costs and less noisy price signals. Furthermore, we critically discuss the suitability of continuous trading in the presence of network constraints and technical restrictions of conventional units. Taken together these findings suggest that in sparsely traded intraday markets, pooling orders in frequent auctions may be beneficial.
摘要 连续交易目前已成为日内电力市场的标准。在本文中,我们提出频繁拍卖作为一种可行的替代方案。我们认为,在拍卖中分批下单可能会降低流动性成本,使价格信号更可靠、噪音更小,并使市场结果与输电网的技术现实更加一致。在一项实证研究中,我们将德国连续盘中市场与频繁拍卖的反事实结果进行了比较。我们发现,连续交易的交易量往往更高;然而,拍卖市场得益于较低的流动性成本和较少的价格信号噪音。此外,我们还批判性地讨论了连续交易在网络限制和传统单位技术限制下的适用性。总之,这些研究结果表明,在交易稀少的盘中市场,在频繁拍卖中汇集订单可能是有益的。
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引用次数: 0
BOOK REVIEWS: Petroleum Resource Management in Africa, Lessons from Ten Years of Oil and Gas Production in Ghana, Edited by Theophilus Acheampong and Thomas Kojo Stephens; OPEC and the World’s Energy Future: Its Legacy and Promise, by Mohammed A. Alsahlawi 书评:非洲的石油资源管理,加纳石油和天然气生产十年的经验教训》,Theophilus Acheampong 和 Thomas Kojo Stephens 编著;《欧佩克与世界能源的未来》,Mohammed A. Alsahlawi 著:欧佩克与世界能源未来:其遗产与承诺》,穆罕默德-A-阿尔萨赫拉维著。
Pub Date : 2023-11-15 DOI: 10.1177/01956574202445011
A. Adenikinju, Jennifer Considine
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引用次数: 0
Manufacturing in a Natural Resource Based Economy: Evidence from Canadian Plants 自然资源导向型经济中的制造业:来自加拿大工厂的证据
Pub Date : 2023-01-01 DOI: 10.5547/01956574.44.1.smos
Saeed Moshiri, Gry Ostenstad, and Wessel N. Vermeulen
Abstract: This study investigates the effects of an oil boom on manufacturing plants performance. First, we derive several predictions using a model of heterogeneous firms. Second, we test these predictions on a plant level dataset using the Canadian Annual Survey of Manufacturers for 2000–2010. We exploit the time variation of the booming natural resource sector revenue in an oil-producing area in combination with the location of manufacturing plants to create an exogenous treatment variable. The outcome variables include plant level wages, employment, sales, and exports. We find that initial plant level productivity provides an important differentiation in average plants effects. Plants that are more productive become more likely to export in response to the oil boom, while less productive plants become less likely to export. Exporting firms become more likely to increase wages relative to non-exporting firms, but less likely to increase employment. While there is a great variety in the effect by sector, we do not observe that industry linkages with the resource industry drive plant performance.
摘要:本研究旨在探讨石油繁荣对制造工厂绩效的影响。首先,我们使用异质企业模型得出了几个预测。其次,我们使用2000-2010年加拿大制造商年度调查在工厂层面的数据集上测试这些预测。我们利用石油产区蓬勃发展的自然资源部门收入的时间变化,结合制造工厂的位置来创建一个外生处理变量。结果变量包括工厂水平工资、就业、销售和出口。我们发现初始植株水平的生产力在平均植株效应中提供了重要的差异。在石油繁荣的背景下,生产率较高的工厂更有可能出口,而生产率较低的工厂则不太可能出口。与非出口企业相比,出口企业增加工资的可能性更大,但增加就业的可能性更小。虽然不同行业的影响差异很大,但我们没有观察到与资源行业的行业联系会推动工厂绩效。
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引用次数: 1
Are Energy Endowed Countries Responsible for Conditional Convergence? 能源丰富的国家对条件趋同负责吗?
Pub Date : 2020-04-29 DOI: 10.5547/01956574.43.3.moli
Matthew E. Oliver, G. Upton
We test for economic convergence in GDP per capita and consumption per capita within two distinct sets of countries: those with significant (and plausibly exogenous) fossil fuel (FF) endowments and those without such endowments. Among countries with FF endowments, we find evidence of both absolute and conditional convergence across both macroeconomic dimensions, as indicated by standard P- and o-convergence tests. By contrast, we do not find robust evidence of convergence among countries without FF endowments. This pattern—convergence among FF-endowed and non-convergence among non-endowed countries—is robust to changes in the sample period, controlling for potential resource curse effects, and is largely consistent across growth components. We discuss the implications for economic development and comment on its implications for global decarbonization policies.
我们检验了两组不同国家在人均国内生产总值和人均消费方面的经济趋同性:一组是拥有重要(且看似外生)化石燃料禀赋的国家,另一组是不拥有化石燃料禀赋的国家。在拥有化石燃料禀赋的国家中,我们发现了宏观经济两个维度的绝对趋同和条件趋同的证据,标准的 P 趋同和 o 趋同检验也表明了这一点。与此相反,我们在不具备外资禀赋的国家中没有发现有力的趋同证据。这种模式--禀赋森林资源的国家之间趋同,而非禀赋森林资源的国家之间不趋同--在控制潜在的资源诅咒效应的情况下,对样本期的变化是稳健的,并且在不同的增长要素之间基本一致。我们讨论了这对经济发展的影响,并评论了其对全球去碳化政策的意义。
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引用次数: 10
Natural Gas Storage Forecasts: Is the Crowd Wiser? 天然气存储预测:群众更聪明吗?
Pub Date : 2020-03-06 DOI: 10.5547/01956574.41.5.afer
Adrian Fernández-Pérez, Alexandre Garel, Ivan Indriawan
This paper examines the usefulness of crowdsourced relative to professional forecasts for natural gas storage changes. We find that crowdsourced forecasts are less accurate than professional forecasts on average. We investigate possible reasons for this inferior performance and find evidence of a greater divergence of opinions and a lower incorporation of publicly available information among crowd analysts. We further show that crowdsourced consensus forecast does not influence the market’s expectation of gas storage changes beyond what is already contained in professional consensus forecast, suggesting that crowdsourced forecasts provide little new information. Overall, our results indicate that the incremental usefulness of crowdsourced forecasts for gas market stakeholders is very limited.
本文研究了众包预测相对于专业预测对天然气储存变化的作用。我们发现,众包预测的平均准确度低于专业预测。我们研究了造成这种较差表现的可能原因,发现有证据表明,众包分析师的意见分歧较大,对公开信息的吸收程度较低。我们进一步发现,众包共识预测并没有影响市场对储气变化的预期,超出了专业共识预测的范围,这表明众包预测几乎没有提供新的信息。总之,我们的研究结果表明,众包预测对天然气市场利益相关者的增量作用非常有限。
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引用次数: 1
期刊
The Energy Journal
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