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Time Series Modeling for U.S. Natural Gas Forecasting

机译:美国天然气预测的时间序列建模

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Faced with diminishing supplies of domestic crude oil andrnincreased demand for energy, the US has come to rely onrnimported crude and domestic supplies of natural gas. Duringrnthe last decade US natural gas production has risen about 10%,rnbut it still fails to meet demand. This failure has resulted inrnsignificant increases in natural gas prices. We believe thatrndeveloping a reliable method to forecast US natural gasrnproduction rates and reserves will benefit gas producers,rnconsumers and policy makers.rnThis paper presents one methodology for developingrnforecasting models for predicting U.S. natural gas production,rnproved reserves, and annual depletion to year 2025 using arnstochastic (time series) modeling approach. The methodologyrnis not mechanistic. A mechanistic model would examinernindividual geologic settings, exploration success, the physicsrnof gas production and the rate of exploitation for provinces,rnbasins, and reservoirs. However, to do so would result in anrnextraordinarily massive model that would be difficult, if notrnimpossible, to develop and use. Instead we used a simplerrnapproach which takes advantage of established trends in easilyrnobtained published data.rnVarious time series models were tested and validated usingrndata that are not used in the mathematical development of thernmodels. Having adequately validated these time series modelsrnusing historical data we believe that they can be used to makernat least short time forecasts. Comparison of results of thisrnstudy with other published forecast is also presented. Ourrnforecasts show that U.S. gas production rate will maintain arnproduction plateau of 18.7 Tcf/yr from 2005 to 2008 afterrnwhich gas production will increase gradually from 19.0 Tcf/yrrnin 2010 to reach 22.5 Tcf/yr in 2025. We predict that U.S. gas production will have an average annual rate of increase ofrn0.5% from 2005 to 2015 after which the average annual rate ofrnchange of production will increase to 1.2% for the period ofrn2015 to 2025. Our forecasts also show that U.S. gas depletionrnrate will increase from 10.6%/yr in 2005 to 13.4%/yr in 2025.rnWhile the reserves discovery rate increases, U.S. gas provedrnreserves are predicted to increase from 197 Tcf in 2005 to 215rnTcf in 2010. Afterwards, the gas proved reserves will increasernat an annual rate of 1.3% and are expected to reach 263 Tcf inrn2025.
机译:面对国内原油供应减少和能源需求增加,美国已开始依赖进口原油和国内天然气供应。在过去十年中,美国天然气产量增长了约10%,但仍不能满足需求。这次失败导致天然气价格大幅上涨。我们认为,开发一种可靠的方法来预测美国天然气的生产率和储量将使天然气生产商,消费者和政策制定者受益。本文提供了一种方法,用于开发基于预测的预测美国天然气产量,提高的储量以及到2025年的年耗的预测模型。 (时间序列)建模方法。方法论不是机械的。一个机械模型将检查单个地质环境,勘探成功,物理沼气产量以及各省,盆地和储层的开采率。但是,这样做将导致非常庞大的模型,即使不是不可能的,也很难开发和使用。取而代之的是,我们使用了一种简单的方法,该方法利用了容易获得的已发布数据中已建立的趋势。rn使用不在模型的数学开发中使用的数据对各种时间序列模型进行了测试和验证。充分利用历史数据验证了这些时间序列模型后,我们相信它们至少可以用于做出短期预测。还提出了本研究结果与其他已发表预测的比较。我们的预测显示,从2005年到2008年,美国的天然气生产率将保持在每年18.7 Tcf / yr的生产平稳期,此后天然气产量将从2010年的19.0 Tcf / yr逐渐增加到2025年的22.5 Tcf / yr。我们预测美国的天然气产量将达到2005年至2015年的年平均增长率为0.5%,此后,2015年至2025年的年平均产量变化率将提高至1.2%。我们的预测还显示,美国的天然气枯竭率将从2006年的10.6%/年增加从2005年到2025年的年增长率为13.4%。rn虽然探明天然气的探明储量将从2005年的197 Tcf增加到2010年的215rnTcf。此后,探明的天然气探明储量将以每年1.3%的速度增长。达到263 Tcf inrn2025。

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