Reliability and forced outages: Survival analysis with recurrent events

IF 1.3 4区 经济学 Q3 ECONOMICS Japan and the World Economy Pub Date : 2023-09-04 DOI:10.1016/j.japwor.2023.101213
Majah-Leah V. Ravago , Karl Robert Jandoc , Miah Maye Pormon
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Abstract

This paper empirically investigates the contributory factors to forced outage declarations of power plants through a survival analysis model with recurrent events. Using plant-level data in the Philippines, we find that higher reserve margins, higher share capacity (a measure of concentration), and the number of planned outages and days since the last maintenance (preventive maintenance indicators) reduce the risk of forced outages. On the other hand, an increase in the use rate (a measure of the intensity of power plant utilization) and geothermal, solar, and biodiesel plants correlate positively to more forced outages. Focusing on episodes where outages were disproportionately higher in the past decade— we find that thinning reserve margin correlates significantly to forced outage incidence. We also find that a higher share of a power firm’s capacity to the system’s total dependable capacity contributes to lowering the risk of forced outages.

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可靠性和强制停电:复发事件的生存分析
本文通过具有周期性事件的生存分析模型,对电厂强制停运的影响因素进行了实证研究。利用菲律宾的工厂级数据,我们发现较高的储备边际、较高的共享容量(集中度的衡量标准)以及计划停机次数和自上次维护以来的天数(预防性维护指标)降低了强制停机的风险。另一方面,能源使用率的增加(衡量发电厂利用强度的指标)以及地热、太阳能和生物柴油发电厂与更多的强制停电呈正相关。在过去的十年中,我们关注的是停电率不成比例地高的事件,我们发现储备边际的减少与强制停电发生率显著相关。我们还发现,电力公司的容量在系统总可靠容量中所占的比例越高,就越有助于降低强制停电的风险。
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来源期刊
CiteScore
2.60
自引率
0.00%
发文量
26
审稿时长
46 days
期刊介绍: The increase in Japan share of international trade and financial transactions has had a major impact on the world economy in general and on the U.S. economy in particular. The new economic interdependence between Japan and its trading partners created a variety of problems and so raised many issues that require further study. Japan and the World Economy will publish original research in economics, finance, managerial sciences, and marketing that express these concerns.
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