Reliability and Forced Outages: Survival Analysis with Recurrent Events

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...

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Main Authors: Ravago, Majah-Leah V, Jandoc, Karl Robert, Pormon, Miah Maye
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Published: Archīum Ateneo 2023
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Online Access:https://archium.ateneo.edu/economics-faculty-pubs/200
https://doi.org/10.1016/j.japwor.2023.101213
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Institution: Ateneo De Manila University
id ph-ateneo-arc.economics-faculty-pubs-1200
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spelling ph-ateneo-arc.economics-faculty-pubs-12002024-03-04T07:24:57Z Reliability and Forced Outages: Survival Analysis with Recurrent Events Ravago, Majah-Leah V Jandoc, Karl Robert Pormon, Miah Maye 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. 2023-12-01T08:00:00Z text https://archium.ateneo.edu/economics-faculty-pubs/200 https://doi.org/10.1016/j.japwor.2023.101213 Economics Department Faculty Publications Archīum Ateneo Forced outage Philippines Recurring events Survival analysis Economics Oil, Gas, and Energy Social and Behavioral Sciences
institution Ateneo De Manila University
building Ateneo De Manila University Library
continent Asia
country Philippines
Philippines
content_provider Ateneo De Manila University Library
collection archium.Ateneo Institutional Repository
topic Forced outage
Philippines
Recurring events
Survival analysis
Economics
Oil, Gas, and Energy
Social and Behavioral Sciences
spellingShingle Forced outage
Philippines
Recurring events
Survival analysis
Economics
Oil, Gas, and Energy
Social and Behavioral Sciences
Ravago, Majah-Leah V
Jandoc, Karl Robert
Pormon, Miah Maye
Reliability and Forced Outages: Survival Analysis with Recurrent Events
description 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.
format text
author Ravago, Majah-Leah V
Jandoc, Karl Robert
Pormon, Miah Maye
author_facet Ravago, Majah-Leah V
Jandoc, Karl Robert
Pormon, Miah Maye
author_sort Ravago, Majah-Leah V
title Reliability and Forced Outages: Survival Analysis with Recurrent Events
title_short Reliability and Forced Outages: Survival Analysis with Recurrent Events
title_full Reliability and Forced Outages: Survival Analysis with Recurrent Events
title_fullStr Reliability and Forced Outages: Survival Analysis with Recurrent Events
title_full_unstemmed Reliability and Forced Outages: Survival Analysis with Recurrent Events
title_sort reliability and forced outages: survival analysis with recurrent events
publisher Archīum Ateneo
publishDate 2023
url https://archium.ateneo.edu/economics-faculty-pubs/200
https://doi.org/10.1016/j.japwor.2023.101213
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