Journal
ENERGY POLICY
Volume 177, Issue -, Pages -Publisher
ELSEVIER SCI LTD
DOI: 10.1016/j.enpol.2023.113515
Keywords
Energy vulnerability; Data-driven protocol; Principal components analysis; Fuzzy clustering; Non-interconnected islands; Greece
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Islands face structural handicaps and energy problems, which require the definition of relevant energy vulnerability metrics. Commonly used Key Performance Indicators (KPIs) cannot capture the diverse characteristics of different island regions. A flexible data-driven protocol is proposed to generate and aggregate KPIs in a meaningful way. The protocol is evaluated using the Aegean Sea in Greece, and Principal Component Analysis (PCA) is used to formulate new variables and assess vulnerability. The protocol's sensitivity and adjustability as a regional-level policy tool are also discussed.
Islands often suffer from structural handicaps and considerable energy problems, with the definition of relevant energy vulnerability metrics being both essential and challenging. On that basis, we argue that commonly used Key Performance Indicators (KPIs) are not able to capture the special and diverse characteristics that describe different island regions. Against this backdrop, a flexible data-driven protocol is proposed, which is able to generate and also properly aggregate KPIs in a meaningful and explanatory way. The protocol's ability to assess vulnerability is evaluated using the area of the Aegean Sea in Greece, engaging the numerous non-interconnected island power systems of the region. Under this exercise, we use the generated KPIs to formulate new variables, using Principal Component Analysis (PCA). The emerging principal components, which describe the energy vulnerability space, are associated with Resilience, Efficiency and Dependence and constitute the basis for computing the vulnerability metric. The components are also exploited for clustering the individual power systems into groups of different vulnerability status. Moreover, we put effort in assessing the sensitivity and adjustability of the proposed protocol as a regional-level policy tool and provide extensive discussion of the interrelations of the examined islands and their reflections on energy vulnerability.
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