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... fossil fuels have historically been the main electricity generation source, the fraction of electric power produced from these traditional power plants has steadily decreased in recent years in favor of renewable energy sources. Fossil fuels provide about 50 percent of the total electricity generated in the European Union, as shown in Figure 2. Hydroelectric power production plants are concentrated in the transalpine range, the Carpathians and the Scandinavian countries, and accounted for 12% of total generation in 2016. ...

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... It offers a substantial amount of information, operates with high efficiency, and enables rapid and effective large-scale disaster monitoring and assessment. The electricity system and building infrastructure are often influenced by disasters, which can result in widespread power outages [2][3][4], and a noticeable reduction in nighttime light (NTL) intensity. Daytime imagery, used primarily for assessing surface structural failures, and NTL images are more dominant in capturing the dynamics of human activity and interruptions [5]. ...
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The power system is one of the most important urban lifeline engineering systems. Identifying the damage to the power system is an important task in earthquake disaster assessments. Considering the importance of timeliness and accessibility, a hyperparameter optimization model is proposed to address the assessment of disaster losses in power systems on earthquakes. The power system vulnerability on earthquakes, PSVE, is assessed by the hyperparameter optimization model based on nighttime light information. Through the utilization of the computational resources provided by Google Earth Engine, the accuracy of the baseline model has been significantly improved to 87.9%; meanwhile, the cost-effectiveness in the evaluation process is maintained. The PSVE-based damage evaluation has the potential to aid in assessing earthquake damage to cities’ energy supply, power infrastructure, and lighting. Furthermore, the PSVE-based damage evaluation can provide valuable guidance for prioritizing and efficiently allocating resources for rapid repair and reconstruction efforts.
... Any disruption to these systems can have significant implications for the economy and society. Due to the crucial nature of these infrastructure systems, governments around the world have established regulatory frameworks designed to ensure that they can remain at acceptable levels of service even during periods of disruption [9,10]. These frameworks include legislation that governs the design of critical systems and the need to maintain sufficient redundancy to allow for repairs and maintenance during periods of system failure [9]. ...
... Instead of passively responding to a disaster, there are many actions, processes, policies and procedures that can be adopted before, during, and after the event to safeguard the uninterruptible power provision to critical loads. Resilience also requires the network reconfiguration to face multiple threats and the improvement of response times (Karagiannis et al. 2017). However, according to the International Energy Agency (IEA), only a small percentage (16%) of IEA family countries have planned specific climate resilience enhancement actions across the electricity supply chain in their national portfolios (IEA 2020). ...
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... According to [42], short power outages lasting up to 60 min are the most common in Italy, especially during summer. However, in the case of earthquakes, as reported in [43], the average recovery time can range from 1 to 4 days, while for floods, it can be as long as 24 h or 3 weeks. The recovery time is highly dependent on the location and the extent of the damage. ...
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... For instance, electric power utilities often maintain small stocks of relatively inexpensive equipment for maintenance and emergencies. Some of the spare parts are difficult to maintain because of their high cost and specificity [47]. Thus, just having a larger number of spare parts necessarily increases resilience meaningfully. ...
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... The recovery time depends on the extent of damage; in some cases changing the route of electricity lines is necessary. The recovery period is generally long(Karagiannis et al., 2017); maintenance is costly. Hence, frequent lightning strikes in a location negatively affect the electric-energy supply and household access to the electricity by damaging electricity grids. ...
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Evidence for road expansion and electrification as drivers of job creation is limited and mixed, with most studies having considered either one or the other, and only in isolation. This paper estimates the average and heterogeneous impacts of road and electricity investments and the interaction of the two on job creation over the past two decades in 27 countries of sub-Saharan Africa. Exploiting the exogenous location of ancestral ethnic homelands, a new instrumental variable is created for road accessibility, inspired by post-independence leaders' agenda of building roads to extend authority over the entire expanse of their country, and to promote nation building. Topography and lightning strike---a key source of damage to electric lines and disruption of service---are used to instrument electricity supply. The paper finds positive and significant effects on employment from enhancing proximity to roads and to electric grids. Moreover, the interaction of the two enhances the effects, making them complementary investments. The impacts of both individual and bundled investments are positive, but with differences between men and women, workers of various ages, and countries at different stages of development. In urban areas, better access to roads and electricity promotes all types of employment. In rural areas, greater access induces a transition from low- to high-skilled occupations. These differential effects suggest that the structural transformation brought about by road and electricity expansion is primarily a rural phenomenon.