Battery technology is widely used in various aspects of modern life, and efficient energy storage is becoming increasingly crucial. Secondary battery technology is continuously developing, and its market value is increasing. Therefore, data analysis is essential for the continued growth of technology in this field. Patent data is commonly analysed to identify technological trends, providing valuable information for technological innovation and competitiveness. Compared to traditional topic modelling techniques based on word occurrence frequency, Bidirectional Encoder Representations from Transformers (BERT) demonstrates superior natural language processing results in generating contextual word and sentence vector representations by considering the semantic similarities of the text. Therefore, this study utilised this model to extract topics. From a total of 6218 patent data, this study extracted core topics and the main keywords for secondary battery technologies between 2013 and 2022 were lithium-ion, electric vehicles, unmanned air vehicles, and solar panels, confirming the accuracy of BERT-based patent analysis. Additionally, this study selected the topics and present their main concepts and trend analysis to provide insights into future research on secondary battery technologies.
This study presents a comprehensive assessment of organisational resilience within Malawi's power grid operator, linking resilience parameters, indicators, and capacities through a detailed case study. Utilising interviews and questionnaires, resilience parameters were obtained. Twenty resilience indicators were identified from established and documented research and were categorised into five distinct capacities: preventive and mitigative, anticipative, absorptive, adaptive, and transformative. This approach addresses a significant gap in the literature on organisational resilience, which often focuses predominantly on adaptive capacity. Our analysis compared resilience strengths and weaknesses, revealing a predominance of the latter, with financial constraint identified as a universal challenge across all capacities. Particularly, the transformative capacity exhibited the largest gaps between strengths and weaknesses, underscoring the operator's challenges in responding to severe disruptions. The findings suggest that resilience in the context of Malawi's power grid operator extends beyond operational capabilities, highlighting the critical importance of robust infrastructure to enhance the overall resilience framework. This work offers practical insights for policymakers and infrastructure managers, particularly in developing countries facing similar challenges. It calls for a strategic realignment towards bolstering transformative capacity and securing financial resources, enhancing critical infrastructure resilience, and underlining these proposed actions' urgency and importance.
Vietnam’s electricity consumption relative to its average national income per capita is significantly higher than that of similar countries like India or China. Current electricity use is not sustainable and in the future may threaten energy supply security. Of the total electricity consumption, the residential sector accounts for up to a third, making it a critical component for policy interventions. We employ a stochastic frontier model and three rounds of nationally representative household living standards surveys from 2014 to 2018 to measure residential electricity efficiency and its determinants in Vietnam. Our result shows that the average electricity efficiency in Vietnam is approximately 75 %. We then discuss Vietnam’s potential electricity savings and recommend improvements which will be necessary if Vietnam wants to accelerate its long-term clean and sustainable energy prospects.
Discussions about nuclear energy in Türkiye are held in the shadow of the political polarization between the People's Alliance and the Nation's Alliance. However, there are no comprehensive studies that have investigated how political polarization affects the social acceptance of nuclear energy. To investigate these effects, face-to-face interviews (n=52) were conducted with people living around the Akkuyu Nuclear Power Plant. The study found two main results: first, the most important factor affecting the social acceptance of nuclear energy is the nuclear energy policies of the political parties they vote for; and second, those who vote for the People's Alliance, which advocates nuclear energy, have a high benefit perception, while those who vote for the Nation's Alliance, which opposes nuclear energy, have a high risk perception. The article concludes that Turkish nuclear energy policy is a highly political issue rather than just a strictly environmental one.