A comprehensive assessment of machine learning models for predictive maintenance using a decision-making framework in the industrial sector

Alexandria Engineering Journal, Journal Year: 2025, Volume and Issue: 120, P. 561 - 583

Published: Feb. 24, 2025

Language: Английский

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Integrated reliability Evaluation of Transportation Self-consistent Energy System Architecture Configuration Schemes Based on Reliability Engineering and Data Uncertainty

Renewable Energy, Journal Year: 2025, Volume and Issue: unknown, P. 122781 - 122781

Published: March 1, 2025

Language: Английский

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Study of the Safety–Economy–Environmental Protection Coordination of Beijing’s Natural Gas Industry Based on a Coupling Coordination Degree Model

Sustainability, Journal Year: 2025, Volume and Issue: 17(6), P. 2686 - 2686

Published: March 18, 2025

Under the guidance of high-quality development goals, energy industry should not only pay attention to level but also coordination effect among multiple elements. In process low-carbon development, natural gas plays an important transitional role as a clean fossil energy. this study, by introducing theoretical perspective trilemma, comprehensive measurement system three-dimensional regional was constructed. Then, in order overcome limitation that is weakened due concentration function values, improved coupling model established based on redefined degree distribution function. Next, actual data from Beijing 2006 2022, safety–economy–environmental protection empirically analyzed, and multi-dimensional factors deeply investigated. The empirical results reveal following: (1) one largest consumption markets China, so economy its relatively high. However, safety environmental needed be improved. This mainly scarce resource endowment, dependence economic growth (2) showed fluctuating upward trend. best, because they coexisted promoted each other at policy level. high, supply security could provide support for market expansion stabilize price levels. Meanwhile, prosperous would stimulate exploration infrastructure extension. study will help plan solving trilemma.

Language: Английский

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Enhancing teacher recruitment and retention through decision-making models in education systems

Scientific Reports, Journal Year: 2025, Volume and Issue: 15(1)

Published: April 30, 2025

Teacher recruitment and retention remain critical challenges for education systems worldwide, with far-reaching implications educational quality institutional sustainability. Traditional approaches often fail to address the complexity of these issues, neglecting interplay multiple conflicting criteria inherent uncertainty in decision-making. This gap necessitates advanced decision-making frameworks that can effectively evaluate prioritize strategies improving teacher retention. To bridge this gap, study introduces a novel framework integrating intuitionistic fuzzy sets (IFSs) handle more effectively. The Entropy method is employed compute objective weights, while ranking comparison (RANCOM) determines subjective ensuring balanced consideration qualitative quantitative factors. weighted aggregated sum product assessment (WASPAS) then applied. validated through sensitivity analysis assess its robustness comparative establish superiority over traditional methods. results identify Golden Ticket Salary Plan [Formula: see text] as optimal strategy, achieving highest (0.3654), followed by (0.3487), (0.3485), (0.3400), (0.2976) (0.2707). order follows: text]. These findings highlight significance structured optimizing workforce management. provides valuable insights policymakers administrators, sustainable advancements

Language: Английский

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Spatiotemporal pattern evolution and driving factors of China's energy transition from a heterogeneity perspective

Journal of Cleaner Production, Journal Year: 2024, Volume and Issue: unknown, P. 144624 - 144624

Published: Dec. 1, 2024

Language: Английский

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