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This study introduces a hybrid decision-making framework to evaluate and prioritize energy retrofit strategies in airport infrastructure, addressing the dual goals of sustainability and operational feasibility. The proposed model integrates the Non-Dominated Sorting Genetic Algorithm II (NSGA-II) for generating Pareto-optimal solutions, K-Means clustering for classifying strategies, and the Pythagorean Fuzzy Analytic Hierarchy Process (PFAHP) for prioritizing alternatives under uncertainty. The framework was applied to a representative mid-sized international airport scenario, constrained by a maximum budget of $1 million, implementation timelines of up to 18 months, and an operational disruption threshold of 3 on a 5-point scale. Nine distinct retrofit strategies were identified, with costs ranging from $850,000 to $1,000,000 and energy savings between 20% (250,000 kWh) and 30% (360,000 kWh) annually. Carbon reductions ranged from 15% (approximately 102 metric tons per year) to 30% (around 144 metric tons per year), while implementation times varied from 6.16 to 11.92 months. Disruption levels ranged from minimal (1.23) to moderate (5.00). Among these, Solution 9 achieved the highest overall priority score (0.708), offering 30% energy and carbon savings at a cost of $1,000,000, with an 11.03-month timeline and moderate disruption level (4.09). Cluster analysis grouped solutions into three profiles: low-cost (average cost $859,375, energy savings 20.63%), balanced (average cost $906,250, energy savings 23.75%), and high-impact (average cost $973,750, energy savings up to 30%). Sensitivity analysis further confirmed the robustness of the prioritization, with only minor score fluctuations under adjusted scenarios. These findings provide concrete, actionable guidance for airport decision-makers to support strategic energy retrofit investments aligned with ICAO's CORSIA framework and UN Sustainable Development Goals, enabling tangible progress toward net-zero operations.
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http://dx.doi.org/10.1038/s41598-025-12438-0 | DOI Listing |
J Colloid Interface Sci
September 2025
Department of Chemical and Materials Engineering, National Yunlin University of Science and Technology, 123 University Road, Section 3, Douliou, Yunlin 64002, Taiwan.
Urea electrolysis holds tremendous promise to remediate urea-containing wastewater and produce cost-effective hydrogen. Achieving highly efficient and durable electrocatalysts to drive the anodic urea oxidation reaction (UOR) is paramount to promote its practical applications. Herein, electroless deposition, a scalable, cost-effective, and energy-saving approach, is used to obtain amorphous Ni-Co-P nanoparticles.
View Article and Find Full Text PDFSmall
September 2025
College of Environment and Climate, Jinan University, Guangzhou, 511443, China.
Membrane technology for gas separation is more efficient and energy-saving than thermally driven processes, including cryogenic distillation and adsorption. Metal-organic framework (MOF) and related glass membranes hold great potential for precise gas separation, but it remains challenging to construct ultrathin MOF glass membranes and optimize their transport pathways. In this study, a strategy based on vapor-linker deposition and melt-quenching is reported to design ultrathin zeolitic imidazolate framework (ZIF) glass membranes with node-missing defect passageways.
View Article and Find Full Text PDFEnviron Sci Pollut Res Int
September 2025
Vellore Institute of Technology, Vellore, 632014, Tamil Nadu, India.
The significant global energy consumption strongly emphasizes the crucial role of net-zero or green structures in ensuring a sustainable future. Considering this aspect, incorporating thermal insulation materials into building components is a well-accepted method that helps to enhance thermal comfort in buildings. Furthermore, integrating architectural components made from solid refuse materials retrieved from the environment can have significant environmental benefits.
View Article and Find Full Text PDFEnviron Sci Technol
September 2025
The Grainger College of Engineering, Department of Civil and Environmental Engineering, University of Illinois Urbana-Champaign, Urbana, Illinois 61801, United States.
Wastewater solids management is a key contributor to the operational cost and greenhouse gas (GHG) emissions of water resource recovery facilities (WRRFs). This study proposes a 'waste-to-energy' strategy using a hydrothermal liquefaction (HTL)-based system to displace conventional energy- and emission-intensive practices. The proposed system directs HTL-produced biocrude to oil refineries and recovers regionally tailored nitrogen and phosphorus fertilizers.
View Article and Find Full Text PDFJ Chem Phys
September 2025
Department of Chemistry, KU Leuven, B-3001 Leuven, Belgium.
We model Auger spectra using second-order Møller-Plesset perturbation (MP2) theory combined with complex-scaled basis functions. For this purpose, we decompose the complex MP2 energy of the core-hole state into contributions from specific decay channels and propose a corresponding equation-of-motion (EOM) method for computing the doubly ionized final states of Auger decay. These methods lead to significant savings in computational cost compared to our recently developed approaches based on coupled-cluster theory [F.
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