Application of Big Data in Air-conditioning Field by Chen Huanxin, Liu Jiangyan, Hu Yunpeng, Li Guannan

“…Applications of big data in air-conditioning field are generalized mainly on system optimization, fault detection and diagnosis, building energy prediction, allocation of enterprise human and capital resource, personalized customization etc. …”
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Unraveling the metabolic landscape of Exophiala spinifera strain FM: Model reconstruction, insights into biodesulfurization and beyond. by Hamta Babaei Naeij, Zahra Etemadifar, John Kilbane, Mohammad Hossein Karimi-Jafari, Sepideh Mofidifar

“…We focused on understanding the cost associated with metabolites in sulfur assimilation pathway to assess economic feasibility, optimize resource allocation, and guide metabolic engineering and process design. …”
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A dynamic early warning model based on LSTM-AM for property-based elderly care resource shortages in urban-rural integrated counties in China by Qingheng Sun

“…Abstract As China’s aging problem intensifies and urban-rural resource allocation remains uneven, the shortage of property-based elderly care service resources in counties within urban-rural integration zones has become increasingly prominent. …”
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Geospatial Planning for Least-Cost Electrification in Developing Countries by Nicolò Ceccato, Corrado Maria Caminiti, Aleksandar Dimovski, Marina Petrelli, Midas Caubergs, Marco Merlo

“…To address the challenges of processing vast geospatial data, handling complex and computationally intensive network design, and making detailed yet accessible economic assessments, this work introduces a Buffering plugin for community identification and a Grid Routing and Cost Allocation plugin for network design and economic assessment, both integrated into the open-source QGIS platform. …”
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Combined impacts of climate change and human activities on blue and green water resources in a high-intensity development watershed by X. Tan, B. Liu, X. Tan, X. Tan, Z. Huang, J. Fu

“…These findings can guide the optimization of the allocation of blue and green water resources between upper and lower reach areas in DRB and further improve the understanding of blue and green water evolution patterns in humid regions.…”
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Development of deep learning models for high-resolution exposome mapping and health impact assessment by Lan Luan, Zhu Daoyu

“…Traditional exposome mapping methods often face limitations, such as low spatial-temporal resolution, challenges in integrating multi-modal data sources, and inadequate handling of uncertainties in exposure quantification.MethodsTo address these gaps, we introduce an innovative framework that leverages advanced deep learning techniques, adaptive optimization strategies, and multi-scale data integration to achieve high-resolution exposome modeling. …”
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Interactions and tradeoffs for sustainability, equity, and resilience in wasted food models by Tiruwork B Tibebu, Siyu Li, Mariana Torres Arroyo, Katherine Lessard, Joe F Bozeman III, Yongyang Cai, Jessica A Gephart, Megan Konar, Young-Jae Lee, Xiaobo Romeiko, Jessye Talley, Sauleh Siddiqui

“…The model applies a convex nonlinear optimization to determine the allocation of wasted food to different management alternatives, optimizing for economic (net cost), sustainability (emissions reductions or energy savings), or equity (distribution of per-capita cost or emissions reduction impacts). …”
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Robust Planning for Hydrogen-Based Multienergy System Considering P2HH and Seasonal Hydrogen Storage by Shufan Wang, Dong Yang, Linglu Zhang, Lingzhi Chenmei

“…To tackle the unstable factors introduced by renewable sources and varying loads, we apply robust optimization and stochastic programming theory to improve the robustness of the planning results. …”
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Enhancing Startup Financing Success Prediction Based on Social Media Sentiment by Zhen Qiu, Yifan Qu, Shaochen Yang, Wuji Zhang, Wei Xu, Hong Zhao

“…Traditional financing prediction models typically focus on a company’s financial indicators to explore the impact of factors such as resource allocation and strategic choices on financing success, yet they often overlook the important role of social media as an external source of information in influencing financing performance. …”
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Dynamic weighting factor assignment method for the predictive control of electrical drives by Kristóf Bándy, Péter Stumpf

“…Abstract This article presents an innovative approach for real‐time allocation of weighting factor values in model predictive control of electrical drive systems. …”
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Digital Twin Water Resource Scheduling and Management Platform for Irrigation Areas by XIAO Hong-yu, CHEN Shi-lei, WANG Shuai, HOU Jun, CHEN Li-li

“…The dynamic simulation and analysis of water allocation plans generated by the integrated model of “inflow prediction-water demand prediction-dynamic canal system water distribution” were performed, continuously iterating and optimizing scheduling plans to assist in the scientific development of joint water resource scheduling plans for the canal gate groups in the irrigation area. …”
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Subsystem of information interaction in the system of collecting medical statistical data by Alexander A. Lisnenko, Veronica A. Asmus, Timofey A. Asmus

“…As part of the digital transformation of the healthcare system, the process of collecting medical statistics is being optimized. One of the optimization tools is the introduction of electronic medical document management, where each document is presented in the form of a structured electronic medical document. …”
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Integrative Analysis of Transcriptomic and Metabolomic Profiles Uncovers the Mechanism of Color Variation in the Tea Plant Callus by Mengna Xiao, Yingju Tian, Ya Wang, Yunfang Guan, Ying Zhang, Yuan Zhang, Yanlan Tao, Zengquan Lan, Dexin Wang

“…AC activates the photosynthesis of callus by regulating carbon source allocation and upregulating the expression of key genes in the <i>psa</i>, <i>psb</i>, and <i>pet</i> families within the photosynthetic system. …”
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Superimposed Training-Based Channel Estimation for MIMO Relay Networks by Xiaoyan Xu, Jianjun Wu, Shubo Ren, Lingyang Song, Haige Xiang

“…Through the superposition of a group of additional training vectors at the relay subject to power allocation, the separated estimates of the source-relay and relay-destination channels can be obtained directly at the destination, and the accordance with the two-hop AF strategy can be guaranteed at the same time. …”
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AutoML based workflow for design of experiments (DOE) selection and benchmarking data acquisition strategies with simulation models by Xukuan Xu, Donghui Li, Jinghou Bi, Michael Moeckel

“…Abstract Design of experiments (DOE) is an established method to allocate resources for efficient parameter space exploration. …”
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Hybrid LSTM–Transformer Architecture with Multi-Scale Feature Fusion for High-Accuracy Gold Futures Price Forecasting by Yali Zhao, Yingying Guo, Xuecheng Wang

“…This research proposes innovative cross-modal fusion frameworks for gold futures forecasting, providing financial institutions with robust quantitative tools to enhance asset allocation optimization and strengthen risk hedging strategies. …”
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Regional disparities and influencing factors of health production efficiency: evidence from China by Hongwei Li, Ruixin Wang, Hongliang Wang

“…This study can assist the government in optimizing the allocation of healthcare resources, reducing regional health disparities, and formulating more equitable health policies.…”
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Community Empowerment through the Food Security Program: A Case Study of Nagari Anam Koto Selatan, Kecamatan Kinali, Kabupaten Pasaman Barat by Helti Handraini, Zikri Alhadi

“…The study underscores the need to strengthen HR capacity through locally tailored training, provide intensive post‐training mentoring, optimize the allocation of Village Funds for production facilities and infrastructure, and reinforce local institutions such as the LPMN, PKK, and Karang Taruna. …”
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Role,application and challenges of IoT in smart EV charging management:a review by Tripti Kunj, Kirti Pal

“…Furthermore, the synergy between IoT and renewable energy sources, such as solar power, is explored as a pathway to further optimize charging efficiency and minimize environmental impact. …”
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Will centralized drug procurement policy improve enterprises’ total factor productivity? by Xin Li, Ran Tao, Wenxue Zou, Yuning Jin

“…To reconcile public welfare objectives with corporate sustainability, we propose dual optimization strategies: differentiated financing support and innovation incentive reform. …”
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