Global burden, subtype, risk factors and etiological analysis of enteric infections from 1990-2021: population based study by Youao Zhang, Youao Zhang, Yuran Zhang, Zhifeng Chen, Zixuan Jia, Yulan Yu, Jieyan Wang, Hui Liang

“…This study aims to investigate the patterns and trends of enteric infections from 1990 to 2021, providing valuable insights for health policy formulation, medical resource allocation, and the optimization of patient management plans.MethodsWe analyzed the Global Burden of Disease (GBD) 2021 for 21 regions and 204 countries to understand better the health burden using prevalence, incidence, mortality, and disability-adjusted life years (DALYs), subtype, risk factors, and etiology. …”
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Quantitative Analysis of Energy Storage Demand in Northeast China Using Gaussian Mixture Clustering Model by Yiwen Yao, Yu Shi, Jing Wang, Zifang Zhang, Xin Xu, Xinhong Wang, Dingheng Wang, Zilai Ou, Zhe Ma

“…This paper analyzes power supply data from Northeast China and models the stochastic characteristics of new energy generation. A joint optimization model for energy storage and thermal power is developed to optimize power allocation for peak shaving and frequency regulation at minimal cost. …”
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Large Language Model-Guided SARSA Algorithm for Dynamic Task Scheduling in Cloud Computing by Bhargavi Krishnamurthy, Sajjan G. Shiva

“…In this paper, the SARSA learning ability is enriched by the guidance of the Large Language Model (LLM), which uses LLM heuristics to formulate the optimal Q function. This integration of the LLM and SARSA for task scheduling provides better sampling efficiency and also reduces the bias in task allocation. …”
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Modelling, controlling and regulating the energy consumption of a hybrid vehicle by Tarraf Mohammad, V. V. Gayevskiy, Deeb Muhammad

“…A control strategy is developed to control the powertrain, the role of which is to select at each instant of time the optimal power allocation between the different power sources in such a way as to minimize fuel consumption and emissions.…”
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A data-driven approach utilizing machine learning (ML) and geographical information system (GIS)-based time series analysis with data augmentation for water quality assessment in M... by Abhijeet Das

“…Our research in Mahanadi River Basin, Odisha, presents an enhanced methodology based on data, specifically designed to be beneficial for Water Quality (WQ) based on Synthetic Pollution Index (SPI) and machine learning models such as Long Short-Term Memory (LSTM) and Sparrow Search Algorithm (SSA), for its analysis and interpretation of extensive, intricate data sets on water quality, as well as the allocation of pollution sources or contributing elements, in order to improve knowledge of the water quality and the planning of monitoring networks for efficient water resource management. …”
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Research on Key Technology of Cloud-edge Coordinated Digital Twin Manufacturing Platform Towards Customized Production by HU Tianliang, ZHOU Shuaichang, MENG Qi, DONG Lili, ZHOU Tingting, LIU Xiaojun

“…First, a virtual-physical synchronous digital-twin model is constructed within a hierarchical cloud-edge framework to tackle the dual challenges of dynamic sensing in complex production systems and the fusion of heterogeneous data sources. Second, an ontology-driven methodology is introduced for building a knowledge base whose continuous evolution and optimization broaden the generalizability of knowledge representations and enhance the accuracy of customized process planning. …”
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Smart Farming Solutions: A User-Friendly GUI for Maize Tassel Estimation Using YOLO With Dynamic and Fixed Labelling, Featuring Video Support by Ata Jahangir Moshayedi, Zhonghua Wang, Maryam Sharifdoust, Arash Sioofy Khoojine, Wei Zhang, Amin Kolahdooz, Jiandong Hu

“…Test 2 validated model performance on 370 images from external sources, where YOLO.SA achieved 97.48% accuracy, outperforming YOLO.LKA (95.13%). …”
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Construction and Overall Protection of Ecological and Marine Cultural Composite Landscape Network in Quanzhou, Fujian by Dongfang LU, Yaru ZHENG, Tianteng HAN, Shunhe CHEN

“…This research aims to explore the construction of an ecological and marine cultural composite landscape network, so as to promote the coupling and coordination between marine culture and the ecological environment, and optimize the allocation of ecological and marine cultural landscape resources. …”
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Microgrid Load Forecasting Based on Improved Long Short-Term Memory Network by Qiyue Huang, Yuqing Zheng, Yuxuan Xu

“…It can provide help for power grid dispatching and decision-making, optimize resource allocation, reduce operation cost, and ensure system safety. …”
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Three-Stage Robust Model for Resilient DERs Planning in Distribution Networks by Zun Guo, Ming Zhou, Jianxiao Wang, Zhaoyuan Wu, Gengyin Li

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Literature review for the topic of automation of scheduling classes and exams in higher education institutions by Wadhah M Al-Gabri

“…At the same time, no papers devoted to developing methods and algorithms for the examination schedules are found among these sources. However, foreign sources are largely devoted to the examination schedules. …”
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Harnessing real-world evidence in pharmacoeconomics: A comprehensive review by Bhatia Nitish

“…The findings emphasize the importance of leveraging RWE to improve healthcare delivery, optimize resource allocation, and support value-based decision-making.…”
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Realization of Integrated Regional Ecological Management Based on Ecosystem Service Supply and Demand Flow Networks: An Example from a Dominant Mineral Resources Development Area by Sheng Xiao, Yanling Zhao, Hui Li, Hairong Deng, Hao Xu, Yimin Xing, Dan Li

“…Overlaying ecological and mining factors, we identified ecological strategic spots, important supply areas, beneficiary areas, and mine priority restoration areas to further optimize the overall layout and rationally allocate the intrinsic structure of the patches based on ES supply and demand.…”
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Evaluation of the coupling coordination effect of Hefei Rail transit station area based on supply and demand matching. by Wangyang Gui, Mengnan Cheng, Tong Zhang, Yifei Guo, Bin Xu

“…Through multi-source data, a "supply-demand" coupling coordination degree model is constructed to evaluate the matching status between the needs of "people" and the supply of facilities and resources in the rail transit station area, and analyze the influence mechanism of the allocation of public service resources in different communities on the rail transit station area, thus constructing a comprehensive analysis framework and practical guidelines for modern urban planning. …”
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Evaluating regional sustainable energy potential through hierarchical clustering and machine learning by Selen Avcı Azkeskin, Zerrin Aladağ

“…The increase in global energy demand, combined with the adverse environmental impacts of fossil fuels, has highlighted the urgency of transitioning to sustainable energy sources. In large and heterogeneous countries like Türkiye, region-specific analyses of sustainable energy potential (SEP) are crucial for formulating effective policies and optimizing resource allocation. …”
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A Comparative Study of Topic Modelling Approaches for User-generated Point of Interest Data by Ravi Satyappa Dabbanavar, Arindam Biswas

“…Our methodology involves compiling Point of Interest (POI) data from various sources for comprehensive analysis. We employ various topic modeling approaches such as Latent Dirichlet Allocation (LDA), Latent Semantic Index (LSI), Hierarchical Dirichlet Process (HDP), and Top2Vec. …”
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Method for rapid deployment of low-cost sensors for a nationwide project in the Internet of things era: Air quality monitoring in Taiwan by Fan-Lun Chen, Kun-Hsing Liu

“…However, the conventional siting optimization methods were inadequate for deploying thousands of sensors. …”
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Strategi Pemerintah Menuju Pariwisata Berkelanjutan di Kawasan Telaga Sarangan by Antin Rakhmawati, Muhammad Nizar

“…However, the government's role as a motivator is still not optimal, requiring outreach efforts, training and allocation of stimulant funds to develop tourism management in the area. …”
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Unlocking renewable energy potential: Overcoming knowledge sharing hurdles in rural EU regions on example of poland, sweden and france. by Justyna Żywiołek, Radosław Wolniak, Wieslaw Wes Grebski, Sunil Tiwari, Marek Matuszewski, Adam Koliński

“…The optimal technological choice for sustainable development lies in renewable energy sources (RES). …”
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Problems of Regional Identification of Production Losses from the COVID-19 Pandemic and their Solutions in the System of International Statistical Standards by A. B. Dukhon, O. I. Obraztsova, N. D. Epshtein

“…Ensuring targeted state support during optimization of the federal resources distribution between regions - is an urgent task that requires accurate regional identification of production losses from the COVID-19 pandemic. …”
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