Detection of child depression using machine learning methods. by Umme Marzia Haque, Enamul Kabir, Rasheda Khanam

“…As a result, our objective is to 1) create a model that can predict depression in children and adolescents aged 4-17 years old, 2) evaluate the results of ML algorithms to determine which one outperforms the others and 3) associate with the related issues of family activities and socioeconomic difficulties that contribute to depression.<h4>Methods</h4>The YMM, the second Australian Child and Adolescent Survey of Mental Health and Wellbeing 2013-14 has been used as data source in this research. …”
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Multi‐objective and multi‐stage low‐carbon planning of park integrated energy system considering random outages from superior power grid by Xunpu Jiang, Zhejing Bao, Jianwei Chen, Miao Yu

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Evaluation of Land Desertification Sensitivity and Ecological Spatial Network Optimization in Gansu Province by Qiu Shi, Yu Qiang, Yang Linzhe, Ma Jun, Wang Ge, Yue Depeng

“…[Methods] By combining the land desertification sensitivity index with ecological networks, nodes in areas with higher sensitivity were selected and optimized by increasing the edges through degree centrality and betweenees centrality analysis. …”
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Review of carbon emission accounting methods in coal enterprises by Yurong ZHENG, Wenbin SUN, Shouhang DU, Linye ZHU, Yuqi HUANG

“…It is more conducive to understanding the carbon emission characteristics of different carbon sources of coal enterprises by selecting representative mining and open-pit coal mines respectively to improve and optimize the carbon emission accounting model and using them as the blueprint for coal enterprise carbon emission accounting. …”
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Multi-route method of work organization for transport vehicles by Sergei A. Azemsha

“…Methods of analysis and generalization of literary sources, the principles of graph theory, formalization and mathematical formulation of the objective function and constraints were used while writing.Conclusions. …”
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Optimizing the Genomic Evaluation Model in Crossbred Cattle for Smallholder Production Systems in India by Kashif Dawood Khan, Rani Alex, Ashish Yadav, Varadanayakanahalli N. Sahana, Amritanshu Upadhyay, Rajesh V. Mani, Thankappan Sajeev Kumar, Rajeev Raghavan Pillai, Vikas Vohra, Gopal Ramdasji Gowane

“…This study aimed to optimize genomic evaluation models for crossbred cattle in South India. …”
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The impact of spatial representation in energy transition modelling on systemwide energy return on investment by Hasret Sahin, Abebe Asfaw Solomon, Arman Aghahosseini, Christian Breyer

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Integrating the circular economy model into the management and treatment of Fischer–Tropsch effluents—a conversion of waste to energy (biogas) opportunity by Mabatho Moreroa, Thapelo P. Malematja, Grace Nkechinyere Ijoma

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Optimal sizing, techno-economic, and environmental assessment of hybrid renewable energy systems by Mohammad Reza Gharib, Amir Mohammadbeigi

“…The paper presents a hybrid power generating system for the University of Torbat Heydarieh in Iran, integrating renewable energy sources, electric batteries, and a diesel generator to minimize Total Annual Costs (TAC) and Total Carbon Dioxide Emissions (TECO2). …”
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Optimization of Calculating Invariants in Petri Nets to Support the Creation of Integration Testing Scenarios by M. G. Dorrer, V. V. Kurokhtin

“…The method uses an original translation process to build a Petri net corresponding to the source eEPC model, to find its invariants and to translate them back into the eEPC notation. …”
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Optimization for threat classification of various data types-based on ML model and LLM by Chaerim Hong, Taeyeon Oh

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Optimization of Electricity Consumption-Associated Costs in a Medium-Sized Logistics Company by Martins Tisenkopfs, Leo Jansons, Ineta Geipele, Sanda Lapuke, Andris Backurs

“…During the research, mixed-type approaches combining qualitative and quantitative research methods and data analysis were employed, where the quantitative methods helped to analyze the company’s electricity consumption and cost changes in different time periods, while the qualitative methods were used in a literature review. …”
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Optimizing public health management with predictive analytics: leveraging the power of random forest by Hongman Wang, Yifan Song, Yifan Song, Hua Bi

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Optimized Operation Design of Integrated Energy System with Wind Power Hydrogen Production by Mengjie GUO, Zheng YAN, Yun ZHOU, Peichao ZHANG

“…This paper considers the application of wind power hydrogen production equipment in integrated energy system, discusses different control methods of hydrogen production equipment, and proposes an integrated energy system optimization model for electric hydrogen production equipment. …”
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Adaptive Optimal Dispatching of Flexible Interconnected Distribution System Based on Dynamic Weight by DENG Zhengdong, ZHU Xiaoli, DUAN Junpeng, LIU Shifang, WANG Yaoqiang

“…Meanwhile， compared with the traditional multi-objective optimization solving method， the proposed dynamic weight coefficient determination method can track the system structure and operational demand and realize the synergistic optimization of the system economy and voltage deviation.…”
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Characterization of Citrobacter sp. line 328 as a source of Vi for a Vi-CRM197 glycoconjugate vaccine against Salmonella Typhi by Simona Rondini, Francesca Micoli, Luisa Lanzilao, Ivan Pisoni, Vito Di Cioccio, Allan J Saul, Laura B Martin

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An Analytical Approach to Power Optimization of Concentrating Solar Power Plants with Thermal Storage by Andrii Cheilytko, Spiros Alexopoulos, Andriy Pozhuyev, Oliver Kaufhold

“…In addition, the use of additional factors and the combination of the proposed method with existing numerical methods allows for more refined optimization, which allows for the more accurate selection of the capacity for specific geographical conditions. …”
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Characteristics and Optimization of Transient Process of Pump-Turbine Units in Power Generation Mode by Minglu Zhang, Jie Liu, Junqin Yu, Changhua Nie

“…Pumped storage power is considered an ideal regulated power source for new energy. However, the traditional one-dimensional characteristic line method cannot predict the pulsating pressure caused by the reverse “S” characteristic of a pump–turbine. …”
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High-temperature terahertz quantum-cascade lasers: design optimization and experimental results by D. V. Ushakov, A. A. Afonenko, I. A. Glinskiy, R. A. Khabibullin

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Analysis of the states of the activity of the laboratory service of the industrial region of Ukraine and the ways of it optimization. by T. V. Yeroshkina, D. V. Derevyanko

“…The methods of research used: bibliosemantic – systematic and historical analysis of domestic and world literary sources on the organization of laboratory service; reports and legislative documents on the activities of the laboratory service of the region; systematic analysis – to identify the existing shortcomings and positive experience in the training system, the formation of an effective team of employees, quality of the provided laboratory services, ways to optimize the work of the clinical-diagnostic laboratories (CDL); medical statistics for the analysis and interpretation of research results, logical mode­ling – for the development of the concept. …”
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