Network intelligence standards, open source and industry research by Lingli DENG, Ninglun GU, Xiangyang YUAN, Li YU, Junlan FENG, Chao DENG, Zhiqiang YANG, Tongxu ZHANG, Rongyu WU, Xinpeng ZHANG

“…Network intelligence is the deep integration of AI technology and communication network hardware, software, systems, processes, etc.to improve process intelligence, reduce costs, increase efficiency, improve quality, accelerate technology innovation, and enable service agility.The autonomous network proposes to optimize user experience, automate management operations, and maximize resource efficiency by simplifying the network architecture, encapsulating autonomous domains, and providing closed loops for business/network operation control, which clarifies the target architecture and implementation path for network intelligence.Firstly, based on the layered architecture and evaluation framework of the autonomous network, the network intelligent technology system was summerized.Secondly, extensive research on relevant standards organizations, open source communities, industrial collaboration, and R＆amp;D and application status were conducted.Finally, gap analysis, collaborative suggestions and summary prospects for guiding the following-up industry development were provided in terms of the application requirements from operators in related practices.…”
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Eight Laws of Logic for the Forensic Construction Expert by A. Yu. Butyrin, E. B. Stativa, O. A. Manukhina

“…At the same time, knowledge of logic is crucial at all stages of the examination process. Filling this gap, the authors of this article reveal the content of the fundamental laws of logic and demonstrate their role in the cognitive activity of knowledgeable persons who implement their specialized (primarily construction and technical) knowledge in court proceedings. …”
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Progress in passive daytime radiative cooling from spectral design to real application by Zhuojing Zhao, Siming Zhao, Jiaqi Xu, Xueke Wu, Zhenyu Guo, Ya Huang, Rufan Zhang

“…However, there is still a big gap between the laboratory-reported PDRC materials and their practical applications because of their high costs, complex manufacturing processes, insufficient cooling performance, and potential nano- or micro-hazards. …”
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Case method textbook innovation for Autodesk inventor- assisted CAM learning by Elfahmi Dwi Kurniawan, Nopriyanti Nopriyanti, Rudi Hermawan, Patterson Nji Mbakwa, Abi Pratama, Rianto Rianto, Febriansyah Febriansyah, Putri Indah Yanti

“…Manufacturing faces a gap between technological developments and engineering training programs, including vocational education, that play a role in preparing skilled workers. …”
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Effect of ground copper slag on the fresh properties of 3d printed cementitious composites by Martyna Nieświec, Adrian Chajec, Branko Šavija

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A Conceptual Model for Sustainable Reusable Packaging in Food Supply Chains by Zaviša Žilvinas

“…The model provides a structured approach to overcoming adoption barriers such as high transition costs, complex processes, and behavioral resistance, using time-tested management practices adapted to modern needs. …”
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Enhancing circular economy project outcomes via molecular fuzzy-based decision support system by Gang Kou, Serhat Yüksel, Hasan Dinçer, Serkan Eti, Gabriela Oana Olaru, Ümit Hacıoğlu

“…Otherwise, companies can make wrong investment decisions that lead to high operational costs. However, the number of studies in which priority analysis is carried out for these factors is not sufficient. …”
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Transformation of the Energy Market in Poland in the Context of the European Union over the Last 20 Years by Anna Marciniuk-Kluska, Mariusz Kluska

“…So far, there is a research gap in the research area, mainly concerning two problems. …”
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The Crisis of US-centric Globalization: Causes, Trends and Scenarios of Development by A. A. Kasantzev, V. M. Sergeev

“…Traditionally the processes of globalization and the issues of world politics related to hegemony are studied separately in the scientific literature. …”
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Deep Learning for Ore Haulage Monitoring: Vibrational Analysis Using a VGG16 Network by Artur Skoczylas, Pawel Stefaniak, Sergii Anufriiev, Wioletta Koperska

“…Automated detection of work cycles in underground ore haulage is crucial for optimizing operational efficiency and minimizing costs, yet existing methods often rely on manual logging or basic telematics, which can be inefficient and prone to errors. …”
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Spatial sorting and selection within urban agglomerations: a tripartite evolutionary game model approach by Yunsheng Zhang, Shuting Wang, Ruomeng Zhou

“…The model simulates firms’ strategic choices-whether to enter or avoid central cities-under varying initial conditions, such as participation willingness, skill disparities, and urban costs. Extensive simulations reveal that although these factors influence the process and equilibrium rates, they do not change the ultimate strategic outcome: high-skill firms consistently gravitate toward central cities, whereas low-skill firms tend to remain in peripheral areas, especially when urban costs are high. …”
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Agro-environmental assessment of composting plants in Southwestern of Morocco (Souss-Massa Region) by Khalid Azim, S. Komenane, B. Soudi

“…Fruit and vegetable producers are asked to process the organic wastes because of the GlobalGAP certification requirements. …”
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EDM-based analysis of Fe-based shape memory alloys using Cu-W electrodes with multiple output optimization and microstructural validation by Ranjit Singh, Sambit Satpathy, Dhirendra Kumar Shukla, Ravi Pratap Singh, Rajeev Trehan, Jibitesh Kumar Panda, Biplab Bhattacharjee

“…However, their complex machinability often leads to high costs and suboptimal surface quality when processed using traditional methods. …”
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Sustainable Supplier Selection Criteria for HVAC Manufacturing Firms: A Multi-Dimensional Perspective Using the Delphi–Fuzzy AHP Method by Amit Kumar Gupta, Imlak Shaikh

“…Supplier selection in HVAC manufacturing firms is exhaustively dealt with in this study, filling a gap in the existing literature. This is important because HVAC products are high-energy-consuming, high-energy-releasing, and costly.…”
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Experimental investigation of material extrusion additive manufacturing of copper with high powder loading rate by Jiangtao Li, Zhijie Huang, Bing He, Shuhan Li, Bing Lu, Zemin Wang, Xiangyou Li

“…Central composite face-centered (CCF) design and central composite design (CCD) are used to analyze and optimize process parameters for densification. The measured porosity at the optimized printing (printing temperature = 177 °C, air gap = −0.05 mm, layer thickness = 0.3 mm) and sintering parameters (sintering temperature = 1045 °C, holding time = 4 h) is in good agreement with the predicted values. …”
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Modeling Customer Purchase Behavior in the Insurance Industry Using System Dynamics by Shabnam Jalalat, Kambiz Shahroodi, Mehdi Fadaei, Mahdi Homayounfar

“…In the second scenario, the effect of increasing the advertising budget was examined, which prevented the increase in this gap but the existence of a difference. The third scenario showed that a 10% improvement in the rate of word-of-mouth advertising dissemination, while compensating for the costs, will lead to the company's profitability.…”
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An embedded KPI-based advisory framework for monitoring and diagnosis of soft sensor degradation by Muhammad Shahid, Haslinda Zabiri, Syed Ali Ammar Taqvi

“…Modern industrial processes rely on soft sensors to estimate process variables that are hard to measure due to expensive and sensitive hardware sensors. …”
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Russian Economy Model: Post-industrial Society without Industrial Sector by E. V. Balatsky, N. A. Ekimova

“…The study's relevance is due to the gradual transition of different countries of the world to a post-industrial economy, in which the share of industrial employment is significantly reduced. However, this process is usually associated with high social costs and management mistakes. …”
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Identifying the Main Drivers of Agricultural Cooperative Businesses in East Azerbaijan Province by AGHIL KHALEGHI

“…The variables "agricultural cooperative businesses as an effective intervention in rural development to reduce rural poverty and improve food security" and "focus on appropriate production inputs to increase agricultural products and reduce production costs and ensure appropriate demand in the final ranking of key factors affecting the system , were identified as the main drivers.Innovation: Innovation, the presentation of key and effective factors has the ability to generalize in the sense that they can describe the cause and effect relationships of change processes that affect agricultural cooperative businesses in this region and are operational and not ideal; Therefore, the mission of this study is to help develop decision-making processes at the regional level.…”
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Applications of physics-informed neural networks in geosciences: From basic seismology to comprehensive environmental studies by Habib Maan, Habib Ahed, Alibrahim Bashar

“…This review systematically examines the utilization of PINNs in various geosciences such as hydrology, seismology, atmospheric sciences, geophysics, and others, highlighting their ability to integrate physical laws into neural network training processes. It describes the potential of PINNs to improve predictive modeling accuracy, reduce computational costs, and overcome the limitations of traditional numerical methods. …”
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