Workload Characteristics Based Performance Optimization for Edge Intelligence by HU Zhao-xia, HU Hai-zhou, JIANG Cong-fengand WAN Jian

“…Edge intelligence refers to a form of service that uses artificial intelligence algorithms to provide data analysis capabilities for network edge devices.However,the edge computing environment is more complex and changeable than cloud computing.There are many problems in the process of building edge intelligence,such as the lack of quantitative evaluation standards,heterogeneous computing platforms,complex network topologies,and changing user needs.Among them,the more prominent is the contradiction between the high resource demand of the algorithm model and the low resource reserve of edge devices.Machine lear-ning is the main workload of edge intelligence.It requires a lot of computing resources.However,the computing resources of edge devices are limited,and the supply and demand between the two do not match.The deployment and optimization of edge intelligent load has become a problem.Therefore,in response to the problem of edge intelligent load performance optimization,this paper proposes cloud-edge collaborative inference(CECI) based on load characteristics,which is optimized for different machine learning loads in terms of model selection,batch adaptive adjustment and cloud-side collaboration.In terms of model selection,a model adaptive selection strategy based on target weights is used to comprehensively weigh the effects of multiple performance optimization targets under multiple constraints.In the aspect of batch adaptive adjustment,a batch adaptive adjustment algorithm based on overhead feedback is proposed,so that the model can achieve better performance at runtime.In terms of cloud-side collaboration,a cloud-side collaboration strategy is designed by combining network status and user delay requirements to achieve the effect of dynamic utilization of cloud computing resources.Experimental results show that compared with cloud intelligence,the edge intelligence based on load characteristics proposed in this paper can reduce program running time by 50.79%,reduce system energy consumption by 42.46%,and improve model accuracy by 4.52%.…”
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Energy System Modelling of Carbon-Neutral Hydrogen as an Enabler of Sectoral Integration within a Decarbonization Pathway by Stavroula Evangelopoulou, Alessia De Vita, Georgios Zazias, Pantelis Capros

“…Hydrogen is an enabler of sectoral integration of supply and demand of energy, and hence an important pillar in the carbon-neutral energy system. …”
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Advancements of Biochar-Based Catalyst for Improved Production of Biodiesel: A Comprehensive Review by Sooraj Kumar, Suhail Ahmed Soomro, Khanji Harijan, Mohammad Aslam Uqaili, Laveet Kumar

“…Despite being a limited and scarce resource, the necessity and exploitation of fossil fuels are unstoppable in serving human demands. In order to supply energy demand without causing environmental damage, it is crucial to utilize a variety of renewable feedstock resources. …”
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Analysis of social–Psychological factors and financial incentives in demand response and residential energy behavior by Chien-fei Chen, Xiaojing Xu, Zhuolin Cao, Audris Mockus, Qingxin Shi

“…Introduction: Demand response programs are promising approaches to balance supply and demand and reduce or shift peak hour loads. …”
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A New Hybrid Model Based on SCINet and LSTM for Short-Term Power Load Forecasting by Mingping Liu, Yangze Li, Jiangong Hu, Xiaolong Wu, Suhui Deng, Hongqiao Li

“…Power load forecasting is the foundation of dynamically balancing between the power supply and demand sides. However, with the popularity of renewable energy sources and electric vehicles, it still struggles to achieve accurate power load forecasting due to the complex patterns and dynamics of load data. …”
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Spatial analysis of elderly access to primary care services by Lozano-Gracia Nancy, Anselin Luc, Root Elisabeth, Mobley Lee R, Koschinsky Julia

“…</p> <p>Results</p> <p>We examine the relationships between market-level supply and demand factors on market-level rates of ACSC admissions among the elderly residing in the U.S. in the late 1990s. …”
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Modeling the competing demands of carriers, building managers, and urban planners to identify balanced solutions for allocating building and parking resources by Haena Kim, Anne Goodchild, Linda Ng Boyle

“…This may lead to an imbalance between supply and demand, preventing the current resources from meeting the future needs of urban freight activities. …”
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Online psychoeducation and digital assessments as a first step of treatment for borderline personality disorder: A protocol for a pilot randomized controlled trial. by Lois W Choi-Kain, Grace E Murray, Julia Jurist, Boyu Ren, Laura Germine

“…Currently, gold standard treatments for BPD are highly intensive, lengthy, and specialized, leading to a critical gap between the supply and demand of effective, evidence-based treatment for patients who receive a diagnosis of BPD. …”
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Rational Exergy Management Model for Effective Utilization of Low-Enthalpy Geothermal Energy Resources by Birol Kılkış, Şiir Kılkış

“…Yet analyses have shown that results are sensitive upon design constraints and local conditions and concludes that the only option of achieving a truly sustainable solution in terms of exergy towards net-zero status is optimum bundling of the energy resources and systems on a caseby-case design with the main aim of balancing the supply and demand exergy.…”
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A Framework to Identify Priority Areas for Restoration: Integrating Human Demand and Ecosystem Services in Dongting Lake Eco-Economic Zone, China by Yanping Zhao, Jing Luo, Tao Li, Jian Chen, Yi Mi, Kuan Wang

“…Finally, we adjusted the restoration priority grades based on human demand and the concentration of those areas, and chose PRAs with a high ES supply and demand. This framework was applied to the Dongting Lake Eco-Economic Zone, one of China’s most significant ecological restoration project sites. …”
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An Income Distributing Optimization Model for Cooperative Operation among Different Types of Power Sellers Considering Different Scenarios by Shenbo Yang, Zhongfu Tan, Liwei Ju, Hongyu Lin, Gejirifu De, Qingkun Tan, Feng’ao Zhou

“…We then establish an alliance operation optimization model that considers the constraints of unit output, as well as the balance between supply and demand, with the goal of maximizing income. …”
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Analysis of Crop Sustainability Production Potential in Northwest China: Water Resources Perspective by Xian Liu

“…This study takes Northwest China as the research area, which is a typical arid and semi-arid region with the most prominent contradiction between water supply and demand. We analyzed the changing characteristics of the available water resources, the production water footprint, and the total water footprint over time from the perspective of water resources, and systematically analyze the potential for sustainable development. …”
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The influence of transformations in supply on methamphetamine initiation among people injecting opioids in the United States by Sarah Mars, Jeff Ondocsin, Nicole Holm, Daniel Ciccarone

“…Although coinciding with the import of low cost, high potency and purity methamphetamine, the relationship between supply and demand in propelling this polydrug use is not well understood. …”
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Manganese-doped polyaniline electrodes as high-performance supercapacitors with superior energy density and prolonged shelf life by Swapnika Suresh, Hridya C. Prakash, M. Sathish Kumar, Sudip K. Batabyal

“…The rising energy ultimatum has urged a paradigm shift from conventional to non-conventional, green, and clean energy sources to indulge supply and demand. In light of this, manganese-doped polyaniline was synthesized via the In-situ oxidative polymerization method and was employed as material for supercapacitor electrodes. …”
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Utilization of Rural Resource Assets: Time-Space Estimate on the Total Factor Productivity by Lan Wang, Cong Li

“…This paper carries out the time and spatial effect measurement of total factor productivity for the performance of pilot strategies in various provinces of China in the last ten years and puts forward a more beneficial improved strategy and mechanism, preferentially selected according to the direction indicated by good research indicators, gets the redevelopment strategy for improving the utilization efficiency of areas at a low level of resources utilization currently, and indicates the direction for tapping the full potential of existing rural resources according to the practical conditions at local places, in the hope of establishing the trans-provincial cooperation supply and demand system based on the new rural collective economic organizations (cooperatives) after the reform experimentation and optimizing the spatial spillovers of rural resources assets, so as to make a breakthrough in the barrier due to growth of technical efficiency.…”
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EFFECT OF STRAIN, SEASON AND BREEDER'S AGE ON SOME PHYSIOLOGICAL PARAMETERS FOR LAYER DEAD EMBRYO by A. Abd El-Salam, Eman El-Daly, Y. Y.A. Hamouda, S. El-Safty, A El-Attar

“…In turn, increasing the production of table eggs and achieves the balance between supply and demand of that strategic commodity in Egyptian market.…”
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Multidetector CT Imaging Biomarkers as Predictors of Prognosis in Shock: Updates and Future Directions by Tullio Valente, Giorgio Bocchini, Candida Massimo, Gaetano Rea, Roberta Lieto, Salvatore Guarino, Emanuele Muto, Ahmad Abu-Omar, Mariano Scaglione, Giacomo Sica

“…A severe mismatch between the supply and demand of oxygen is the common sequela of all types of shock, which present a mortality of up to 80%. …”
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Based on ecological footprint and ecosystem service value, research on ecological compensation in Anhui Province, China by Junjun Niu, Chunmei Mao, Jia Xiang

“…In the future, reasonable measures must be taken to adjust the state of these two ecosystems, and ultimately realize the province of Anhui's total ecological sustainability. (3) Anhui Province's ecological overload index for 2021 was −9.74, the province's overall resources supply and demand were significantly out of balance, and negative environmental benefits were exported, and an ecological compensation payment of roughly 3706.795 billion yuan was necessary.…”
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Efficiency Comparison of Bayesian and MLP Neural Networks in Predicting Runoff to the Taleghan Dam by Zahra Nafrieh, Mahdi Sarai Tabrizi, Hossein Babazadeh, Hamid Kardan

“…The importance of regulating the supply and demand regime shows the need for planning in the exploitation of surface water resources. …”
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The Analysis of Transaction Costs and Revenue of Cayenne Pepper Farming: An Empirical Study in Semarang District by Sucihatiningsih Dian Wisika Prajanti, Etty Puji Lestari, Fauzul Adzim

“…The suggestion that can be given in this study is that the government needs to map and ensure the balance of supply and demand so that the price of cayenne pepper remains stable. …”
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