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Graph-Based Unified Settlement Framework for Complex Electricity Markets:Data Integration and Automated Refund Clearing
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作者 Xiaozhe Guo Suyan Long +4 位作者 Ziyu Yue Yifan Wang Guanting Yin Yuyang Wang Zhaoyuan Wu 《Energy Engineering》 2026年第1期56-90,共35页
The increasing complexity of China’s electricity market creates substantial challenges for settlement automation,data consistency,and operational scalability.Existing provincial settlement systems are fragmented,lack... The increasing complexity of China’s electricity market creates substantial challenges for settlement automation,data consistency,and operational scalability.Existing provincial settlement systems are fragmented,lack a unified data structure,and depend heavily on manual intervention to process high-frequency and retroactive transactions.To address these limitations,a graph-based unified settlement framework is proposed to enhance automation,flexibility,and adaptability in electricity market settlements.A flexible attribute-graph model is employed to represent heterogeneousmulti-market data,enabling standardized integration,rapid querying,and seamless adaptation to evolving business requirements.An extensible operator library is designed to support configurable settlement rules,and a suite of modular tools—including dataset generation,formula configuration,billing templates,and task scheduling—facilitates end-to-end automated settlement processing.A robust refund-clearing mechanism is further incorporated,utilizing sandbox execution,data-version snapshots,dynamic lineage tracing,and real-time changecapture technologies to enable rapid and accurate recalculations under dynamic policy and data revisions.Case studies based on real-world data from regional Chinese markets validate the effectiveness of the proposed approach,demonstrating marked improvements in computational efficiency,system robustness,and automation.Moreover,enhanced settlement accuracy and high temporal granularity improve price-signal fidelity,promote cost-reflective tariffs,and incentivize energy-efficient and demand-responsive behavior among market participants.The method not only supports equitable and transparent market operations but also provides a generalizable,scalable foundation for modern electricity settlement platforms in increasingly complex and dynamic market environments. 展开更多
关键词 Electricity market market settlement data model graph database market refund clearing
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China’s Urban Labor Market in Transition:New Findings from the Fifth Survey
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作者 Jia Peng Cheng Jie Qu Yue 《China Economist》 2026年第1期92-114,共23页
To gain an in-depth understanding of China’s urban labor market,the Institute of Population and Labor Economics at the Chinese Academy of Social Sciences(IPLE-CASS)conducted the fifth wave of the China Urban Labor Su... To gain an in-depth understanding of China’s urban labor market,the Institute of Population and Labor Economics at the Chinese Academy of Social Sciences(IPLE-CASS)conducted the fifth wave of the China Urban Labor Survey in 2023,which covers eight major representative cities.The survey collected 9,122 household questionnaires and 26,145 individual questionnaires from 381 neighborhood committees.Based on this data,the report systematically analyzes employment,wages,educational attainment,and social security among China’s urban workforce.Key findings include an inverted U-shaped age pattern of labor force participation,with a widening gender gap after childbearing age.Additionally,job search methods combine market-based channels with traditional social networks.Notably,the gender wage gap persists and widens over the life cycle,while employed women now have higher average years of schooling than men.Rural-to-urban migrants show higher labor force participation rates but remain disadvantaged in wages,education,and social security coverage.Thus,this survey provides a comprehensive picture of the structural characteristics and challenges of China’s urban labor market,providing a solid data foundation for academic research and public policy design. 展开更多
关键词 Household survey labor market EMPLOYMENT migrant population
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IMS Debut at CAEXPO Empowers Overseas Marketing
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作者 Feng Jiahan 《China Report ASEAN》 2025年第9期34-35,共2页
Inmyshow Digital Technology(Group)Company(IMS),a leading enterprise in the digital economy,debuted at the 22nd China-ASEAN Expo(CAEXPO)by presenting its innovative achievements such as the AIGC marketing platform“Ins... Inmyshow Digital Technology(Group)Company(IMS),a leading enterprise in the digital economy,debuted at the 22nd China-ASEAN Expo(CAEXPO)by presenting its innovative achievements such as the AIGC marketing platform“Inspiration Island”and the“TopKlout Summit,”which showcased its technological breakthroughs and practical experience in the fields of intelligent content generation,cyber celebrity marketing,and cross-border digital marketing. 展开更多
关键词 debut marketing platform innovative achievements aigc marketing platform inspiration CAEXPO intelligent content generationcyber celebrity marketingand overseas marketing AIGC
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Understanding price momentum,market fluctuations,and crashes:insights from the extended Samuelson model
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作者 Qingyuan Han 《Financial Innovation》 2025年第1期1377-1413,共37页
Although momentum strategies result in abnormal profitability,thereby challenging the efficient market hypothesis(EMH),concerns persist regarding their reliability due to their significant volatility and susceptibilit... Although momentum strategies result in abnormal profitability,thereby challenging the efficient market hypothesis(EMH),concerns persist regarding their reliability due to their significant volatility and susceptibility to substantial losses.In this study,we investigate the limitations of these strategies and propose a solution.Our literature review reveals that the volatile profits are due to statistical analyses that assume the persistence of past patterns,leading to unreliable results in out-of-sample scenarios when underlying mechanisms evolve.Statistical analysis,the predominant method in financial economics,often proves inadequate in explaining market fluctuations and predicting crashes.To overcome these limitations,a paradigm shift towards dynamic approaches is essential.Drawing inspiration from three groundbreaking economists,we introduce the extended Samuelson model(ESM),a dynamic model that connects price changes to market participant actions.This paradigm transition uncovers several significant findings.First,timely signals indicate momentum initiations,cessations,and reversals,validated using S&P 500 data from 1999 to 2023.Second,ESM predicts the 1987 Black Monday crash weeks in advance,offering a new perspective on its underlying cause.Third,we classify sequential stock price data into eight distinct market states,including their thresholds for transitions,laying the groundwork for market trend predictions and risk assessments.Fourth,the ESM is shown to be a compelling alternative to EMH,offering potent explanatory and predictive power based on a single,realistic assumption.Our findings suggest that ESM has the potential to provide policymakers with proactive tools,enabling financial institutions to enhance their risk assessment and management strategies. 展开更多
关键词 Momentum strategy Investor behavior Efficient market hypothesis Behavior finance theory Excess demand market crisis market microstructure market maker’s inventory Boom and bust 1987 Black Monday Warren Buffett Samuelson’s model Asymmetric information Herding effect Noise trade SENTIMENT Risk assessment
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Research on China’s Carbon Market Development Path and Policy Strategies
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作者 Zhou Xinyuan Xu Dong 《China Oil & Gas》 2025年第5期26-32,共7页
With the in-depth advancement of China’s dual carbon goals,the national carbon emissions trading market has become a core policy tool for achieving emission reduction targets.However,the current carbon market remains... With the in-depth advancement of China’s dual carbon goals,the national carbon emissions trading market has become a core policy tool for achieving emission reduction targets.However,the current carbon market remains predominantly spot-based,facing challenges such as limited financial products,restricted market participants,immature carbon pricing mechanisms,and insufficient liquidity,which constrain its resource allocation and risk management functions.Based on the spirit of the“Opinions on Promoting Green Low-Carbon Transformation and Strengthening National Carbon Market Construction”issued by the General Office of the CPC Central Committee and the General Office of the State Council,this paper focuses on the challenges faced during the implementation of the dual control system for carbon emissions in the“Fifteenth Five-Year Plan”period,with emphasis on analyzing the development bottlenecks of the carbon market.It proposes accelerating the launch of carbon futures,carbon options and other derivatives,expanding the scope of financial institution participation,improving carbon market infrastructure,and establishing a cross-departmental coordinated policy framework.By drawing on international experience and combining domestic pilot practices,this aims to provide an operational and implementable pathway for the development of China’s carbon market,further enhancing the supporting role of the carbon market in green low-carbon transformation. 展开更多
关键词 financial products dual carbon goals national carbon emissions trading market LIQUIDITY financial productsrestricted carbon pricing mechanisms carbon market market participants
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Crypto market betas:the limits of predictability and hedging
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作者 Jan Sila Michael Mark +1 位作者 Ladislav Kristoufek Thomas A.Weber 《Financial Innovation》 2025年第1期3132-3159,共28页
This article analyzes the predictability of market betas concerning cryptocurrency assets and evaluates the efficiency of beta-hedged,market-neutral portfolios.We forecast 1-year-ahead market betas using various estim... This article analyzes the predictability of market betas concerning cryptocurrency assets and evaluates the efficiency of beta-hedged,market-neutral portfolios.We forecast 1-year-ahead market betas using various estimating methods,including ordinary least squares(OLS)and Vasicek’s Bayesian shrinkage estimator,and assess their impact on portfolio variance reduction across cryptomarket indices.Our findings indicate that while standard OLS betas explain significantly less of the variation in future betas for cryptoassets compared to US stocks,slope winsorization and Bayesian shrinkage improve prediction accuracy.The results suggest that beta-hedged portfolios reduce variance for approximately 17%of the universe,with the Broad Digital Market Index demonstrating the best hedging efficiency.These findings underscore the significant challenges of developing effective hedging strategies in the cryptocurrency market,emphasizing the importance of idiosyncratic risk in crypto returns and the need for appropriate market index representation. 展开更多
关键词 Asset pricing market beta Cryptocurrency CRYPTO market risk CAPM Bitcoin Beta-hedging
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What factors have contributed to the popularity of Chinese silk in international markets?
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作者 Zhong Mengxia 《China Textile》 2025年第6期8-9,共2页
At a critical juncture for the textile industry's transition towards high quality,the cocoon and silk sector—carrying millennia of cultural heritage and harboring modern industrial potential—is embracing dual op... At a critical juncture for the textile industry's transition towards high quality,the cocoon and silk sector—carrying millennia of cultural heritage and harboring modern industrial potential—is embracing dual opportunities driven by both policy empowerment and market forces.Recently,the Ministry of Commerce,jointly with multiple departments,issued the"Notice on Carrying Out the'Eastern Silk,Western Consolidation'Work in the Cocoon and Silk Industry,"anchoring the core directions of"optimizing the industrial chain,strengthening innovation-driven development,and promoting coordinated development"to push the industry's gradient relocation to central and western regions.This profound adjustment in regional layout not only injects strong momentum into the cocoon and silk sector but also serves as a vivid practice of implementing"regional coordination and dual improvement of quality and efficiency"in the textile field. 展开更多
关键词 SILK regional coordination market forces policy empowerment international markets innovation driven development cocoon silk industrial chain optimization
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Editor’s introduction to the special issue on green digital finance and energy transition,and FinTech and market analysis
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作者 Farhad Taghizadeh‑Hesary Muhammad Kamran Khan +1 位作者 Bing Xu Gang Kou 《Financial Innovation》 2025年第1期3258-3262,共5页
The 52nd issue of Financial Innovation(FIN),Volume 11,No.4(2025),features 19 papers that can be classified into two main themes:the Special Issue on Green Digital Finance and Energy Transition,and FinTech and Market A... The 52nd issue of Financial Innovation(FIN),Volume 11,No.4(2025),features 19 papers that can be classified into two main themes:the Special Issue on Green Digital Finance and Energy Transition,and FinTech and Market Analysis. 展开更多
关键词 energy transitionand fintech fintech market analysis market analysis green digital finance energy transition
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Analysis of Optimizing Digital Marketing Strategies for EdTech Product Sales in Emerging International Markets
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作者 Tao Wang 《Proceedings of Business and Economic Studies》 2025年第6期32-38,共7页
Against the backdrop of deepening globalization and digital integration,emerging international markets,characterized by large populations,rapidly growing educational demands,and progressively upgraded digital infrastr... Against the backdrop of deepening globalization and digital integration,emerging international markets,characterized by large populations,rapidly growing educational demands,and progressively upgraded digital infrastructure,have become pivotal hubs for educational technology(EdTech)enterprises to expand their global presence.However,the unique characteristics of these markets,including cultural diversity,divergent consumer behaviors,and uneven digital maturity,pose challenges to traditional digital marketing strategies.This results in EdTech products facing issues such as inefficient user acquisition,insufficient brand awareness,and suboptimal conversion rates.To address these challenges,this paper focuses on optimizing digital marketing strategies for EdTech product sales in emerging international markets.This paper focuses on the optimization of digital marketing strategies for Ed Tech product sales in emerging international markets.Through analyzing the pain points in the application of current strategies,this paper proposes a systematic optimization path from four dimensions:localized content construction,multi-channel coordination and integration,user life cycle operation,and data-driven decision making. 展开更多
关键词 Digital marketing EdTech products Emerging international markets LOCALIZATION Strategy optimization
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How Does MERCOSUR Diversify the Market of Agricultural Trade?
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作者 Jiang Danjing 《China's Foreign Trade》 2025年第6期22-24,共3页
The Southern Common Market (hereinafter referred to as MERCOSUR) is the most important regional organization in South America,and its major member countries are also important import sources of bulk agricultural produ... The Southern Common Market (hereinafter referred to as MERCOSUR) is the most important regional organization in South America,and its major member countries are also important import sources of bulk agricultural products in China.In recent years,amid increasing uncertainty in global trade policy,MERCOSUR has accelerated the signing of free trade agreements with other countries and diversified its trading partners to reduce the risks posed by the international market. 展开更多
关键词 free trade agreements southern common market market diversification global trade policy MERCOSUR agricultural products trade agreements agricultural trade
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Construction of a Marketing System for Leveled Mathematics Readers from a User-Oriented Perspective: A Strategy Optimization Study Based on the 4V Marketing Model
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作者 Zhaoyong Ouyang Guanlin Liu 《Proceedings of Business and Economic Studies》 2025年第5期39-44,共6页
In the context of the continuous deepening of the“Double Reduction”policy and the growing demand for quality education,leveled mathematics readers,as an emerging form of publishing that integrates subject education ... In the context of the continuous deepening of the“Double Reduction”policy and the growing demand for quality education,leveled mathematics readers,as an emerging form of publishing that integrates subject education and reading experience,face challenges such as unclear leveling logic,insufficient functional support,and weak user engagement.This paper introduces the 4V marketing theory and constructs an analytical framework from four dimensions:differentiation,functionality,added value,and resonance.Two representative products,“Climbing Mathematics”and“Spark Mathematics,”are selected for a typical case comparison to identify their strengths and weaknesses in content design,service systems,and brand operation,and to extract transferable strategic elements.The study finds that the user-value-oriented strategy based on the 4V model can effectively address the core issues in the market promotion and user relationship building of leveled mathematics readers,providing practical paths and theoretical support for educational publishing institutions to achieve product innovation and brand upgrading in this niche field. 展开更多
关键词 4V marketing theory Leveled mathematics readers Educational publishing Typical case analysis marketing strategy
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Lessons from the development and operational experiences of international carbon markets for the construction of China’s carbon market
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作者 Qingkai Sun Li Ma +3 位作者 Menghua Fan Xiaojun Wang Zheng Zhao Yiru Shi 《Global Energy Interconnection》 2025年第2期188-204,共17页
With the intensifying global climate crisis,carbon emissions trading has emerged as a crucial market-based instrument for emissions reduction,attracting significant attention from government agencies and academia worl... With the intensifying global climate crisis,carbon emissions trading has emerged as a crucial market-based instrument for emissions reduction,attracting significant attention from government agencies and academia worldwide.As of January 2024,28 carbon trading markets have been established globally,encompassing approximately 17%of global greenhouse gas emissions and serving approximately 1/3 of the global population.With various nations setting carbon neutrality targets and delineating carbon reduction pathways,the con-struction,operation,and regulatory frameworks of carbon markets are becoming increasingly refined and comprehensive.This study elucidates the importance and necessity of establishing carbon markets from the perspective of energy system transformation and sus-tainable economic development.Second,it provides a comparative analysis of the operational mechanisms,trading scales,and emission reduction outcomes of major carbon markets in the European Union,United States,and New Zealand,systematically summarizing their development processes and recent advancements.Finally,this study addresses issues and challenges in the construction of China’s carbon market.Drawing on the successful experiences of leading global carbon markets in institutional design and market operations,we pro-pose development strategies and recommendations for a carbon market with Chinese characteristics.These strategies are intended to align with international standards while meeting China’s national conditions,thereby contributing insights into the global carbon market trading system. 展开更多
关键词 International carbon market Development history Operational experience Carbon market with Chinese characteristics
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The impact of futures trade on the informational efficiency of the U.S.REIT market
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作者 Kwangwon Ahn Hanwool Jang +1 位作者 Minhyuk Jeong Sungbin Sohn 《Financial Innovation》 2025年第1期1353-1376,共24页
This study examines the impact of futures trading on market efficiency and price discovery in the U.S.real estate investment trusts(REITs)market.First,we present inconclusive evidence regarding efficiency improvement ... This study examines the impact of futures trading on market efficiency and price discovery in the U.S.real estate investment trusts(REITs)market.First,we present inconclusive evidence regarding efficiency improvement in the U.S.REIT spot market following the introduction of futures trading.To investigate the interplay between spot and futures markets,we analyze their respective roles in price discovery and find that,unlike in stock and bond markets,the spot market predominantly exhibits price leadership in the U.S.REITs market,despite the growing market size of futures.We find evidence that the limited role of futures in price discovery is associated with an increase in speculative demand,which outweighs hedging pressure.These findings suggest that policymakers should carefully monitor investor trading motives in the U.S.REITs market and consider revising market regulations to enhance liquidity,ensuring that increased liquidity does not primarily result from heightened speculative demand. 展开更多
关键词 REIT market market efficiency Price discovery
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Analysis of Power Marketing Strategies for Market-Oriented Thermal Power Enterprises
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作者 Weiyu Wang 《Journal of Electronic Research and Application》 2025年第1期67-73,共7页
For thermal power enterprises,the traditional business model of scale expansion and a single product line restricts the development of electricity marketing.Therefore,to achieve the transformation and upgrading of the... For thermal power enterprises,the traditional business model of scale expansion and a single product line restricts the development of electricity marketing.Therefore,to achieve the transformation and upgrading of their electricity marketing,this study starts from the current situation of the electricity market and introduces in detail the market-oriented electricity marketing strategies of thermal power enterprises from four aspects:product strategy,price strategy,channel strategy,and promotion strategy.The analysis finds that a market-oriented electricity marketing strategy is not only an inevitable choice for thermal power enterprises to respond to current challenges but also an essential path for them to move toward high-quality development.Through continuous innovation and upgrading,thermal power enterprises will maintain a leading position in fierce market competition,achieve sustainable development,and make greater contributions to the prosperity and development of the energy industry. 展开更多
关键词 market orientation Thermal power Electricity marketing
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Reading part of urban daily life in food markets
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作者 李莉 《疯狂英语(新读写)》 2025年第12期56-57,79,共3页
What is it like to open a bookstore in a busy food market?At first glance,the quiet world of a bookstore and the noisy market seem worlds apart,yet they are gradually blending together.During the recent summer holiday... What is it like to open a bookstore in a busy food market?At first glance,the quiet world of a bookstore and the noisy market seem worlds apart,yet they are gradually blending together.During the recent summer holiday,in the busy Shuangjingtou Market of Wenzhou,a new bookstore became an unexpected community center. 展开更多
关键词 BOOKSTORE BLENDING food marketat community center food market urban daily life
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Case Study Analysis of Integrated Marketing for DJI OSMO Pocket3
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作者 Sangtianyu Tao 《Proceedings of Business and Economic Studies》 2025年第2期55-61,共7页
With the rapid development of technology and fierce competition in the digital industry,integrated marketing plays a vital role in product promotion and sales.This article focuses on DJI OSMO Pocket 3,revealing the re... With the rapid development of technology and fierce competition in the digital industry,integrated marketing plays a vital role in product promotion and sales.This article focuses on DJI OSMO Pocket 3,revealing the reasons for its fiery“out of the circle”and the problems and challenges it faces by analyzing its marketing environment and marketing strategies,to provide useful references for DJI and similar brands to expand their brand awareness and enhance their market competitiveness in the future. 展开更多
关键词 DJI OSMO Pocket 3 Integrated marketing 4P marketing theory
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Back to Base--China ramps up support to help export-oriented companies to gain a stronghold in the domestic market
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作者 GE LIJUN 《ChinAfrica》 2025年第6期48-50,共3页
Chinese consumers browsing e-commerce platforms or walking in supermarket aisles have noticed a new feature:dedicated sections for high-quality export products.Far from being a mere marketing gimmick,this trend emerge... Chinese consumers browsing e-commerce platforms or walking in supermarket aisles have noticed a new feature:dedicated sections for high-quality export products.Far from being a mere marketing gimmick,this trend emerged due to intense pressure from a slide in global demand. 展开更多
关键词 export oriented companies domestic market global demand e commerce platforms high quality export products supermarket aisles
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A Two-Stage Feature Extraction Approach for Green Energy Consumers in Retail Electricity Markets Using Clustering and TF–IDF Algorithms 被引量:1
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作者 Wei Yang Weicong Tan +6 位作者 Zhijian Zeng Ren Li Jie Qin Yuting Xie Yongjun Zhang Runting Cheng Dongliang Xiao 《Energy Engineering》 2025年第5期1697-1713,共17页
The rapid development of electricity retail market has prompted an increasing number of electricity consumers to sign green electricity contracts with retail electricity companies,which poses greater challenges for th... The rapid development of electricity retail market has prompted an increasing number of electricity consumers to sign green electricity contracts with retail electricity companies,which poses greater challenges for the market service for green energy consumers.This study proposed a two-stage feature extraction approach for green energy consumers leveraging clustering and termfrequency-inverse document frequency(TF-IDF)algorithms within a knowledge graph framework to provide an information basis that supports the green development of the retail electricity market.First,the multi-source heterogeneous data of green energy consumers under an actual market environment is systematically introduced and the information is categorized into discrete,interval,and relational features.A clustering algorithm was employed to extract features of the trading behavior of green energy consumers in the first stage using the parameter data of green retail electricity contracts.Then,TF-IDF algorithm was applied in the second stage to extract features for green energy consumers in different clusters.Finally,the effectiveness of the proposed approach was validated based on the actual operational data in a southern province of China.It is shown that the most significant discrepancy between the retail trading behaviors of green energy consumers is the power share of green retail packages,whose averaged values are 25.64%,50%,39.66%,and 24.89%in four different clusters,respectively.Additionally,power supply bureaus and electricity retail companies affects the behavior of the green energy consumers most significantly. 展开更多
关键词 Green energy consumer feature extraction knowledge graph retail electricity market
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Analysis of Renewable Energy Absorption and Economic Feasibility in Multi-Energy Complementary Systems under Spot Market Conditions 被引量:1
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作者 Xiuyun Wang Zipeng Zhang +1 位作者 Chuang Liu Guoliang Bian 《Energy Engineering》 2025年第2期577-619,共43页
As the power system transitions to a new green and low-carbon paradigm,the penetration of renewable energy in China’s power system is gradually increasing.However,the variability and uncertainty of renewable energy o... As the power system transitions to a new green and low-carbon paradigm,the penetration of renewable energy in China’s power system is gradually increasing.However,the variability and uncertainty of renewable energy output limit its profitability in the electricity market and hinder its market-based integration.This paper first constructs a wind-solar-thermalmulti-energy complementary system,analyzes its external game relationships,and develops a bi-level market optimization model.Then,it considers the contribution levels of internal participants to establish a comprehensive internal distribution evaluation index system.Finally,simulation studies using the IEEE 30-bus system demonstrate that the multi-energy complementary system stabilizes nodal outputs,enhances the profitability of market participants,and promotes the market-based integration of renewable energy. 展开更多
关键词 Multi-energy complementary systems spot market two-layer optimization new energy consumption
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Market Drivers in India’s Smart Grid:Responsibilities and Roles of Stakeholders
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作者 Abhay Sanatan Satapathy Suresh Kumar Sahoo +3 位作者 Asit Mohanty Yasser Fouad Manzoore Elahi Mohammad Soudagar Erdem Cuce 《Energy Engineering》 EI 2025年第1期101-128,共28页
The emergence of smart grids in India is propelled by an intricate interaction of market dynamics,regulatory structures,and stakeholder obligations.This study analyzes the primary factors that are driving the widespre... The emergence of smart grids in India is propelled by an intricate interaction of market dynamics,regulatory structures,and stakeholder obligations.This study analyzes the primary factors that are driving the widespread use of smart grid technologies and outlines the specific roles and obligations of different stakeholders,such as government entities,utility companies,technology suppliers,and consumers.Government activities and regulations are crucial in facilitating the implementation of smart grid technology by offering financial incentives,regulatory assistance,and strategic guidance.Utility firms have the responsibility of implementing and integrating smart grid infrastructure,with an emphasis on improving the dependability of the grid,minimizing losses in transmission and distribution,and integrating renewable energy sources.Technology companies offer the essential hardware and software solutions,which stimulate creativity and enhance efficiency.Consumers actively engage in the energy ecosystem by participating in demand response,implementing energy saving measures,and adopting distributed energy resources like solar panels and electric vehicles.This study examines the difficulties and possibilities in India’s smart grid industry,highlighting the importance of cooperation among stakeholders to build a strong,effective,and environmentally friendly energy future. 展开更多
关键词 Smart grid STAKEHOLDERS smart grid technology market drivers
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