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Resilience-Oriented Load Restoration Method and Repair Strategies for Regional Integrated Electricity-Natural Gas System
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作者 Keqiang Wang Pengyang Zhao +4 位作者 Changjian Wang Zimeng Zhang Yu Zhang Jia Lu Zedong Yang 《Energy Engineering》 EI 2024年第4期1091-1108,共18页
The rising frequency of extreme disaster events seriously threatens the safe and secure operation of the regional integrated electricity-natural gas system(RIENGS).With the growing level of coupling between electric a... The rising frequency of extreme disaster events seriously threatens the safe and secure operation of the regional integrated electricity-natural gas system(RIENGS).With the growing level of coupling between electric and natural gas systems,it is critical to enhance the load restoration capability of both systems.This paper proposes a coordinated optimization strategy for resilience-enhanced RIENGS load restoration and repair scheduling and transforms it into a mixed integer second-order cone programming(MISOCP)model.The proposed model considers the distribution network reconfiguration and the coordinated repair strategy between the two systems,minimizing the total system load loss cost and repair time.In addition,a bi-directional gas flow model is used to describe the natural gas system,which can provide the RIENGS with more flexibility for load restoration during natural gas system failure.Finally,the effectiveness of the proposed approach is verified by conducting case studies on the test systems RIENGS E13-G7 and RIENGS E123-G20. 展开更多
关键词 RESILIENCE regional integrated electricity-natural gas system load restoration repair strategy
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Regional Oceanic Impact on Circulation and Direct Radiative Effect of Aerosol over East Asia 被引量:1
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作者 XIONG Zhe HAN Zhi-Wei 《Atmospheric and Oceanic Science Letters》 2011年第6期324-329,共6页
The Regional Integrated Environmental Model System (RIEMS 2.0) coupled with a chemistry-aerosol model and the Princeton Ocean Model (POM) is employed to simulate regional oceanic impact on atmospheric circulation ... The Regional Integrated Environmental Model System (RIEMS 2.0) coupled with a chemistry-aerosol model and the Princeton Ocean Model (POM) is employed to simulate regional oceanic impact on atmospheric circulation and the direct radiative effect (DRE) of aerosol over East Asia. The aerosols considered in this study include both major anthropogenic aerosols (e.g., sulfate, black carbon, and organic carbon) and natural aerosols (e.g., soil dust and sea salt). The RIEMS 2.0 is driven by NCEP/NCAR reanalysis II, and the simulated period is from 1 January to 31 December 2006. The results show the following: (1) The simulated annual mean sea-level pressure by RIEMS 2.0 with POM is lower than without POM over the mainland and higher without POM over the ocean. (2) In summer, the subtropical high simulated by RIEMS 2.0 with POM is stronger and extends further westward, and the continental low is stronger than without POM in summer. (3) The aerosol optical depth (AOD) simulated by RIEMS 2.0 with POM is larger in the middle and lower reaches of the Yangtze River than without POM. (4) The direct radiative effect with POM is stronger than that without POM in the middle and lower reaches of the Yangtze River and parts of southern China. Therefore, the authors should take account of the impact of the regional ocean model on studying the direct climate effect &aerosols in long term simulation. 展开更多
关键词 aerosols direct radiative effect circulation regional ocean model the regional Integrated Environ- mental Model System 2.0
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Impact of openness, economic policy reform and regional shocks on trade and growth of Thailand: An econometric study 被引量:1
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作者 Thanet Wattanakul 《Chinese Business Review》 2009年第1期17-30,共14页
Thailand has currently enhanced and promoted intensive trade and investment liberalization and implemented long-term growth policy according with current regional economic integration, WTO obligations and globalizatio... Thailand has currently enhanced and promoted intensive trade and investment liberalization and implemented long-term growth policy according with current regional economic integration, WTO obligations and globalization. Nevertheless, several recent internal and external factors e.g. the massive SARS and avian flu outbreaks, the Indian Ocean tsunami devastation, the Asia financial crisis and domestic policy reforms (ICSEAD, 2006) have also impeded this policy. While the issues are important for Thailand and developing countries in Asia, only limited research has been undertaken to investigate them. The paper conducts a substantive quantitative study to contribute to these trade and development policy issues. A new econometric modelling policy method, namely the generalized gravity theory (Tran Van Hoa, 2004) is used to develop a simple flexible simultaneous-equation econometric model of Thailand's openness model with its seven major trade partners (ASEAN-4, Australia, the USA, the EU, China, Japan and India). Using data from the ICSEAD, the World Development Indicators and the Bank of Thailand databases, the paper reveals efficient and reliable empirical findings on trade-growth causality, trade determination including the impact of shocks and policy reform on trade and growth between Thailand and its major trade partners over the past two decades. The paper also provides evidence on the linkages between trade in goods, FDI and services and regional economic integration for more credible policy implications. 展开更多
关键词 trade and investment liberalization regional economic integration free trade agreements trade and growth causality generalized gravity theory modelling economic and trade policy
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The comparative African regional economics of globalization in financial allocation efficiency: the pre-crisis era revisited
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作者 Simplice A.Asongu Joseph Nnanna Vanessa S.Tchamyou 《Financial Innovation》 2020年第1期1-41,共41页
This study assesses the role of globalization-fueled regionalization policies on the financial allocation efficiency of four economic and monetary regions in Africa from 1980 to 2008.Banking and financial system effic... This study assesses the role of globalization-fueled regionalization policies on the financial allocation efficiency of four economic and monetary regions in Africa from 1980 to 2008.Banking and financial system efficiency proxies are used as dependent variables and seven bundled and unbundled globalization variables are employed as independent indicators.The bundling is achieved by principal component analysis,while the empirical evidence is based on interactive fixed effects regressions.The findings are as follows.First,financial allocation efficiency is more sensitive to financial openness compared to trade openness and most sensitive to globalization.The relationship between allocation efficiency and globalization-fueled regionalization policies is defined by:(i)a Kuznets or inverted U-shaped curve in the UEMOA and CEMAC zones(evidence of decreasing returns for allocation efficiency from globalization-fueled regionalization)and(ii)a U-shaped relationship overwhelmingly in the COMESA and scantily in the EAC(increasing returns to allocation efficiency due to globalization-fueled regionalization).These relationships are relevant to the specific globalization dynamics within regions.Economic and monetary regions are more prone to surplus liquidity than pure economic regions are.Policy implications and measures for reducing surplus liquidity are also discussed. 展开更多
关键词 GLOBALIZATION Financial development regional integration Panel AFRICA
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Optimal Scheduling for Flexible Regional Integrated Energy Systemwith Soft Open Point
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作者 Wen Xu Dongdong Ren +3 位作者 Biyi Yi Haoqing Zhen Youbing Zhang Xuesong Zhang 《Computer Modeling in Engineering & Sciences》 SCIE EI 2022年第5期1101-1123,共23页
The Regional Integrated Energy System(RIES)has brought new modes of development,utilization,conversion,storage of energy.The introduction of Soft Open Point(SOP)and the application of Power to Gas(P2G)technology will ... The Regional Integrated Energy System(RIES)has brought new modes of development,utilization,conversion,storage of energy.The introduction of Soft Open Point(SOP)and the application of Power to Gas(P2G)technology will greatly deepen the coupling of the electricity-gas integrated energy system,improve the flexibility and safety of the operation of the power system,and bring a deal of benefits to the power system.On this background,an optimal dispatch model of RIES combined cold,heat,gas and electricity with SOP is proposed.Firstly,RIES architecture with SOP and P2G is designed and its mathematical model also is built.Secondly,on the basis of considering the optimal scheduling of combined cold,heat,gas and electricity,the optimal scheduling model for RIES was established.After that,the original model is transformed into a mixed-integer second-order cone programming model by using linearization and second-order cone relaxation techniques,and the CPLEX solver is invoked to solve the optimization problem.Finally,the modified IEEE 33-bus systemis used to analyze the benefits of SOP,P2G technology and lithium bromide absorption chillers in reducing systemnetwork loss and cost,as well as improving the system’s ability to absorb wind and solar and operating safety. 展开更多
关键词 regional integrated energy system power to gas soft open point wind and photovoltaic power permeation lithium bromide chiller operating cost
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Analysis of Driving Factors of Natural Gas Consumption in China: Based on Regional Integration and LMDI Method
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作者 Huiwen Xu Zhen Wang 《Energy Engineering》 EI 2021年第4期1027-1043,共17页
In recent years,China has developed rapidly in terms of natural gas.Driven by regional economic integration,a regional natural gas market composed of neighboring provinces and cities has taken shape gradually,and it t... In recent years,China has developed rapidly in terms of natural gas.Driven by regional economic integration,a regional natural gas market composed of neighboring provinces and cities has taken shape gradually,and it tends to grow toward the same direction in policy formulation,resource coordination,facility construction and market expansion.Based on the factors such as geographical location,economic conditions and natural gas consumption,this thesis tends to conduct a horizontal comparative analysis on the economic development conditions,natural gas consumption characteristics and natural gas pipeline network density of the three regions with obvious regional integration feature in China.Then according to LMDI,four core indicators,namely economic growth effect,energy intensity effect,energy structure effect,and substitution effect are selected.The thesis is expected to explore the contribution of different indicators to the growth of natural gas consumption in these three different regions.According to the results,it can be concluded that the driving factors of natural gas consumption differ greatly among regions.Specifically speaking,the more developed the economy is,the greater the contribution of the energy substitution effect to natural gas consumption will be,and the contribution of the economic growth effect to natural gas consumption will be smaller.Despite that the contribution of energy intensity in different regions shows slight difference,the energy structure contributes the least effect,which further explains the current differences in China’s natural gas consumption characteristics and the reasons behind. 展开更多
关键词 regional integration natural gas consumption influencing factor LMDI
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The Inspiration of European Integration to Asia-Pacific Regional Cooperation
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作者 Sun Xiaoqing 《Contemporary International Relations》 2002年第5期20-40,共21页
The two different developing trends in current Asia are in sharp contrast with each other. One is relying on military means to solve regional conflicts, the other is coordinating and stabilizing inter-state relations ... The two different developing trends in current Asia are in sharp contrast with each other. One is relying on military means to solve regional conflicts, the other is coordinating and stabilizing inter-state relations through economic integration. The latter is undoubtedly the target to be sought after. Summarizing Europe’s experience is conducive to reaching the goal. 展开更多
关键词 EU In The Inspiration of European Integration to Asia-Pacific regional Cooperation ASIA
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South-South Coalitions, Bilateral Agreements, and Regional Coordination: Public Opinion and Brazilian Foreign Policy
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作者 Janina Onuki Amancio Jorge de Oliveira Pedro Feliu Ribeiro 《International Relations and Diplomacy》 2017年第2期112-119,共8页
Emerging powers suffer the effects from the resource deficits in attempting to project their power globally. The developing nations are faced with difficult choices in determining their resource allocation strategies ... Emerging powers suffer the effects from the resource deficits in attempting to project their power globally. The developing nations are faced with difficult choices in determining their resource allocation strategies when compared to the already established powers. This article uses Brazil as a case study to analyze how emerging powers articulate strategies to conduct operations across the distinct areas of the international stage, paying special attention to regional and global arenas. Our interest is to analyze how power projection strategies are articulated and formed. More specifically, our research works to understand how a country compares and relates its regional operations to its global ones. 展开更多
关键词 regional integration foreign policy public opinion emerging powers Brazil
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The regional integration in South China beforeand after repatriation of Hong Kong
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作者 YE Shun-zan, QIU Yu-liang(Institute of Geography, Chinese Academy of Sciences, Beijing 100101, China) 《Journal of Geographical Sciences》 SCIE CSCD 1999年第4期421-423,共3页
关键词 The regional integration in South China beforeand after repatriation of Hong Kong
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Hebei Talents Development Strategy under the Background of Talents Integration in Beijing-Tianjin-Hebei Region
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《International English Education Research》 2014年第1期19-23,共5页
As the development of productive forces, the most critical and most active factors in people is the fimdamental driving force of regional economic sustainable development and cooperation has a vital role in regional e... As the development of productive forces, the most critical and most active factors in people is the fimdamental driving force of regional economic sustainable development and cooperation has a vital role in regional economic development Only speed up regional economic cooperation and enforce the integration of regional talent development, can the Beijing-Tianjin-Hebei region achieves rapid development, and become China' s third largest economic growth pole, following the Pearl River Delta and Yangtze River Delta. Based on reviewing the integration process of the integration of regional talent development in the Beijing-Tianjin-Hebci region, this paper further analyze differences in the economic development status, the level of human capital, wage levels, employment status, and the development of educational science and technology among Hebei Province, Beijing and Tianjin, and concludes talent development strategy for Hebei Province replying the personnel integration of Beijing, Tianjin and Hebei Province. 展开更多
关键词 BEIJING-TIANJIN-HEBEI regional integration Level of human capital.
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Coordinated development of Yunnan's frontier culture and economy under the regional economic integration pattern
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作者 WAN Yu-ying 《Ecological Economy》 2017年第2期165-171,共7页
This paper constructs the index system by means of quantitative analysis. We choose the coordination degree of Yunnan province from 2012 to 2015. The regional cultural and economic development in Yunnan's frontier... This paper constructs the index system by means of quantitative analysis. We choose the coordination degree of Yunnan province from 2012 to 2015. The regional cultural and economic development in Yunnan's frontier are analyzed so that we can provide the reference for the sustainable development of Yunnan's frontier and realize the coordinated development of culture in Yunnan's frontier and economic system in order. The results show that the culture and economy in Yunnan's frontier are coupled with formation of the coordinated development of culture and economy; economic development is the main reason to promote the coordinated development of culture and economy in Yunnan's frontier, and it contributes to the main force of improving the coordinated development of evolution types; the coordinated development degree of the overall level is low and still in the China's backward level. 展开更多
关键词 regional economic integration culture and economy coordinated development Yunnan’s frontier
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Experiment and Achievement Enlightenment of Integrated Prospecting of Carbonate-Type Lead-Zinc Deposits in the Sichuan-Yunnan-Guizhou Region of China
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作者 ZHANG Wei LIAO Guozhong +6 位作者 WANG Yonghua LI Liangbo ZHANG Qiudong DU Xin ZHU Yan SUN Tao DENG Ke 《Acta Geologica Sinica(English Edition)》 SCIE CAS CSCD 2015年第5期1777-1778,共2页
Mississippi-Valley's carbonate-type (MVT) lead-zinc deposits are the most important type of lead-zinc deposits in the southwest of China. In 2013, China Geological Survey Bureau deployed a project named "Experimen... Mississippi-Valley's carbonate-type (MVT) lead-zinc deposits are the most important type of lead-zinc deposits in the southwest of China. In 2013, China Geological Survey Bureau deployed a project named "Experimental Investigation of Integrated Prospecting Technology for Concealed Carbonate-Type Lead-Zinc Deposits in the Region of Sichuan, Yunnan and Guizhou Provinces". This project has been implemented by the Chengdu Center of China Geological Survey since 2013, and the project has run for 3 years. The general objective of this project is to establish an effective and adaptable integrated prospecting methodology (including geological, geophysical and geochemical techniques) in search for deep concealed lead-zinc deposits. 展开更多
关键词 Experiment and Achievement Enlightenment of Integrated Prospecting of Carbonate-Type Lead-Zinc Deposits in the Sichuan-Yunnan-Guizhou region of China
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Deep learning-based method for detecting anomalies in electromagnetic environment situation
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作者 Wei-lin Hu Lun-wen Wang +2 位作者 Chuang Peng Ran-gang Zhu Meng-bo Zhang 《Defence Technology(防务技术)》 SCIE EI CAS CSCD 2023年第8期231-241,共11页
The anomaly detection of electromagnetic environment situation(EMES) has essential reference value for electromagnetic equipment behavior cognition and battlefield threat assessment.In this paper,we proposed a deep le... The anomaly detection of electromagnetic environment situation(EMES) has essential reference value for electromagnetic equipment behavior cognition and battlefield threat assessment.In this paper,we proposed a deep learning-based method for detecting anomalies in EMES to address the problem of relatively low efficiency of electromagnetic environment situation anomaly detection(EMES-AD).Firstly,the convolutional kernel extracts the static features of different regions of the EMES.Secondly,the dynamic features of the region are obtained by using a recurrent neural network(LSTM).Thirdly,the Spatio-temporal features of the region are recovered by using a de-convolutional network and then fused to predict the EMES.The structural similarity algorithm(SSIM) is used to determine whether it is anomalous.We developed the detection framework,de-signed the network parameters,simulated the data sets containing different anomalous types of EMES,and carried out the detection experiments.The experimental results show that the proposed method is effective. 展开更多
关键词 Electromagnetic environment situation(EMES) Anomaly detection(AD) regional features integration LSTM CNN
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A study of novel real-time power balance strategy with virtual asynchronous machine control for regional integrated electric-thermal energy systems
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作者 WANG Rui LI Ming-Jia +2 位作者 WANG YiBo SUN QiuYe ZHANG PinJia 《Science China(Technological Sciences)》 SCIE EI CAS CSCD 2024年第7期2074-2086,共13页
The development of regional integrated electric-thermal energy systems(RIETES) is considered a promising direction for modern energy supply systems. These systems provide a significant potential to enhance the compreh... The development of regional integrated electric-thermal energy systems(RIETES) is considered a promising direction for modern energy supply systems. These systems provide a significant potential to enhance the comprehensive utilization and efficient management of energy resources. Therein, the real-time power balance between supply and demand has emerged as one pressing concern for system stability operation. However, current methods focus more on minute-level and hour-level power optimal scheduling methods applied in RIETES. To achieve real-time power balance, this paper proposes one virtual asynchronous machine(VAM) control using heat with large inertia and electricity with fast response speed. First, the coupling timescale model is developed that considers the dynamic response time scales of both electric and thermal energy systems. Second, a real-time power balance strategy based on VAM control can be adopted to the load power variation and enhance the dynamic frequency response. Then, an adaptive inertia control method based on temperature variation is proposed, and the unified expression is further established. In addition, the small-signal stability of the proposed control strategy is validated. Finally, the effectiveness of this control strategy is confirmed through MATLAB/Simulink and HIL(Hardware-in-the-Loop) experiments. 展开更多
关键词 regional integrated electric-thermal energy systems real-time power balance virtual asynchronous machine adaptive inertia small-signal stability
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Distributed Robust Optimal Dispatch of Regional Integrated Energy Systems Based on ADMM Algorithm with Adaptive Step Size
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作者 Zhoujun Ma Yizhou Zhou +2 位作者 Yuping Zheng Li Yang Zhinong Wei 《Journal of Modern Power Systems and Clean Energy》 SCIE EI CSCD 2024年第3期852-862,共11页
This paper proposes a distributed robust optimal dispatch model to enhance information security and interaction among the operators in the regional integrated energy system(RIES).Our model regards the distribution net... This paper proposes a distributed robust optimal dispatch model to enhance information security and interaction among the operators in the regional integrated energy system(RIES).Our model regards the distribution network and each energy hub(EH)as independent operators and employs robust optimization to improve operational security caused by wind and photovoltaic(PV)power output uncertainties,with only deterministic information exchanged across boundaries.This paper also adopts the alternating direction method of multipliers(ADMM)algorithm to facilitate secure information interaction among multiple RIES operators,maximizing the benefit for each subject.Furthermore,the traditional ADMM algorithm with fixed step size is modified to be adaptive,addressing issues of redundant interactions caused by suboptimal initial step size settings.A case study validates the effectiveness of the proposed model,demonstrating the superiority of the ADMM algorithm with adaptive step size and the economic benefits of the distributed robust optimal dispatch model over the distributed stochastic optimal dispatch model. 展开更多
关键词 regional integrated energy system(RIES) distributed optimization robust optimization operation security energy hub(EH)
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Optimal Scheduling of Regional Integrated Energy Systems Considering Hybrid Demand Response
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作者 Ganyun Lyu Bin Cao +3 位作者 Dexiang Jia Nan Wang Jun Li Guangyu Chen 《CSEE Journal of Power and Energy Systems》 SCIE EI CSCD 2024年第3期1208-1219,共12页
Flexible load can optimize the load curve,which is an important means to promote renewable energy consumption.The peculiarities of electricity,heat,cooling and gas loads are analyzed in this paper,considering the fuzz... Flexible load can optimize the load curve,which is an important means to promote renewable energy consumption.The peculiarities of electricity,heat,cooling and gas loads are analyzed in this paper,considering the fuzzy degree of human perception for water temperature,and the characteristic model of hot water load is established.Considering the fuzzy degree of human perception of ambient temperature,the characteristic model of cooling load is established by using PMV and PPD index.Meanwhile,considering four combinations of cut load,translatable load,transferable load and alternative load,and considering the coupling relationship of composite parts,different response models of load are established respectively.With the minimum cost of the system,including operation and compensation costs as the objective function,the optimization scheduling model of the regional integrated energy system is established,and the Gurobi solver is used for simulation analysis to solve the optimal output and load response curve of each piece of equipment.The results show that the load curve can be optimized,the flexible regulation ability of the regional integrated energy system can be enhanced,the energy loss of the system can be reduced,and the wind power consumption ability of the system can be increased by considering the integrated demand response. 展开更多
关键词 Alternative load day ahead optimal scheduling integrated demand response PMV and PPD index regional integrated energy system
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Integration Level for the Association of Southeast Asian Nations (ASEAN) Economic Community 被引量:2
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作者 Sylvia Cristina Alvarado Navas 《Chinese Business Review》 2016年第2期55-63,共9页
The time has come for the constitution of the Association of Southeast Asian Nations (ASEAN) economic community and many facts have been analyzed regarding this topic. This paper presents the results of the statisti... The time has come for the constitution of the Association of Southeast Asian Nations (ASEAN) economic community and many facts have been analyzed regarding this topic. This paper presents the results of the statistical analysis applied to several economic parameters which firstly show how their integration pattern adjusts with a considerable good fitting to the optimum currency area model and to its extended version by Behrens; and secondly how the 10 members of this group are moving at relatively same speed in spite of their differences, that are also inferred for ranging. 展开更多
关键词 Association of Southeast Asian Nations (ASEAN) regional integration ASEAN members' economicdifferences and similarities currency harmonization optimum currency area (OCA)
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Operation Cost Optimization Method of Regional Integrated Energy System in Electricity Market Environment Considering Uncertainty 被引量:1
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作者 Peng Li Fan Zhang +5 位作者 Xiyuan Ma Senjing Yao Yuhang Wu Ping Yang Zhuoli Zhao Loi Lei Lai 《Journal of Modern Power Systems and Clean Energy》 SCIE EI CSCD 2023年第1期368-380,共13页
In the electricity market environment,the regional integrated energy system(RIES)can reduce the total operation cost by participating in electricity market transactions.However,the RIES will face the risk of load and ... In the electricity market environment,the regional integrated energy system(RIES)can reduce the total operation cost by participating in electricity market transactions.However,the RIES will face the risk of load and electricity price uncertainties,which may make its operation cost higher than expected.This paper proposes a method to optimize the operation cost of the RIES in the electricity market environment considering uncertainty.Firstly,based on the operation cost structure of the RIES in the electricity market environment,the energy flow relationship of the RIES is analyzed,and the operation cost model of the RIES is built.Then,the electricity purchase costs of the RIES in the medium-and long-term electricity markets,the spot electricity market,and the retail electricity market are analyzed.Finally,considering the risk of load and electricity price uncertainties,the operation cost optimization model of the RIES is established based on conditional value-at-risk.Then it is solved to obtain the operation cost optimization strategy of the RIES.Verification results show that the proposed operation cost optimization method can reduce the operation cost of high electricity price scenario by optimizing the energy purchase and distribution strategy,constrain the risk of load and electricity price uncertainties,and help balance the risks and benefits. 展开更多
关键词 Conditional value-at-risk electricity market UNCERTAINTY operation cost regional integrated energy system(RIES).
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Multivariate Two-stage Adaptive-stacking Prediction of Regional Integrated Energy System 被引量:1
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作者 Leijiao Ge Yuanliang Li +3 位作者 Jan Yan Yuanliang Li Jiaan Zhang Xiaohui Li 《Journal of Modern Power Systems and Clean Energy》 SCIE EI CSCD 2023年第5期1462-1479,共18页
To reduce environmental pollution and improve the efficiency of cascaded energy utilization, regional integrated energy system(RIES) has received extensive attention. An accurate multi-energy load prediction is signif... To reduce environmental pollution and improve the efficiency of cascaded energy utilization, regional integrated energy system(RIES) has received extensive attention. An accurate multi-energy load prediction is significant for RIES as it enables stakeholders to make effective decisions for carbon peaking and carbon neutrality goals. To this end, this paper proposes a multivariate two-stage adaptive-stacking prediction(M2ASP) framework. First, a preprocessing module based on ensemble learning is proposed. The input data are preprocessed to provide a reliable database for M2ASP, and highly correlated input variables of multi-energy load prediction are determined. Then, the load prediction results of four predictors are adaptively combined in the first stage of M2ASP to enhance generalization ability. Predictor hyper-parameters and intermediate data sets of M2ASP are trained with a metaheuristic method named collaborative atomic chaotic search(CACS) to achieve the adaptive staking of M2ASP. Finally, a prediction correction of the peak load consumption period is conducted in the second stage of M2ASP. The case studies indicate that the proposed framework has higher prediction accuracy, generalization ability, and stability than other benchmark prediction models. 展开更多
关键词 Collaborative atomic chaotic search(CACS) multivariate two-stage adaptive-stacking prediction(M2ASP)framework prediction error correction regional integrated energy system(RIES)
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EU's Association Agreements & Central America: No Milk Until the Cows Come Home
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作者 Imtiaz Hussain 《International Relations and Diplomacy》 2014年第12期794-805,共12页
Why did the European Union (EU) conclude an Association Agreement (A.A), rather than a free-trade agreement with Central American (CA) countries in 2010? A CA-EU AA content analysis within the broader EU policy... Why did the European Union (EU) conclude an Association Agreement (A.A), rather than a free-trade agreement with Central American (CA) countries in 2010? A CA-EU AA content analysis within the broader EU policy approach towards Latin America suggests it to be (1) the only feasible option for each side at a time of increasing commercial flux; (2) mutually attractive against globalizing threats, thus converting an institutional innovation into a double-edged instrument; and (3) illustrative of the subtle but significant shift of farm-protection demands from endogenous dynamics to exogenous. They carry important implications: (1) empirically: weak CA-EU linkages further dilute West Europe's broader Latin ambitions; (2) theoretically: AA analyses better reflect trading realities than pure regional economic integration theories, suggesting the corrosive impact of globalizing forces on regional pursuits; and (3) historically: the continued role of the farm jinx in trade. 展开更多
关键词 "association" agreement maquiladora production regional integration farm integration
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