Dawei Song’s research while affiliated with State Grid Energy Research Institute and other places

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Publications (7)


The unified scheduling electricity consumption forecast for the working days and holidays in June 2019 Unit: Celsius, 100 million kWh
Research on Monthly Unified Scheduling Electricity Consumption Prediction Based on Temperature Gradient Change
  • Article
  • Full-text available

April 2020

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17 Reads

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1 Citation

IOP Conference Series Materials Science and Engineering

Junhui Liu

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Hongkun Bai

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Jiangbo Wang

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[...]

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Dawei Song

With the improvement of residents’ living standards, the cooling and heating load are increasing rapidly, and the influence of temperature on the unified scheduling electricity consumption is increasing. Based on the temperature gradient change, the monthly unified scheduling electricity consumption prediction research is carried out to quantify the influence of temperature on the unified scheduling electricity consumption, and the unified scheduling electricity consumption prediction is performed for a provincial power grid. The example further proves the feasibility and effectiveness of the prediction method.

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Peaking Compensation Mechanism for Thermal Units and Virtual Peaking Plants Union Promoting Curtailed Wind Power Integration

August 2019

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101 Reads

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5 Citations

As the installed capacity of wind power increases rapidly, how to promote wind power curtailment (WPC) integration has become a concern. The surface and underlying causes of wind power curtailment are insufficient peaking capability of the power system and imperfect peaking compensation mechanisms, respectively. Therefore, this paper proposes a peaking compensation mechanism uniting supply side and demand side to enhance system peaking capability. Firstly, through incentive and fairness analysis, the interest relationship of peaking subjects is researched based on game theory, and the peaking contribution on supply/demand side is quantified by Pearson correlation coefficients. Secondly, based on clustering analysis, the potential of system peaking providers are explored adequately, supply-side thermal units are divided into deep peaking clusters, and demand-side demand response (DR) resources are integrated into virtual peaking plants (VPP). Accordingly, a two-stage wind-thermal-VPP coordination optimization model is built to dispatch peaking providers. Furtherly, a two-layer peaking compensation allocation method considering peaking contribution and peaking enthusiasm is proposed to encourage peaking providers and mitigate “combination explosion”. Simulation results indicate that the proposed mechanism effectively promotes the enthusiasm of union peaking and the integration of WPC.


Research on multiple value of power users and differentiated business strategy of retailers under the new round of power system reform

November 2018

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3 Reads

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1 Citation

AIP Conference Proceedings

The electricity retail market reform is the most active field in the new round of power system reform. It is necessary to speed up the formation and development of the electricity retail companies, to study its business classification supervision and development mode, and to improve the management and operation efficiency of the electricity retail companies. Therefore, according to the experience of domestic and foreign retail market reform, this paper studies the business strategy and business development model of electricity retail companies participating in market competition in the opening electricity retail market. According to the policy framework of the new round of power system reform, the classification and characteristics of the electricity retail companies are clarified, and the different ways of participating in the market competition are studied. Secondly, considering the value of users’ energy, the degree of market participation, and the grade of telecommunication, the model of multi-value level of electricity users is established. Finally, based on the diversification of electricity retail companies and the choice of customers, the paper puts forward the differentiated management strategies of electricity retail companies from four aspects: service strategy, management strategy, talent strategy and competitive strategy, which will provide strategic reserve and theoretical support for electricity retail companies.




Citations (4)


... Machine learning models can help to mitigate these uncertainties and enable stakeholders in the energy market to make more informed decisions. The LMP is usually determined by solving the direct current optimal power flow (DC-OPF) problem, a simplified version of optimal power flow (OPF) which is a complex and constrained nonlinear programming problem [4]. The largescale nature of OPF problems exhibits excessive hardware and computational-time requirements, especially when dealing with real-time predictions of very large electricity grids [5]. ...

Reference:

AI Driven Near Real-time Locational Marginal Pricing Method: A Feasibility and Robustness Study
A Review of the Application of Locational Marginal Price Theory in The New Situation
  • Citing Conference Paper
  • November 2019

... Considering the long-term water distribution and short-term peak-regulation demand of cascade hydropower stations, a capacity planning method has been established to help reasonably plan the capacity of renewable energy power plants [19]. In order to improve the peak-regulation capacity of the system and consider the relationship between supply and demand, a peak-regulation compensation mechanism is proposed in the literature [20], which effectively promotes joint peak regulation and wind power consumption. Demand response resources were considered to establish the combined mixed-integer linear planning (MILP) model in [21], and the example given verifies that the use of demand response means is conducive to the joint peak-regulation operation of water, fire, and electricity. ...

Peaking Compensation Mechanism for Thermal Units and Virtual Peaking Plants Union Promoting Curtailed Wind Power Integration

... Domestic and foreign scholars have conducted extensive research on the scarce pricing mechanism in the electricity market. Previous studies have introduced various mechanisms, such as centralized capacity markets [1], reliability option auctions [2], decentralized capacity obligations [3], fixed capacity compensation [4], strategic reserve mode [5], and scarcity pricing [6], based on the typical international practice of capacity adequacy mechanism, but these studies only introduce the principles and overall framework of related mechanism designs abroad. References [7][8] have designed new capacity market mechanisms and capacity compensation mechanisms suitable for China's power system, respectively, proposing mechanism design schemes for market operating economic efficiency, energy transition needs and other objectives. ...

Research on multiple value of power users and differentiated business strategy of retailers under the new round of power system reform
  • Citing Conference Paper
  • November 2018

AIP Conference Proceedings

... In addition, the talents needed for Energy Internet construction are applied engineering talents [90]. At the present stage, the construction of the Energy Internet is still in its infancy [91], and the technology is facing constant innovation. Therefore, higher requirements are put forward for the recruited talents' innovative ability and practical ability. ...

Research on Integrated Energy Service Mode of Park-level Energy Internet