微电网鲁棒定价策略附matlab实现

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智能优化算法       神经网络预测       雷达通信      无线传感器        电力系统

信号处理              图像处理               路径规划       元胞自动机        无人机

🔥 内容介绍

Price is an important element of market behavior and is closely related to energy management. From consumer’s perspective, the demand increase/decrease as the marginal benefit higher/lower than the market price. From the producer’s perspective, the generation increase/decrease as the production cost lower/higher

than the market price. This paper considers the energy imbalance management in a microgrid system. Suppose in a microgrid, the demand and supply change according to the price at the time. Then by properly designing the pricing scheme, the energy imbalance in the microgrid can be controlled. Unlike the traditional power grid, microgrid can obtain energy from a renewable energy sources (RES)

such as solar panel of wind turbine. Microgrid contain components include, dynamical load, RES and dynamic generation. The energy in the microgrid should be balanced in anytime, that is the sum of demand equals the sum of generation. However, the intermittency of RES brings uncertainty to the system and make the system imbalanced. To balance the system, a pricing scheme termed area control error (ACE) pricing has been studied.The ACE pricing uses the rate of energy imbalance to control the rate of change of the price. However, in this paper, simulation result shows that the performance of ACR pricing will degrade when additional intermittent power input is involved. In this paper, a novel robust pricing scheme is proposed to deal with the uncertainty caused by RES. Then ovel pricing scheme is based on fuzzy interpolation techniques. The uncertainty caused by intermittent RES is addressed by 𝐻 performance criterion design; that’s to say, over all the possible disturbances, the uncertainty and the fluctuating effects is less than a fixed attenuation level. The pricing parameters can be solved by a linear matrix inequality, which is convex and can be solved efficiently.

微电网鲁棒定价策略附matlab实现

微电网鲁棒定价策略附matlab实现

微电网鲁棒定价策略附matlab实现

微电网鲁棒定价策略附matlab实现

📣 部分代码

function fm2 = FM2(pg, Fm2)%% Fuzzy logic setting for power demoand, see Figure 1bFm2 = Fm2 - 1;k = [5 11.67 18.33 25];if Fm2 == 0 if pg < k(1) fm2 = 1; else fm2 = max([1/(k(2)-k(1))*(k(2)-pg) 0]); endelseif Fm2 == 1 fm2 = max([min([1/(k(2)-k(1))*(pg-k(1)), 1/(k(3)-k(2))*(k(3)-pg)]) 0]);elseif Fm2 == 2 fm2 = max([min([1/(k(3)-k(2))*(pg-k(2)), 1/(k(4)-k(3))*(k(4)-pg)]) 0]);elseif Fm2 == 3 if pg > k(4) fm2 = 1; else fm2 = max([1/(k(4)-k(3))*(pg-k(3)) 0]); endend

⛳️ 运行结果

微电网鲁棒定价策略附matlab实现

🔗 参考文献

微电网鲁棒定价策略附matlab实现

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1 各类智能优化算法改进及应用

生产调度、经济调度、装配线调度、充电优化、车间调度、发车优化、水库调度、三维装箱、物流选址、货位优化、公交排班优化、充电桩布局优化、车间布局优化、集装箱船配载优化、水泵组合优化、解医疗资源分配优化、设施布局优化、可视域基站和无人机选址优化

2 机器学习和深度学习方面

卷积神经网络(CNN)、LSTM、支持向量机(SVM)、最小二乘支持向量机(LSSVM)、极限学习机(ELM)、核极限学习机(KELM)、BP、RBF、宽度学习、DBN、RF、RBF、DELM、XGBOOST、TCN实现风电预测、光伏预测、电池寿命预测、辐射源识别、交通流预测、负荷预测、股价预测、PM2.5浓度预测、电池健康状态预测、水体光学参数反演、NLOS信号识别、地铁停车精准预测、变压器故障诊断

2.图像处理方面

图像识别、图像分割、图像检测、图像隐藏、图像配准、图像拼接、图像融合、图像增强、图像压缩感知

3 路径规划方面

旅行商问题(TSP)、车辆路径问题(VRP、MVRP、CVRP、VRPTW等)、无人机三维路径规划、无人机协同、无人机编队、机器人路径规划、栅格地图路径规划、多式联运运输问题、车辆协同无人机路径规划、天线线性阵列分布优化、车间布局优化

4 无人机应用方面

无人机路径规划、无人机控制、无人机编队、无人机协同、无人机任务分配、无人机安全通信轨迹在线优化

5 无线传感器定位及布局方面

传感器部署优化、通信协议优化、路由优化、目标定位优化、Dv-Hop定位优化、Leach协议优化、WSN覆盖优化、组播优化、RSSI定位优化

6 信号处理方面

信号识别、信号加密、信号去噪、信号增强、雷达信号处理、信号水印嵌入提取、肌电信号、脑电信号、信号配时优化

7 电力系统方面

微电网优化、无功优化、配电网重构、储能配置

8 元胞自动机方面

交通流 人群疏散 病毒扩散 晶体生长

9 雷达方面

卡尔曼滤波跟踪、航迹关联、航迹融合

 

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