Voltage Regulation Support Using PV Smart Inverters Assignment

Assignment Task

A Schematic diagram of a bidirectional single branch radial distribution circuit with n+1 nodes is given in Fig. 1

(see Adaptive VAR Control for Distribution Circuits With PV Generators, IEEE Trans Power Systems, 8/2012).

The power flow is given by the following equations:

By simplification, the optimization process becomes as follows. Power Loss:

over decision variables pj, Qj, vj , qj, g subject to

The inverter’s ability to generate reactive power is constrained by its apparent power capability sj = pj g + igj g and its instantaneous real power generation (pj g) through the relationship

Model-Based Control

A local control at PV nodes is provided as follows

Data-Driven Control There is a need to develop a Data-Driven based detection and voltage control at PV nodes. In this project,

you may assume that the power loss is already minimized and only focus on the following conditions:

1. Detection.

2. If (4) is acceptable for all nodes, do nothing.

3. If not, you need to regulate voltage at the nearby PV nodes by employing (5) and (6).

Tasks:

1. Given n =100. Four PV nodes are selected at nodes 10, 30, 50, 75.

2. Generate note’s data (Labeled Data and Test data)

3. Binary Detection (i.e., Classification using CNN) using Test Data

4. Regulation at PV nodes (Test Data) as needed.]

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