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33 and 136-bus test system data and Code for explainable reinforcement learning
- Citation Author(s):
- Submitted by:
- Nastaran Gholizadeh
- Last updated:
- Mon, 07/08/2024 - 15:58
- DOI:
- 10.21227/p4dh-5w64
- License:
81 Views- Categories:
- Keywords:
Abstract
This comprehensive dataset comprises multiple files, encompassing essential information on various aspects of power systems. It includes the active and reactive power consumption data for both the 33- and 136-bus test systems, along with the resistance and reactance values of the distribution lines, and the network structure.
In addition to this valuable data, the dataset also features a second type containing feasible reconfiguration actions for the 33- and 136-bus systems. These actions provide insights into optimizing and adjusting the configuration of the power distribution network.
Lastly, the third type of data is dedicated to capturing the actions of a reinforcement learning agent operating within the 33- and 136-bus test systems under diverse load conditions. This particular aspect showcases the agent's adaptability and decision-making abilities in response to changing power demands.
Together, this dataset offers a comprehensive and rich resource for researchers, engineers, and practitioners working in the field of power systems and reinforcement learning, facilitating advanced studies and the development of innovative solutions for efficient and reliable power grid management.
Data_33bus.xlsx: File containing the active and reactive power consumption in the 33-bus system, network structure and the resistance and reactance of the lines
Data_136bus.xlsx: File containing the active and reactive power consumption in the 136-bus system, network structure and the resistance and reactance of the lines
sorted_open_lines_33bus.csv: the feasible reconfiguration actions in the 33-bus system
sorted_open_lines_136bus.csv: the feasible reconfiguration actions in the 136-bus system
33bus_input_new.csv: various loading condition given to the RL agent of the 33-bus system, also the input of the explainer network in the 33-bus system
136bus_input_new.csv: various loading condition given to the RL agent of the 136-bus system, also the input of the explainer network in the 136-bus system
33bus_output_new.csv: the reconfiguration actions performed by the RL agent under various loading conditions, also the output of the explainer network in the 33-bus system
136bus_output_new.csv: the reconfiguration actions performed by the RL agent under various loading conditions, also the output of the explainer network in the 136-bus system
The code files are also uploaded in the scripts section.
