Algorithms for calibrating power grid distribution system models

Overview

Distribution System Model Calibration Algorithms

The code in this library was developed by Sandia National Laboratories under funding provided by the U.S. Department of Energy Solar Energy Technologies Office as part of the project titled “Physics-Based Data-Driven grid Modelling to Accelerate Accurate PV Integration” Agreement Number 34226. More information about the project and resulting publications can be found at https://www.researchgate.net/project/Intelligent-Model-Fidelity-IMoFi.

Three distribution system model calibration algorithms are included in this release. There are two algorithms for performing phase identification: one based on an ensemble spectral clustering approach and one based on leveraging additional sensors placed on the medium voltage. Start with the CA_Ensemble_SampleScripts.py file and the SensorMethod_SampleScript.py file, respectively. The third algorithm identifies the connection between service transformers and low-voltage customers (meter to transformer pairing algorithm). Start with the MeterToTransPairingScripts.py file.

There is also a sample dataset included to facilitate the use of the code. The dataset will load automatically when using one of the sample scripts provided. For more details, please see Section IV.

For more detailed documentation, please see the DistributionSystemModelCalbrationAlgorithmManual.pdf included in the repository.

This code and data are released without any guarantee of robustness under conditions different from the ones tested during development. Questions or inquiries can be directed to Logan Blakely (Sandia National Laboratories) at [email protected].

Owner
Sandia National Laboratories
Exceptional service in the national interest.
Sandia National Laboratories
A Python description of the Kinematic Bicycle Model with an animated example.

Kinematic Bicycle Model Abstract A python library for the Kinematic Bicycle model. The Kinematic Bicycle is a compromise between the non-linear and li

Winston H. 36 Dec 23, 2022
Algorithm and Structured Programming course project for the first semester of the Internet Systems course at IFPB

Algorithm and Structured Programming course project for the first semester of the Internet Systems course at IFPB

Gabriel Macaúbas 3 May 21, 2022
Esse repositório tem como finalidade expor os trabalhos feitos para disciplina de Algoritmos computacionais e estruturais do CEFET-RJ no ano letivo de 2021.

Exercícios de Python 🐍 Esse repositório tem como finalidade expor os trabalhos feitos para disciplina de Algoritmos computacionais e estruturais do C

Rafaela Bezerra de Figueiredo 1 Nov 20, 2021
CLI Eight Puzzle mini-game featuring BFS, DFS, Greedy and A* searches as solver algorithms.

🕹 Eight Puzzle CLI Jogo do quebra-cabeças de 8 peças em linha de comando desenvolvido para a disciplina de Inteligência Artificial. Escrito em python

Lucas Nakahara 1 Jun 30, 2021
This is a Python implementation of the HMRF algorithm on networks with categorial variables.

Salad Salad is an Open Source Python library to segment tissues into different biologically relevant regions based on Hidden Markov Random Fields. The

1 Nov 16, 2021
Algorithm for Cutting Stock Problem using Google OR-Tools. Link to the tool:

Cutting Stock Problem Cutting Stock Problem (CSP) deals with planning the cutting of items (rods / sheets) from given stock items (which are usually o

Emad Ehsan 87 Dec 31, 2022
🌟 Python algorithm team note for programming competition or coding test

🌟 Python algorithm team note for programming competition or coding test

Seung Hoon Lee 3 Feb 25, 2022
8 Puzzle with A* , Greedy & BFS Search in Python

8_Puzzle 8 Puzzle with A* , Greedy & BFS Search in Python Python Install Python from here. Pip Install pip from here. How to run? 🚀 Install 8_Puzzle

I3L4CK H4CK3l2 1 Jan 30, 2022
Supplementary Data for Evolving Reinforcement Learning Algorithms

evolvingrl Supplementary Data for Evolving Reinforcement Learning Algorithms This dataset contains 1000 loss graphs from two experiments: 500 unique g

John Co-Reyes 42 Sep 21, 2022
:computer: Data Structures and Algorithms in Python

Algorithms in Python Implementations of a few algorithms and datastructures for fun and profit! Completed Karatsuba Multiplication Basic Sorting Rabin

Prakhar Srivastav 2.9k Jan 01, 2023
Python algorithm to determine the optimal elevation threshold of a GNSS receiver, by using a statistical test known as the Brown-Forsynthe test.

Levene and Brown-Forsynthe: Test for variances Application to Global Navigation Satellite Systems (GNSS) Python algorithm to determine the optimal ele

Nicolas Gachancipa 2 Aug 09, 2022
Robotic Path Planner for a 2D Sphere World

Robotic Path Planner for a 2D Sphere World This repository contains code implementing a robotic path planner in a 2D sphere world with obstacles. The

Matthew Miceli 1 Nov 19, 2021
A selection of a few algorithms used to sort or search an array

Sort and search algorithms This repository has some common search / sort algorithms written in python, I also included the pseudocode of each algorith

0 Apr 02, 2022
Python sample codes for robotics algorithms.

PythonRobotics Python codes for robotics algorithm. Table of Contents What is this? Requirements Documentation How to use Localization Extended Kalman

Atsushi Sakai 17.2k Jan 01, 2023
This is a demo for AAD algorithm.

Asynchronous-Anisotropic-Diffusion-Algorithm This is a demo for AAD algorithm. The subroutine of the anisotropic diffusion algorithm is modified from

3 Mar 21, 2022
There are some basic arithmatic in Pattern Recognization and Machine Learning writed in Python in this repository

There are some basic arithmatic in Pattern Recognization and Machine Learning writed in Python in this repository

1 Nov 19, 2021
FLIght SCheduling OPTimization - a simple optimization library for flight scheduling and related problems in the discrete domain

Fliscopt FLIght SCheduling OPTimization 🛫 or fliscopt is a simple optimization library for flight scheduling and related problems in the discrete dom

33 Dec 17, 2022
A Python library for simulating finite automata, pushdown automata, and Turing machines

Automata Copyright 2016-2021 Caleb Evans Released under the MIT license Automata is a Python 3 library which implements the structures and algorithms

Caleb Evans 219 Dec 12, 2022
Solving a card game with three search algorithms: BFS, IDS, and A*

Search Algorithms Overview In this project, we want to solve a card game with three search algorithms. In this card game, we have to sort our cards by

Korosh 5 Aug 04, 2022