Notebooks and code for the book "Introduction to Machine Learning with Python"

All Algorithms implemented in Python

This repo consists of multiple machine learning based projects with frontend

Official reinforcement learning environment for demand response and load shaping

Electricity Demand Forecasting - Our Final Year Data Science Project

Machine learning project for forecasting energy demand in a microgrid in Bristol

Notebook of analysis and ancilliary files.

A queue simulator with 3 different algorithms written using Freemat

Artificial Neural Network (ANN) has been used to estimate state-of-health (SOH) of lithium-ion batteriess. The batteries were stored at different storage temperature (35°C and 60°C) and conditions …

Various machine learning algorithms have been used to estimate state-of-charge (SOC) of calendar-aged lithium-ion pouch cells. Calendar life data was generated by applying galvanostatic charge/disc…

Renewable Energy Management and Demand Response and by PSO Algorithm (Matlab code)

Power system state estimation IEEE 14 Bus (Python code)

Generate synthetic solar radiation sequences (Python)

JOINT OPTIMIZATION OF ELECTRIC VEHICLE DELIVERY AND CHARGING (2021 Spring)

Data package: time series of consumption and solar generation of several small businesses and private households

Optimisation model for determining optimal location of electric vehicle charging stations as to maximise electric vehicle adoption

data for Multistep Electric Vehicle Charging Station Occupancy Prediction using Mixed-LSTM Neural Networks

Determine where to place new charging stations on a map based on locations of existing charging stations and points of interest.

Reinforcement Learning for Real time Pricing and Scheduling Control in EV Charging Stations

In this paper, a novel method based on image processing is proposed for detecting the presence and location of mechanical deformations on an actual power transformer winding. A vertical imaging set…

Smart home energy management system with PV and a variable-speed air-source heat pump

Short-Term Load Forecasting With Deep Residual Networks

Applied Energy - Wind Farm Layout Optimization using Self-Informed Genetic Algorithm with Information Guided Exploitation

This repository contains the code for Physics-Informed Neural Network for AC Optimal Power Flow applications and the worst case guarantees

Distributed EV Charge Scheduling Algorithms

Learn Python from DevOps Engineer point of you.

Practical Python Programming (course by @dabeaz)

Structural Time Series on US electricity demand data