Fast and flexible physics-based battery models in Python

Additional exercises and data for EE364a. No solutions; for public consumption.

A self driving machine learning algorithm

The NASA Prognostic Model Package is a Python framework focused on defining and building models for prognostics (computation of remaining useful life) of engineering systems, and provides a set of …

CALCE, data processing, LSTM, simple

2, torch, NASA, data processing, LSTM, simple example

NASA turbo data for prognosis, good reference with data processing and diff ML methods

Will refer to this one, LSTM and antoencoder, NASA randomized

Torch with NASA data, Transformer, OOD in jupyter

Good reference based on normal NASA data

Code from the Deep Reinforcement Learning in Action book from Manning, Inc

https://towardsdatascience.com/extreme-rare-event-classification-remaining-useful-life-estimation-using-lstm-in-keras-81c9b5aa15f0 A regression based approach to estimate the Remaining Useful Life …

Good reference, data processing, Course project, LSTM, with report, NASA data

http://cs230.stanford.edu/projects_fall_2021/reports/103161780.pdf

http://li.mit.edu/Archive/Papers/22/Hsu22XiongAE.pdf

Convert NASA mat to csv

Very good reference using normal NASA by good ML process, partial dependance, paper inside, good reference

The GitHub repository accompanying the MSc Thesis at Esade written by Oliver Caspers regarding the topic “Predictive Maintenance for Lithium-Ion Batteries: Predicting the Remaining Useful Life (RUL…

good reference https://www.sciencedirect.com/science/article/abs/pii/S1364032121011102#dfig1 Code for paper "An end-to-end neural network framework for SOH estimation and RUL prediction of lithium …

This was done as a part of an assignment in my AI class which went on to become a mini-project of interest to me and I ended up developing an innovative solution to this AI based problem using python.

Udacity Self-Driving Car Project: System Integration

Classify Traffic Signs.

Lane Finding Project for Self-Driving Car ND

CarND Term 2 Model Predictive Control (MPC) Project