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Battery State-of-Health (SOH) Estimation

Algorithms for Battery Management Systems,

This course can also be taken for academic credit as ECEA 5733, part of CU Boulder’s Master of Science in Electrical Engineering degree. In this course, you will learn how to implement different state-of-health estimation methods and to evaluate their relative merits. By the end of the course, you will be able to: - Identify the primary degradation mechanisms that occur in lithium-ion cells and understand how they work - Execute provided Octave/MATLAB script to estimate total capacity using WLS, WTLS, and AWTLS methods and lab-test data, and to evaluate results - Compute confidence intervals on total-capacity estimates - Compute estimates of a cell’s equivalent-series resistance using lab-test data - Specify the tradeoffs between joint and dual estimation of state and parameters, and steps that must be taken to ensure robust estimates (honors)
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Rating 4.6★ based on 3 ratings
Length 7 weeks
Starts Jun 19 (45 weeks ago)
Cost $99
From University of Colorado System, University of Colorado Boulder via Coursera
Instructor Gregory Plett
Download Videos On all desktop and mobile devices
Language English
Subjects Programming Engineering
Tags Computer Science Algorithms Physical Science And Engineering Electrical Engineering

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What people are saying

either observing every little

Its really up to the learner how much time they like to spend, either observing every little coding detail, or to just learning the main ideas.

but instead try thousands

You do not have to apply directly the knowledge you learned throughout the ourse, but instead try thousands of combinations of the pair (dz, gamma) to obtain a really precise value for the rms error.

learner how much time

fact mentioned above

Appart from that, the course was great, but I hope that the fact mentioned above does not discourage many people.

time they like

estimation and evaluate

Aside from many coding examples, the main purpose is to teach statistical methods for optimizing capacity estimation and evaluate the performance of different methods.

exceptional professor

Exceptional Professor!

achieve so

I have spent many hous (would say more than 10) trying to achieve so, and I think I'm not the only one, considering the discussion forums.

apply directly

capsone project

Personally, I believe that the capsone project is really impractical, as it is defined.

discussion forums

just learning

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Rating 4.6★ based on 3 ratings
Length 7 weeks
Starts Jun 19 (45 weeks ago)
Cost $99
From University of Colorado System, University of Colorado Boulder via Coursera
Instructor Gregory Plett
Download Videos On all desktop and mobile devices
Language English
Subjects Programming Engineering
Tags Computer Science Algorithms Physical Science And Engineering Electrical Engineering

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