activity
20142018
most citedGaussian process regression for forecasting battery state of health

730 citations · 1.7k across the 7 of their papers we have counts for

collaborators

7 papers

stat.AP2018★ 214 cited

Battery health prediction under generalized conditions using a Gaussian process transition model

Robert R. Richardson, Michael A. Osborne, David A. Howey

Accurately predicting the future health of batteries is necessary to ensure reliable operation, minimise maintenance costs, and calculate the value of energy storage investments. T…

stat.AP2017★ 398 cited

Gaussian Process Regression for In-situ Capacity Estimation of Lithium-ion Batteries

Robert R. Richardson, Christoph R. Birkl, Michael A. Osborne +1

Accurate on-board capacity estimation is of critical importance in lithium-ion battery applications. Battery charging/discharging often occurs under a constant current load, and he…

stat.AP2017★ 730 cited

Gaussian process regression for forecasting battery state of health

Robert R. Richardson, Michael A. Osborne, David A. Howey

Accurately predicting the future capacity and remaining useful life of batteries is necessary to ensure reliable system operation and to minimise maintenance costs. The complex nat…

eess.SY2016★ 56 cited

On-board monitoring of 2-D spatially-resolved temperatures in cylindrical lithium-ion batteries: Part I. Low-order thermal modelling

Robert R. Richardson, Shi Zhao, David A. Howey

Estimating the temperature distribution within Li-ion batteries during operation is critical for safety and control purposes. Although existing control-oriented thermal models - su…

eess.SY2016★ 64 cited

On-board monitoring of 2-D spatially-resolved temperatures in cylindrical lithium-ion batteries: Part II. State estimation via impedance-based temperature sensing

Robert R. Richardson, Shi Zhao, David A. Howey

Impedance-based temperature detection (ITD) is a promising approach for rapid estimation of internal cell temperature based on the correlation between temperature and electrochemic…

eess.SY2015★ 194 cited

Sensorless Battery Internal Temperature Estimation using a Kalman Filter with Impedance Measurement

Robert R. Richardson, David A. Howey

This study presents a method of estimating battery cell core and surface temperature using a thermal model coupled with electrical impedance measurement, rather than using direct s…