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Implement a Kalman filter to predict battery SOC

Environment: Raspberry Pi4

Data : Available live on InfluxDB

The aim of this project is to implement a Kalman filter to better predict the State Of Charge of a battery bank. The measurements are done live using sensors which store the data in InfluxDB on the Rasberry.

The system at present is measuring current, voltage and temperature of the battery.

Ah in/out of the battery is calculated and stored together with the other above-mentioned measures.

The outputs needed from the KF are:

• Remaining charge available (%)

• Time to reach the full charge when in charging mode (minutes)

• Time to reach the full discharge when in discharging mode(minutes)

I will be able to support with measurements in CSV format, battery parameters and characteristics. Connecting from remote, I will give access for the final implementation on the device. A bit of training will be then necessary to explain me how it is implemented and how to set the variables to optimize the KF.

Please do not bid for this project if you have no experience with KF.

Habilidades: Python, Engenharia Elétrica, Linux, Engineering Mathematics

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Acerca do Empregador:
( 7 comentários ) Bryanston, South Africa

ID do Projeto: #31550581

8 freelancers estão ofertando em média $214 nesse trabalho

sajjadtaghvaeifr

Hi, I hope you are doing fine. I am an expert in signal processing, especially in statistical signal processing. I have done lots of projects related to estimation and detection of signals. also I have done lots of pro Mais

$140 USD in 7 dias
(47 Comentários)
6.0
kazemmojtama

Hello, I am a PhD candidate in Electrical Engineering (control systems). I'm expert in MATLAB and python programming and by strong mathematical and statistical background, have good flexibility for solve your project. Mais

$250 USD in 5 dias
(10 Comentários)
4.3
alamineee

Hi, Dear Employer, At first take my respect. I am a EEE ENGINEER backgrounder. I read your project description. I understand what you want. I can do it and give you 100% satisfactory work. Please leave me on massage o Mais

$50 USD em 1 dia
(12 Comentários)
4.1
localroot1

Hi Sir Hope you are doing well I've deep knowledge of working with smart BMS and specifically SOC, SOF, SOH and ... estimation and prediction system on LiON and lithium polymer, Cilid acid batteries and can implement t Mais

$500 USD in 7 dias
(7 Comentários)
3.9
WritingLabb

Implement a Kalman filter to predict battery SOC I am Minahil Hameed with a vast amount of experience in multiple fields like; Finance & Economics, Accounting & Cost Accounting, Business & Management, Taxation & Audit Mais

$30 USD em 1 dia
(1 Comentário)
0.0
igorsuvorov1

Hi, I'm igorS from Russia. I have a big experience in PHP and building complex systems (backend and frontend). One of my key strengths is performance - that's what all my customers say. I'm faster than the other deve Mais

$140 USD in 7 dias
(0 Comentários)
0.0
stalin170296

hello I am Stalin, I can help you with your project, I used Kalman Filter in my tesis "Estimación de Posición y Velocidad en Datos de Posicionamiento Global" from Ecuador

$300 USD in 15 dias
(0 Comentários)
0.0
PowerSystemEng

Hi, I can make a code that use LKF or EKF of battery SOC estimation. this is going to be based on the Matlab or python. as you give me a CSV file of the battery characteristic data, I'm going to make a prognosis code. Mais

$300 USD in 10 dias
(0 Comentários)
0.0