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build me a algorithm that is able to predict energy generation in grid

Objective is to deploy ML algorithm that is able to predict the energy production in the microgrid allowing the microgrid for economic benefits. The meteorological conditions is one factor that determines the renewable energy generation.

The proposed model must be able to provide priority to particular renewable energy source favorable at the certain time step for maximum energy production in the grid.

PS. You need to identify a suitable data set for this problem, build a base hypotheses with the data and the attempt the model.

Please find the attachment of wind dateset and two paper

Paper 1 = [login to view URL]

Paper 2 = [login to view URL]

Windmill Dataset (This is not the data on which model is required) - [login to view URL]

Context of Dataset

In Wind Turbines, Scada Systems measure and save data's like wind speed, wind direction, generated power etc. for 10 minutes intervals. This file was taken from a wind turbine's scada system that is working and generating power in Turkey.

Content

The data's in the file are:

Date/Time (for 10 minutes intervals)

LV ActivePower (kW): The power generated by the turbine for that moment

Wind Speed (m/s): The wind speed at the hub height of the turbine (the wind speed that turbine use for electricity generation)

TheoreticalPowerCurve (KWh): The theoretical power values that the turbine generates with that wind speed which is given by the turbine manufacturer

Wind Direction (°): The wind direction at the hub height of the turbine (wind turbines turn to this direction automaticly)

Skills: Algorithm, Mathematics, Machine Learning (ML), MATLAB, Neural Networks

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Project ID: #25657427

14 freelancers are bidding on average ₹10163 for this job

suyashdhoot

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DeepNetMatlab

Hi, I'm a MSc electrical engineer and PhD student and I have extensive experience with signal processing and machine learning in Matlab and Python. I have read project description regarding prediction of energy gener More

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4.1
EinsteinWorks

I can help you to predict energy generation. Please share further details through chat.

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zoranzdravkovic2

-------- Pro Algorithm/ Machine Learning (ML)/ Mathematics/ Neural Networks/ MATLAB Expert! -------- Dear employer Your project is very attracting my mind because I have rich experiences and high skills on this projec More

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hemantjhalani

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Sam0072

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lissfreire20

Hi I am an expert in machine learning I have a lot of experience of machine learning project I can help you Thanks

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omerferhatt

Hello, I can create an energy production, prediction model. I just need to see data. I'm currently using Tensorflow/Keras. If you want, please feel free to contact with me. Regards.

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gautamkumarjais

Hi, i can train ML model to predict future energy production. If you have past dataset, please share with me, i will help you to complete this task. Looking forward to work with you. Thank you.

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emrahdarbogaz09

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pra45chavan

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aritzsm

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MOS19

Hello. I am a Python Programmer and ML enthusiast currently doing my research in opencv-Python. Your project seems interesting and very doable. For that we'll need the grid's data and your requirement (whether you need More

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kirtigoyal

I m working in electricity department from past 9.5 years. So can be done this project. Relevant Skills and Experience Ml, electricity generation, data collection

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