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.


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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About the Employer:
( 0 reviews ) Guwahati, India

Project ID: #25657427

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Hi I am a very experienced statistician, data scientist and academic writer. I have completed several PhD level thesis projects involving advanced statistical analysis of data. I have worked with data from several comp More

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

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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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Hello, My total experience is 6.8 years in Predictive modeling Statistical Analysis, Optimization and Machine learning techniques. I have implemented data science solutions for the Digital marketing & advertising, Tel More

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hello sir , I am a machine learning engineer having 5+ years of experience . I have done many projects on image classification either in agriculture sector or in medical sectors. I have used many framework for object More

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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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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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I used to code Python language. If you have some data of your projects, machine learning tools are more convenient. If you don't have you should give me formulas.. Relevant Skills and Experience I use these formulas More

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• Industrial engineer with a mechanical specialty. Master in Applied and Computational Mechanical Engineering at the Public University of Navarra. • More than 15 years experience in the industrial sector, where he prac More

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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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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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The promise of ML is as simple and glorious as they come, but remember, each of Lord's marvels guards the Devil himself, armed with details and sowing confusion. Our Devil is a tricky one, as it was so since the age of More

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