Завершено

[ΑΝΝ] WIND FORECASTING WITH A LOT OF MISSING DATA (MATLAB OR PYTHON)

Dear Sir/ Madam,

At first I hope you are all fine.

I have some data from some aeolic parks (wind parks) and I need to get good results for a forecast. I have done most of the preproccessing. I will send you in chat the full explanation in a doc file, the code I have done so far and the data so you can check.

I have 2 problems, a small one and a bigger one, I will need help with:

1. I missed some of the matlab code. At the code I developed, I have Identified the missing data, replaced it with possible linear relation, verified to the maximum extent with wind speed, recognized the trend and correlated with farm data. Also I have done a simple algorithm to add the correct date and time stamps to my excel file because this was a problem with the data.

2. The bigger problem: Data after linear fitting were not sitting on the normal curve. Fitted data is out of trend. So Wind modelling was useless in this case. As in many cases two columns (nacelle position and temperature) were also missing. If data sits on the trend line, then neural network can easily predict the future trend.

Missing data in Matlab can easily be filled using using command "ismissing" and then filling the missing data using the "fillmissing" command of matlab. Most convenient is linear or spline. Because entries are in range of 21000, so searching and filling alone killed the freelancers RAM and crashed. I have 16gb RAM so you can use it if you think it is enough

.

In any case I will be happy to answer your questions. I can send you (some of the) the preprocessing code, the complete requirement, and the data in chat so you can check them thoroughly. Your mission is to fix the data, make the results realistic and fullfill the requirements. The budget is $150 and we have 4 days.

Thank you a lot

Квалификация: Neural Networks, Электротехника, Matlab and Mathematica, Python

О работодателе:
( 32 отзыв(-а, -ов) ) Thessaloniki, Greece

ID проекта: #21261357

Поручен:

naveerriaz

I am an expert in MATLAB. I have worked on many projects related to data forecasting. The missing data is not a problem at all. Hit me up if you're interested to talk further and we'll get it done in 2 days (max). Than Больше

$150 AUD за 2 дней(-я)
(6 отзывов(-а))
2.1

6 фрилансеров(-а) в среднем готовы выполнить эту работу за $139

ahmedkhaled2105

hello sir iam a developer with 6+ years of exp in python , machine learning , deep learning and computer vision i worked with many startups i can solve your problem lets discuss the details and start now

$134 AUD за 2 дней(-я)
(38 отзывов(-а))
4.9
mzdesmag

Hello, I have read the details of the project and I will complete the WIND FORECASTING WITH A LOT OF MISSING DATA perfectly with my 6+ years experience in it. Kindly check my profile https://www.freelancer.com/u/mz Больше

$140 AUD за 1 день
(12 отзывов(-а))
4.5
MaryumAkhter1

I have understood that you need Matlab Expert. I offer our services for this project. I have made many projects using Matlab as follows; • Filtering of a voice signal using multiple filters. • Speech Recognition Sys Больше

$140 AUD за 7 дней(-я)
(8 отзывов(-а))
3.8
msunij93

Hi, From the description I understand that, at the core, your problem is to fill the missing data with appropriate values so that your model wouldn't have a big variation. If that is the case share your interest in the Больше

$120 AUD за 2 дней(-я)
(5 отзывов(-а))
3.0
sanjeeo

Hi! sir, I have already work for weather forecasting project using matlab and ANN. as u mentioned your problem , previously we also faced the same problem, since data is real and historic some of them is missing. St Больше

$150 AUD за 4 дней(-я)
(0 отзывов(-а))
0.0