I will need a NN professional who has experience in meteorology and/or forecasting. Matlab is prefered but we will accept any language if it lowers budget and time needed.
I have data from aeiolic (wind) parks and electricity spot prices. We will need prediction for 2 wind parks as described in the doc I will send you.
We are interested in the quality of the methodology (eg data cleaning, missing data, statistical analysis, data preprocessing, stationarity, trend-seasonality, feature engineering, overfitting, cross-validation) and a model with very good prediction accuracy for the next few hours (6-12-24-36) .
The client has already coded for two models, a simple feed-forward and a NARX, which give direct and iterative predictions but the results it receives are not satisfactory, I would also be interested to see how you approach the issue to understand what's wrong with his approach.
The budget is $116 and I will need it in 1 week max ( deadline: 16/9 )
I will send you the full description doc in chat :)
Thank you a lot for your bids
22 freelanceria on tarjonnut keskimäärin 252$ tähän työhön
Hi, I have some good experience in time series modeling and prediction. Also I have worked on ANN's. I believe that I can help you. Let's discuss it if you wish.
Dear employer, This is an easy project. I do it carefully with high quality and low cost. I hold a Ph.D. in power system engineering and do the same projects for wind power generations. Best regards
1. Data Analysis 2. Features Extraction 3. Neural Network arquitecture definition, i.e, autoencoder 4. Model trainning with logistic regression and adam optimizer