Development of LS-SVM (in Matlab)) forecast which can combine of climate indices that influence streamflow (based on provided paper)
$250-750 AUD
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Posted almost 4 years ago
$250-750 AUD
Paid on delivery
Developing similar result of attached paper using LS-SVM code
Hi ,
I have some river streamflow data with varied length (River data attached). Some streamflow gauges value may start from 1913 to 2018 and some might start from 1971 to 2018. Total number of streamflow stations are 7.
The data are arranged in monthly format.
At the same time I have some climate index data (total 5 climate index).Climate Data attached. These data are also in monthly format starting from 1900 to 2018.
What I want I want to make monthly forecasting of forecasting as attached paper using LS-SVM model (grid based search) (reference paper attached (figure 4&5) . The LS-SVM draft code is available in following website [login to view URL] They are all in matlab format. The train: test ratio should be 70:30 and 50:50.
Work also include: 1) provide working code using LS-SVM as single file so that it can be run from my laptop Matlab version. I am using Matlab 2019a (academic version) and don’t yet any toolbox setup for LS-SVM.
The expected graphs as below (exemplary graph provided); like figure 4&5 of attached paper):
a) Observed vs simulated against all months one vs one (one streamflow station vs one climate drivers)
:
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b) Various error calculation as below NSE, Pbias, RE, RMSE to understand skill of forecasted one vs one (one streamflow station vs one climate drivers)
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c) Box-plot (for observed vs forcasted) against; lines are 25%, 50% and 75%
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d) Overall skill one vs one (one streamflow station vs one climate drivers). The red line marker is skill for 10%.
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Please let me know. We can discuss on quotes.
Regards
Hi there, I've gone through your requirement and believe that I can do that work perfectly under your budget and deadlines.
I've almost 10 years of experience in matlab related projects in simulation and hardware as well.
Also, I am doing PhD. in AI in which I've worked on many prediction algorithms, classifications, optimization etc. So I can do your work as per your needs.
Please drop me a message we can discuss it further.
Thanks alot for your valuable time.
Regards
Syed Saiq Hussain
PhD. AI.
$333 AUD in 7 days
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7 freelancers are bidding on average $517 AUD for this job
Based upon my extensive experience with MATLAB, I believe that I can complete this project for you.
I have previously implemented many research articles.
Looking forward to your response.
Hi, wintergreen develop so many projects in matlab. we have deep knowledge and experience in matlab.
if you need any clarification, kindly contact through chat.. Thank you.
Hi
I have performed forecasting with LS-SVM for my conference papers on urban microclimates. I can get this work done for you efficiently. You may consider me with confidence
Regards
Muthu
hi I have worked on similar project but instead the techniques used was support vector regression machine. I can show you my portfolio if interested. I would like to hear from you.