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Artificial Neural Network (ANN) Modeling using MATLAB nftool 

Tahsina Alam
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An Artificial Neural Network Model was built using MATLAB nftool to predict PM2.5 from meteorological data.
Mistake: While selecting input data in excel, I mistakenly left out NO2 column.

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7 апр 2020

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Комментарии : 46   
@Specialist_1998
@Specialist_1998 2 месяца назад
how these data would be applied on to make a map of a study area ?
@ayaa9886
@ayaa9886 7 месяцев назад
how did you know about the accuration of model?
@rafaykajani3203
@rafaykajani3203 Год назад
can you send the data set you used i would be grateful
@oussamaferfari7517
@oussamaferfari7517 2 месяца назад
Can you explain how do to add another hidden layer ?
@ajiandrews4378
@ajiandrews4378 Год назад
hi, sir was very helpful thanks a lot.
@mohdbashir2265
@mohdbashir2265 Год назад
bru
@hamzafiaz8758
@hamzafiaz8758 Год назад
Hi Mam; It was a very helpful video. I am more interested in getting the data that you have used. Can you please provide me with the excel file
@growthinvestor1430
@growthinvestor1430 Год назад
Dear Tahsima... Very nice explanation 👍🌹. No voice needed.. Could you please provide the data file so that we can practice this tutorial.. Thank you so much
@madhumitha4300
@madhumitha4300 2 года назад
To develop an integrated drought index via ANN. Is generated ANN script is defined as the integrated drought index or any other output parameter defines the index
@TahsinaAlam
@TahsinaAlam 2 года назад
Could you please clarify your problem?
@megataliffahmibinmohdaziz4736
@megataliffahmibinmohdaziz4736 3 года назад
Thank you Tahsina. I would like to ask if this method produce any mathematical model such as transfer function or other mathematical model?
@TahsinaAlam
@TahsinaAlam 3 года назад
ANN models won't generate any equation or function.
@azanbahati1173
@azanbahati1173 Год назад
How do i get the Excell file Mom !
@fahamkhan5376
@fahamkhan5376 2 года назад
Good one! Is it necessary to preprocess data and perform scaling (normalisation) before feeding in ANN
@TahsinaAlam
@TahsinaAlam 2 года назад
Yes! Because machines don't understand units, they will only process numbers!
@fahamkhan5376
@fahamkhan5376 2 года назад
@@TahsinaAlam Thanks
@latoos_diary8553
@latoos_diary8553 3 года назад
Thank you mam. I have one doubt I have 2 images 1 input and 1 output . how can I use this image in this tool??
@TahsinaAlam
@TahsinaAlam 3 года назад
Please try convolutional neural network for that. Or you can convert the image into a pixel table at first.
@wliiliammitiku3996
@wliiliammitiku3996 3 года назад
simulation?????//
@saisantoshbasina8768
@saisantoshbasina8768 2 года назад
Sir, how do we get weights???? For that network?? If we get weights we can form equation right??
@TahsinaAlam
@TahsinaAlam 2 года назад
Hi Santosh! Please go through the MATLAB official website to see how you can get weights and biases. www.mathworks.com/matlabcentral/answers/79894-how-can-i-generate-the-weights-and-bias-values-after-training-a-network?s_tid=answers_rc1-2_p2_MLT
@rajmeetsingh1625
@rajmeetsingh1625 Год назад
Hi, very good demonstration. I have 4 inputs and 3 outputs. Shall i used ANN ?
@TahsinaAlam
@TahsinaAlam Год назад
Yes you can
@sumanachakraborty9559
@sumanachakraborty9559 Год назад
Can i view the predicted output? is there any way to change the weight?
@TahsinaAlam
@TahsinaAlam Год назад
Yes you can extract the predicted output and view them. The weight can not be changed inside nntool as far as I know.
@naseemabbas7975
@naseemabbas7975 2 года назад
Dear I want to ask one thing. How to make input and target variables for SIR models? How to create data file for SIR model?
@TahsinaAlam
@TahsinaAlam 2 года назад
I have never done SIR models before. But you can check the MATLAB file exchange. www.mathworks.com/matlabcentral/fileexchange/75100-sir-epidemic-spread-model
@popeofchina8551
@popeofchina8551 3 года назад
Hell there I have a problem. As I do not know what to put in the input and Target files exactly. Should they have the same nbr of rows or columns
@TahsinaAlam
@TahsinaAlam 3 года назад
Hello Zaki, please put same number of rows in input and target files. Column numbers can differ.
@popeofchina8551
@popeofchina8551 3 года назад
Exactly this is my problem. For example I have 8 files each has 121 rows. I want to predict the outcome of file 8. What I did is put 7 files as an input array with 3 columns and 859 rows and and 8th file has 121 rows which is my target. Is this right ir wrong. Basically I want to predict the outcome by having 8 files. How do I do this in matlab? And by the way do I need to optimize the data
@TahsinaAlam
@TahsinaAlam 3 года назад
@@popeofchina8551 You need to put your 7 input files side by side. The input array must have 121 rows.
@IraQiOdysseUs
@IraQiOdysseUs 10 месяцев назад
hello i have following dataset wind speed at 10m and 50 m for 4 years from 2014 to 2018 i suppose that use data of first three from 2014 to 2018 as training data then use last year 2018 as testing to predict wind speed at 50 m is this good idea or need to enhace
@TahsinaAlam
@TahsinaAlam 9 месяцев назад
You might want to use k-fold distribution. Sampling a portion of each year as training data and the rest as testing data. It might give you better results.
@add-wisehaalathakikatkeanu5342
@add-wisehaalathakikatkeanu5342 2 года назад
How to save the NN after its creation; hw to use it later on for ex for cross-validation
@TahsinaAlam
@TahsinaAlam 2 года назад
You can export the code
@add-wisehaalathakikatkeanu5342
@add-wisehaalathakikatkeanu5342 2 года назад
@@TahsinaAlam : yes true ; done it ! . Now looking forward to utilize the prepared architecture as in to down load on hardware
@dibyenduroy594
@dibyenduroy594 3 года назад
How can I use ANN model as a fitness function in Genetic algorithms?
@TahsinaAlam
@TahsinaAlam 3 года назад
Sorry but I do not have much idea about genetic algorithms.
@dibyenduroy594
@dibyenduroy594 3 года назад
@@TahsinaAlam Ok Thank you.
@vasikaranv4970
@vasikaranv4970 Год назад
Have you got the answer? the same problem for me now
@bhavanahema
@bhavanahema 4 года назад
Training ok But how do you test the data
@TahsinaAlam
@TahsinaAlam 4 года назад
The dataset is automatically segmented into training data, testing data and validation data in the tool. At the end of training, there is an option for testing additional datasets in the tool.
@khoanguyen4780
@khoanguyen4780 Год назад
how to use model after train
@TahsinaAlam
@TahsinaAlam Год назад
You can export the model and reuse the code to test different dataset.
@luisfevel
@luisfevel Год назад
Is the normalization process (scaling) done by Matlab intrinsically?
@TahsinaAlam
@TahsinaAlam Год назад
Yes. Between 0 to 1
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