WSN simulation using machine learning on matlab ?

More Ali Fathy's questions See All

Aerial image calculation and Photolithography simulation matlab ?

I want to make a simulation as this one : https://matlabwork.wordpress.com/2018/04/14/aerial-image-calculation-and-photolithography-simulation-matlab/ How can I start ?? maybe a book reference ??

03 April 2018 1,382 2 View

How to detect tumor from brain MRI images on Matlab ?

I want to use matlab to detect tumor like the project in this link: https://www.youtube.com/watch?v=x_1OmJpuCV8 what are the process steps?

03 April 2018 1,883 1 View

Why should we choose deep learning to machine learning? Why is CNN better for image classification? Can I get Typical Answer?

What Characteristics makes CNN work better?

03 March 2021 1,458 4 View

What are some of the research gaps in machine learning and artificial intelligence in africa?

i would to know some of the research gaps in the artificial intelligence field in most african countries.

03 March 2021 6,145 3 View

Anyone plz suggest relevant topic for research in image processing+Deep learning.?

I have selected brain tumor images ...but now found that already lots of research done n this topic.

03 March 2021 5,774 3 View

How to increase a model accuracy ?

dear community, my model is based feature extraction from non stationary signals using discrete Wavelet Transform and then using statistical features then machine learning classifiers in order to...

03 March 2021 6,994 5 View

Can you share me how teacher education is managed in your respective national educational system?

I feel that the practice in teacher education in my country is below the expected performance level due to very poor management system. Hope I will learn something from your experiences.

02 March 2021 1,516 4 View

Can NFL theorem be valid in infinite search space in ML?

NFL theorem is valid for algorithms training in fixed training set. However, the general characteristic of algorithms in expanded or open dataset has not been proved yet. Could you show your...

01 March 2021 1,189 3 View

How can I integrate a routing protocol in a tiny device (e.g. Raspberry Pi)?

Hi Community, I'm facing the issue of integration/compiling a new routing protocol in a WSN simulator. The final goal is to successfully add, configure this routing protocol in hardware devices...

01 March 2021 9,332 6 View

Timeout error!! Processor in the loop (PIL) using STM32F4 Matlab 2018a?

Dear Researchers I am trying to perform a PIL simulation using STM32F4 Discovery board and comunication serial USB TO TTL. During simulation I receive the following timeout error: An error...

01 March 2021 2,327 1 View

What is the difference between L1 and L2 regularization in machine learning?

L1 and L2 regularization

28 February 2021 4,187 3 View

How to eliminate Steady state error from Reinforcement learning genetic algorithm code?

The following code (see 1st 2 images attached) is used to produce PID controller values that are designed to control the system (G). The code finds the PID controller values (noted as k) by using...

28 February 2021 6,560 14 View

Shafagat Mahmudova

Dear Ali Fathy,

Look the link, please.

Article Machine-Learning Based Channel Quality and Stability Estimat...

https://www.ijcaonline.org/archives/volume147/number2/randhawa-2016-ijca-910988.pdf

Regards, Shafagat

Mohamed-Mourad Lafifi

Dear Ali,

Also i suggest you to see links and attached file in topic.

-Self-Learning Power Control in Wireless Sensor Networks - MDPI

www.mdpi.com/1424-8220/18/2/375/pdf -A Thesis Submitted for the Degree of Doctor of Philosophy Faculty of ...

www.canberra.edu.au/researchrepository/file/.../1/full_text.pdf

- Machine Learning in Wireless Sensor Networks - arXiv

https://arxiv.org/pdf/1405.4463

- AI-WSN: Adaptive and Intelligent Wireless Sensor ... - Science Direct

https://www.sciencedirect.com/science/article/pii/.../pdf?...

Best regards

Zahid Mehmood

You could write your own simulator by hand using the MATLAB scripting language and/or you could employ the help of one or more of the following toolboxes and packages.

SimEvents http://www.mathworks.com/product...
Prowler http://www.isis.vanderbilt.edu/p...
TrueTime http://www3.control.lth.se/truet...
Complex Networks Package http://www.levmuchnik.net/Conten...

Another option is the implementation of LEACH and is available at LEACH (Low Energy Adaptive Clustering Hierarchy protocol) - File Exchange - MATLAB Central. However this implementation only considers the parameters like energy consumption and packet delivery to sink. A more detailed model can be created by adding path-loss factor to the delivery channel.

Using MATLAB is recommended only for initial evaluation in a network scenario, as parameters such as BER(bit error rate) cannot be evaluated precisely. So use of a network simulator(such as NS-3) or a network framework with a discrete event simulator(such as MiXiM with Omnet++) is recommended.

Khaled Humadi

https://www.kobo.com/us/en/ebook/matlab-for-machine-learning

https://wncg.org/tags/machine-learning?page=1