Mostafa Magdy asked . 2022-06-07

MATLAB projects for Computer Science/Engineering using these numerical method techniques?

I need ideas for a MATLAB project in the field of Computer Science or Computer Engineering. The only restriction is that the project implementation/coding should be based on at least one of the following numerical methods: - Roots of Equations (e.g. Bisection Method, False Position Method..) - Linear Algebraic Equations (Matrices, Gauss elimination..) - Curve Fitting (Interpolation Methods) - Numerical Differentiation and Integration - Ordinary Differential Equations

I have found many interesting projects online but they have nothing to do with these numerical methods. Any ready projects or suggestions that I can further research on would be highly appreciated.

matlab , project , numerical methods

Expert Answer

Kshitij Singh answered . 2024-12-20 19:40:32

I like to see that someone is willing to do their own research. But finding a project that uses those methods, AND is interesting, AND in those fields takes some thought. Here is one idea that would seem to be interesting, involving one or more of those methods:

Consider the time required for some of the basic methods in linear algebra. For example, the multiplication of a pair of nxn matrices requires, in theory, O(n^3) flops. Is that true in practice, on a current processor? The idea is to compute the time required for a matrix multiply. (Use timeit to do the time computations, for MANY values of n, perhaps n=1:1:2000, or farther.) Save the time as measured. Then plot the results. Use modeling tools, such as a linear regression, to determine if the curve really does follow the expected power law. (If you log the data, linear regression can be used here.)

If there are significant deviations in the plot for some values of n, verify that they are reproducible. Are they? Now, postulate some reasons as to why that may have happened in what you see. (e.g., does your CPU use caching? Did you go far enough out that there were virtual memory issues? How would that impact the timing?)

IF all of that is easy enough and you have some spare time, consider if other fundamental tools in the field of linear algebra also have known time estimates. chol or qr for example, or maybe you can find some time estimates for the eigenvalues of a symmetric banded matrix. Or, consider how sparseness might impact the matrix multiplies we talked about before.

Not satisfied with the answer ?? ASK NOW

Recent Matlab Projects

Classification of Covid and Non-Covid Lungs CT-Scan using Deep Learning with MATLAB

Matlab simulation on Wind Energy system

Frequently Asked Questions

MATLAB offers tools for real-time AI applications, including Simulink for modeling and simulation. It can be used for developing algorithms and control systems for autonomous vehicles, robots, and other real-time AI systems.

MATLAB Online™ provides access to MATLAB® from your web browser. With MATLAB Online, your files are stored on MATLAB Drive™ and are available wherever you go. MATLAB Drive Connector synchronizes your files between your computers and MATLAB Online, providing offline access and eliminating the need to manually upload or download files. You can also run your files from the convenience of your smartphone or tablet by connecting to MathWorks® Cloud through the MATLAB Mobile™ app.

Yes, MATLAB provides tools and frameworks for deep learning, including the Deep Learning Toolbox. You can use MATLAB for tasks like building and training neural networks, image classification, and natural language processing.

MATLAB and Python are both popular choices for AI development. MATLAB is known for its ease of use in mathematical computations and its extensive toolbox for AI and machine learning. Python, on the other hand, has a vast ecosystem of libraries like TensorFlow and PyTorch. The choice depends on your preferences and project requirements.

You can find support, discussion forums, and a community of MATLAB users on the MATLAB website, Matlansolutions forums, and other AI-related online communities. Remember that MATLAB's capabilities in AI and machine learning continue to evolve, so staying updated with the latest features and resources is essential for effective AI development using MATLAB.

Without any hesitation the answer to this question is NO. The service we offer is 100% legal, legitimate and won't make you a cheater. Read and discover exactly what an essay writing service is and how when used correctly, is a valuable teaching aid and no more akin to cheating than a tutor's 'model essay' or the many published essay guides available from your local book shop. You should use the work as a reference and should not hand over the exact copy of it.

Matlabsolutions.com provides guaranteed satisfaction with a commitment to complete the work within time. Combined with our meticulous work ethics and extensive domain experience, We are the ideal partner for all your homework/assignment needs. We pledge to provide 24*7 support to dissolve all your academic doubts. We are composed of 300+ esteemed Matlab and other experts who have been empanelled after extensive research and quality check.

Matlabsolutions.com provides undivided attention to each Matlab assignment order with a methodical approach to solution. Our network span is not restricted to US, UK and Australia rather extends to countries like Singapore, Canada and UAE. Our Matlab assignment help services include Image Processing Assignments, Electrical Engineering Assignments, Matlab homework help, Matlab Research Paper help, Matlab Simulink help. Get your work done at the best price in industry.