How can "Machine Learning" be applied to my research interests in Computational Mechanics and Structural Vibration Control?

More Mukund A Patil's questions See All

How can I measure MMP-1 protein activity or protein level from liver tissue?

Instead of checking only the mRNA level, I want to check the active protein level of MMP-1 in Liver tissue from mice. How can I do that?

03 March 2021 1,763 2 View

Binary Logistic Generalized Linear Mixed model in SPSS. Is it doable?

I want to analyses the proportion of swimming sperm of three species of fish in two salinities. To analyse the proportion of swimming sperm in a Generalized Linear Model, I would use a Binary...

03 March 2021 2,297 3 View

Looking for Materials with high thermal expansion coefficient and high temperature resistance?

03 March 2021 8,272 1 View

Guidelines for survey (question type) analysis?

Hi. Please tell me what guidelines should i need to follow for questionaries' type research work in India. It is not hospital based work, we are conduction basic institutional based qualitative...

03 March 2021 2,037 3 View

What are the values needed for gabor filter's parameter for cifar10 data?

Hi, I implemented a code to gabor filter cifar10 data but the images after being filtered and stacked are not clear like the original images. I think the problem is in the way I am using the...

03 March 2021 6,317 1 View

Can we block unwanted images during the x-ray prediction?

i am try to classify the x-ray images. During classification , can i block unwanted images (except x-ray image).

03 March 2021 7,100 1 View

No title

03 March 2021 5,360 2 View

What techniques can I use to determine the miscibility of polymer blends?

The term miscibility refers to the single-phase state in thermodynamics. I do not mean the compatibility of different components. To determine the miscibility I know several techniques such as...

03 March 2021 4,107 4 View

Sample dilution for quantitative analysis using ELISA?

If the detection range is in ng/ml but the reference range is in ug/ml for a molecule or protein in serum or plasma .how to dilute and what is the initial volume to be taken for quantitative analysis

02 March 2021 7,670 3 View

The procedure compute?

02 March 2021 5,204 3 View

MD MOE RMSD

How to calculate the RMSD values for a MD simulation using MOE?

07 August 2021 0 0 View

MD MOE RMSD

How to calculate the RMSD values for a MD simulation using MOE?

07 August 2021 0 0 View

fatal error

When I tried to energy minimization my system, I got fatal error as below. Fatal error: Atomtype opls_116 not found Although I've already added this line: ; include water #include "oplsaa.ff/spc.itp" to [molecultype] directive in my topology.

16 June 2021 0 0 View

fatal error

16 June 2021 0 0 View

fatal error

16 June 2021 0 0 View

fatal error

16 June 2021 0 0 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

Mateen Ali

dear what kind of help you need for structural vibration control regarding machine learning?

Rachid Ait Maalem Lahcen

Hello,

An area of interest is the computation speed and type of precision used for higher efficiency. For this, please check Deep Learning that is a subset of machine learning and its applications to the Computational Mechanics.

Mostafa Safavi

Take look at this link

https://gradeup.co/best-books-for-theory-of-machines-vibrations-i-6d358520-83ae-11e6-bdd5-58912b587cad

Mukund A Patil

@ Faran Ali

I want to apply the machine learning approach for vibration control of laminated composite beam.

@ Rachid Ait Maalem Lahcen,

Thanks for your valuable suggestion. Are there any literature available for machine learning which is used in computational mechanics or structural vibration control?

I appreciate your response and this interesting discussion. I'm only aware of the computational mechanics.

Yagawa, Genki, and Atsuya Oishi. Computational Mechanics with Neural Networks. Cham, Switzerland: Springer, 2021. Print.

These are open access or available online

Fritzen, Felix, and David Ryckelynck. Machine Learning, Low-Rank Approximations and Reduced Order Modeling in Computational Mechanics. MDPI, 2019. Web.

Oishi, Atsuya, and Genki Yagawa. “Computational Mechanics Enhanced by Deep Learning.” Computer methods in applied mechanics and engineering 327 (2017): 327–351. Web.

Another to consider in general

Favorskaya, Margarita N et al. “Recent Advances in Numerical Methods, Machine Learning, and Computer Science.” Smart Modelling for Engineering Systems. Singapore: Springer Singapore, 2021. 1–5. Web.

Suganth Velumani

There are several ways that machine learning could be applied to research in computational mechanics and structural vibration control. Here are a few examples:

Developing predictive models for the behavior of structures under dynamic loading: Machine learning algorithms can be used to analyze large datasets of structural responses to dynamic loading, such as from finite element simulations or experimental testing, to develop predictive models that can be used to estimate the behavior of similar structures under different loading conditions.

Identifying patterns in structural responses to dynamic loading: Machine learning algorithms can be used to analyze large datasets of structural responses to identify patterns and trends that may not be immediately apparent to a human observer. This can be helpful in understanding the mechanisms of structural response under different loading conditions and in identifying potential failure modes.

Developing control algorithms for structural vibration suppression: Machine learning algorithms can be used to develop control algorithms that can be used to actively suppress structural vibrations. For example, machine learning algorithms could be used to analyze the structural responses to different control inputs and to identify the control strategies that are most effective at reducing vibrations.

Predicting the fatigue life of structures: Machine learning algorithms can be used to analyze large datasets of structural responses under cyclic loading to predict the fatigue life of structures. This can be particularly useful for identifying fatigue-sensitive locations in a structure and for optimizing the design of structures to improve fatigue performance.