Breaking Down the Infinite Domain: How FEM Helps Mechanical Engineers Ensure Structural Integrity

If you are a Mechanical Engineer or starting your career as a Mechanical Engineer or as a Structural Analysis Engineer. It is essential that you have a good understanding of Finite element method and its role in structural Integrity assessment. Mechanical Engineers in the CAE Domain use stress or structural analysis to asses the mechanicalContinue reading “Breaking Down the Infinite Domain: How FEM Helps Mechanical Engineers Ensure Structural Integrity”

Mathematical Functions explained

The Importance of Mathematical Functions Introduction: In the realm of mathematics, functions are the building blocks upon which a vast array of mathematical concepts, models, and solutions are constructed. They serve as the bridges between independent and dependent variables, helping us make sense of real-world phenomena and abstract mathematical structures. In this article, we willContinue reading “Mathematical Functions explained”

Demystifying RNNs, LSTMs, and the Power of Attention Mechanisms in AI

Demystifying RNNs, LSTMs, and the Power of Attention Mechanisms in AI Introduction: Artificial Intelligence (AI) has revolutionized the way machines process sequential data, making it an indispensable tool in various fields. Recurrent Neural Networks (RNNs) and Long Short-Term Memory networks (LSTMs) have played a pivotal role in enabling machines to understand and process sequential data.Continue reading “Demystifying RNNs, LSTMs, and the Power of Attention Mechanisms in AI”

Training RNNs

Training RNNs Fundamentally, there are two types of RNN architectures: Many-to-One RNNs and Many-to-Many RNNs. In Many-to-One RNNs, the input is a sequence, and the output is a single element. A classic example of Many-to-One RNNs is sentiment analysis, where the goal is to classify a sentence as positive or negative. The RNN takes inContinue reading “Training RNNs”

Daily Learning

Ordinary vs Partial Differential Equations When we operate with functions we often come across differential equations. specifically the two must used are ordinary differential equations and partial differential equations. A function is basically a relationship between a dependent variable and a independent variable i.e y=f(x) in this the variable y is dependent on a singleContinue reading “Daily Learning”

Todays Learning

When a body is excited by an external force(forced Vibrations) there will be two components of the response of the body i.e Transient component and steady state component. this will be obvious when we look at the derivations of the equations of motion of the vibrating Structures. The Presence of the Transient component owes toContinue reading “Todays Learning”

Days Learning

Learnt about the FRF.FRF or Frequency response function is nothing but Response of a structure for a given input i.e like the response of a Structure to the applied Dynamic load(Sinusoidally varying load). The Response can be a Displacement Response,Velocity Response or Acceleration response.An FRF can be obtained from a FEA model by plotting anyContinue reading “Days Learning”