Aanya Malhotra

Abstract This paper proposes a novel Triple-Path Hybrid Deep Learning Architecture for automatic analog modulation classification (AMC) that simultaneously processes three complementary signal representations: (i) Empirical Mode Decomposition (EMD) statistical features, (ii) Gramian Angular Summation Field (GASF) images processed by a dual-kernel Squeeze-and-Excitation Convolutional Neural Network (SE-CNN), and (iii) raw temporal sequences processed by stacked Bidirectional Gated Recurrent...

By: Aanya Malhotra Every student knows this feeling. A new academic year begins. A fresh timetable is made. Motivation is high. “This time, I’ll stay consistent”, we promise ourselves. For a few days, passion drives us. Then assignments pile up, alarms are ignored, and slowly, discipline disappears. Dreams don’t, but effort disappears. That is where success quietly changes direction. Passion is powerful at the start. It gives energy, confidence, and the courage to aim higher.