Sinha Namrata Ieee Access Link May 2026

Unlocking the Research: A Complete Guide to the Sinha Namrata IEEE Access Link and Its Impact

What is IEEE Access? A Journal Overview

Impact and Significance

• Interdisciplinary Approach: Encouraging submissions that bridge different areas of study, fostering a comprehensive understanding of complex problems.
• Open Access Model: Making research freely available to the public, promoting the dissemination of knowledge on a global scale.

• 1D-CNN: input raw waveform segments (e.g., 2048 samples), conv layers: (64@7)->(128@5)->(256@3), batchnorm, ReLU, maxpool, global average pool.
• 2D-CNN: ResNet-18 backbone pretrained on ImageNet, replace final fc, input spectrogram/CWT images (224x224).
• Fusion: concatenate global features from both branches -> two FC layers (512, 128) -> softmax.
• Loss: cross-entropy, Adam optimizer, lr=1e-4, early stopping.

Given these needs, we will now explore the most likely paper(s) associated with the search query.

Common papers by Namrata Sinha in IEEE Access may include titles related to: sinha namrata ieee access link