Sinha Namrata Ieee Access Link ^hot^ -
Research authored by Namrata Sinha, often affiliated with institutions like IIT Delhi, spans topics including artificial intelligence in healthcare and advanced antenna design, with notable work published in IEEE Access. A recent notable recognition includes a travel award for the LSO Conference in 2025. For an official list of publications, search the IEEE Xplore Author Profile for "Namrata Sinha". Repository UHAMKA IEEE Access - Decision on Manuscript ID Access-2020-31789
If you are looking for her work related to informative reviews or critical analyses in high-impact journals, she has contributed to: sinha namrata ieee access link
- 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.