M. Sultan Zia

TL;DR: This study highlights the most promising lines of research from the recent literature in common directions for the 6G project, exploring the critical issues and key potential features of 6G communications and contributing significantly to opening new horizons for future research directions.

TL;DR: A comparative analysis of 10 different state-of-the-art gradient descent-based optimizers of CNN, namely Adaptive Gradient (Adagrad), Adaptive Delta (AdaDelta), Stochastic Gradient Descent (SGD),adaptive Momentum (Adam), Cyclic Learning Rate (CLR), Adaptives Max Pooling (Adamax), Root Mean Square Propagation (RMS Prop), Nesterov AdaptiveMomentum (Nadam),

TL;DR: The multi-modal brain images dataset (BraTs 2012) was used and achieves the dice overlap score of 88% for the whole tumour area localization, which is similar to the declared score in MICCAI BraTS challenge.

TL;DR: A categorical review of smartphone-based systems that can detect cardiac abnormalities by the analysis of Electrocardiogram and Photoplethysmography and the limitation and challenges of these system are presented.

TL;DR: Wang et al. as mentioned in this paper proposed an anonymous and lightweight authenticated key agreement protocol for smart grid-based demand response management countering the limitations in Yu et al.'s scheme, and proved the security of session key between the utility center and smart grid using Burrows Abadi Needham (BAN) logic analysis and ProVerif automated simulation.