Report

Fabliha

August 2, 2021 - August 8, 2021

Papers

Title 01: Enhancing Malicious Activity Classification of IoT Network Traffic Characteristics using Stacked Ensemble Learning
ETFA 2021

Title 02: Smart Factory Floor Safety Monitoring using UWB Sensor.
IEEE Transactions on Circuits and Systems

Title 03: A UWB Sensor Assisted Covid-19 patients Health Status Monitoring using LSTM
ICTC 2021

10% Progress
Last Week's Progress

Title 01:
- Registered for online presentation

Title 02:
- Studying deep learning using ANN and LSTM
- Applying Bayesian optimization using ML algorithms

Title 03:
- Writing related works

This Week Todo's

Title 02:
- Applying LSTM using weight initializers for detecting moving and breathing
- Applying Stacked ensemble for detecting moving and breathing

Title 03:
- Writing performance evaluation

Project Progress

Emergency Detection Application for Smart Home

10% Progress
Last Week's Project

- Applying G Link, UWB, thermal array in one system as an integrated scenario
- Labeling UWB samples into moving, normal breath, and abnormal breath

This Week's Project

- Collecting 30,000 samples of moving and breathing
- Applying BiLSTM and MLP to detect breathing

Monthly Goals

- Learning Stacking Ensemble and feature selection using Matlab
- Finding the solution of emergency using the thermal array
- Finishing ICTC 2021 paper

Annual Goals

- Attend International and Domestic Conference
- Complete a short Journal