Report

Ade2019

December 31, 2019 - January 6, 2020

Papers

Ade Pitra Hermawan

Title 1: Toward Deep Learning-based Low Latency Communication in Industrial IoT – KICS Summer 2019

Title 2: CNN-based Automatic Modulation Classification for 5G Communications - IEEE Communications Letters (Re-submitted)

Title 3: Fast and Robust Modulation Recognition using Lightweight Convolutional Neural Network (International Conference)

Title 4: Real-time Self Sensor Data Recovery using Combined Bi-directional LSTM & CNN Algorithm (Winter Intensive)

20% Progress
Last Week's Progress

Title 2:
Rejected (Resubmission Allowed)

Revise the paper as per review:
- Created a draft for answering the Editor & Reviewers comments (80%)
- Compared to the new algorithms (CNN, NN 2 Hidden Layers, ICAMCNet2) (Accuracy) (Done)
- Revised the architecture figure (Done)
- Explained more about the previous research (Done)
- Defined the input, output, optimization, and loss function (Done)
- Added new reference and explained about the dataset scenario (Done)
- Rework the simulation on dataset 2018 version (Done)

Title 3:
- Create a draft for the abstract, introduction and the proposed system
- Simulate using datasheet A, and compare the performance with the dataset B

Title 4:
- Literature reviews.
- Created abstract draft and title.

This Week Todo's

Title 2:
Revise the paper as per review.
- Resubmitted. (Under review)


Title 3:
- Change the parameters to find the best result (dropout function, the proportion between data training and testing, the patience of callback function)
- Change the architecture into a proper one (based on simulation result)
- Finish the 1st version of the draft and simulation

Tittle 4:
- Working on simulation (error on MemoryError)
- Working on Introduction and Related Works.

Project Progress

Capstone Design Class Project: MERCI for Wild Animal, Website management, Hanhwa System

20% Progress
Last Week's Project

E-WAMS (Edge Computing-Based Wild Animals Monitoring System)
- Successfully connected all the systems.
- Presented final report presentation.

Website management
- Explore database
- Add Dr. Thien & Dr. Doan in Postdoctoral Researcher
- Add more publication on the new website

Hanhwa System:
- Literature reviews
- Collect the required information.

This Week's Project

E-WAMS (Edge Computing-Based Wild Animals Monitoring System)
- Making the manual book (tutorial on how to build the system)


Website management
- Explore each sub-menu of the database
- understanding of how to add new sub-menu (MySQL), find the class CD of each sub-menu
- Create 2020 Menu

Hanhwa System:
- Waiting for the dataset.
- Conduct simple simulation.

Monthly Goals

- Able to use supporting tools to do a simulation (Python, Matlab, NS3, Tensorflow)
- Increase simulation skill every month (self-measurement)

Winter Intensive:
- January: Finish the 1st simulation, finish the abstract, introduction, related works, all the references are fixed.
- February: Finish the 2nd simulation (enhance the accuracy, comparison, etc)
- March: Finish the 1st version of the paper (before revision)

Annual Goals

- Paper Accepted in the domestic conference (Done)
- Paper Accepted in the international conference
- Submit at least one journal (Done)