Muhammad Azizi's Personal Site

Muhammad Azizi Mohd Ariffin

Senior Lecturer (PhD) – Cyber Security Researcher – Freelance Developer – Computer Enthusiast

Faculty of Computer and Mathematical Sciences (FSKM) · Universiti Teknologi MARA (UiTM), Shah Alam, Selangor, Malaysia · UiTM start service date: 11 February 2019

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01Profile

I was going to tell you a joke about UDP, but you might not get it :)

Passionate about all things tech, from emerging IP networking, automation, IoT, Cyber Security to application of machine learning in networking. By day, I'm a Senior Lecturer at the Faculty of Computer and Mathematical Sciences, UiTM Shah Alam, and a fellow at the Centre of Research for Cyber Security and Network (CSNET), Universiti Malaya. By night, you can find me cooking, reading and watching K-Drama with my wife.

PhD in Network Security (Universiti Malaya, 2025) · MSc Cyber Security with Distinction (Lancaster University, 2016) · Professional Technologist (Ts.), MBOT.
Google Scholar: 283 citations · h-index 9 · i10-index 8 (Scopus h-index 8, Web of Science h-index 5).

Muhammad Azizi Mohd Ariffin

02My Research Area

  • Network Traffic Classification
  • Network Security
  • Computer Network
  • Internet of Things (IOT)
  • Federated Learning
  • Trusted Computing
  • Explainable AI (XAI)
  • Anomaly Detection

03My Education

PhD in Network Security

Universiti Malaya, Malaysia

Professional Technologist (Ts.)

Lembaga Teknologis Malaysia (MBOT)

Master of Science (MSc) Cyber Security

Lancaster University, United Kingdom

Bachelor of Science (B.Sc.) Data Communication & Networking

Universiti Teknologi MARA (UiTM)

04Past Work Experience

Academic

Senior Lecturer

Universiti Teknologi MARA (UiTM)

Lecturer

Universiti Teknologi MARA (UiTM)

Industry

High Touch Engineer

Cisco System (Malaysia) Sdn Bhd

TAC IP Network Engineer

TIME dotCom Berhad

Network Engineer

Jaring Communications Sdn Bhd

05Research Grant

Source: UiTM Expert profile (Research) · Active: 4 · Completed: 12

Active Research Grants

Adaptive and Privacy-Aware Intrusion Detection System using Federated Continual Learning

UniversityFile: UiTM. 800-3/1 GPM.02 (018/2025)Role: Principal Investigator

SMART PERSONALIZED AUTISM COLLABORATIVE EDUCATION SYSTEM (SPACES)

NationalFile: 600-RMC/MOSTI-YIM/5/3 (1/2022)Role: Project Member

COLLABORATIVE INTELLIGENT EDUCATION PLATFORM (CIIP) USING MODE-VIEWCONTROLLER ARCHITECTURE

NationalFile: 600-RMC/MOSTI-YIM/5/3 (1/2022)-1Role: Project Member

Hybrid Cloud Topology for Virtual Desktop Infrastructure to Support Virtual Learning

UniversityFile: 600-RMC/GPPP 5/3 (002/2021)-1Role: Project Member

Completed Research Grants

Portable IoT-Based Smart Urban Farming: Technology Use Case of UiTM and UNIKOM Bandung.

InternationalFile: 100-TNCPI/INT 16/6/2 (039/2021)Role: Project Member

THREAT DETECTION AUTOMATION AND THE SECURITY FRAMEWORK OF EVERYTHING (IoE) IN THE PV6 Completed (Conditional)

InternationalFile: 100-TNCPI/INT 16/6/2 (063/2021)Role: Project Member

DIGITAL SANDBOX LEVERAGING BIG DATA ANALYTICS FOR CYBER SECURITY THREAT PREVENTION

PrivateFile: 100-RMC 5/3 CR PRI (003/2022)Role: Project Member

CYBER RESILIENCE AUTISM EDUCATION DATA CENTRE USING VIRTUALIZATION PLATFORM

NationalFile: 600-RMC/MOSTI-YIM/5/3 (1/2022)-7Role: Principal Investigator

A NEW TECHNIQUE TO ENSURE HIGH AVAILABILITY OF SOFTWARE APPLICATION SERVICES BY UTILIZING FOG DEVICES RESOURCE CAPABILITIES

NationalFile: 600-RMC/FRGS 5/3 (124/2021)Role: Project Member

COUPLED HYBRID FEATURE EXTRACTION AND CLASSIFICATION OF RADAR REFLECTIVITY IMAGES FOR CONVECTIVE-STRATIFORM TROPICAL RAINFALL ESTIMATES

NationalFile: 600-RMC/FRGS 5/3 (169/2021)Role: Project Member

SMARTFUND: FUNDRAISING MANAGEMENT APPLICATION USING ARTIFICIAL INTELLIGENCE

NationalFile: 100-RMC 5/3 CR GOV (019/2021)Role: Project Member

BUSINESS ANALYTICS SYSTEM

PrivateFile: 100-TNCPI/PRI 16/6/2 (017/2022)Role: Project Member

AUTISM JOURNEY DIRECTORY & DATA REPOSITORY SYSTEM

Self-FundedFile: 600-TNCPI/PBT 5/3 (017/2020)Role: Project Member

DOWNTIME ANALYSIS FOR UITM DATA CENTRE

UniversityFile: 600-RMC/GPK 5/3 (250/2020)Role: Project Member

AUTONOMOUS ANOMALY DETECTION IN STREAMING DATA

NationalFile: 600-IRMI/FRGS-RACER 5/3 (083/2019)Role: Project Member

Web Based E Commerce System For Rural Products Commercialization In Pulau Tuba Langkawi

UniversityFile: 600-RMC/LESTARI SDG-T 5/3 (142/2019)Role: Project Member

06My Publication

Publication list synced from Google Scholar on 15 October 2026. Google Scholar: 283 citations · h-index 9 · i10-index 8. UiTM Expert records 27 indexed publications and 11 other publications.

Automatic Climate Control for Mushroom Cultivation using IoT Approach

NDANJ Muhammad Azizi Mohd Ariffin, Muhammad Izzad Ramli, Mohd Nazrul Mohd ...2020 IEEE 10th International Conference on System Engineering and Technology …52 citations

API Vulnerabilities In Cloud Computing Platform: Attack And Detection

ZK Muhammad Azizi Mohd Ariffin, Mohd Faisal IbrahimInternational Journal of Engineering Trends and Technology 2020 (CAT-2020 …32 citations

Enhanced IoT-Based Climate Control for Oyster Mushroom Cultivation Using Fuzzy Logic Approach and NodeMCU Microcontroller

MAM Ariffin, MI Ramli, Z Zainol, MNM Amin, M Ismail, R Adnan, ...PERTANIKA JOURNAL OF SCIENCE & TECHNOLOGY 29 (4), 2863 - 288527 citations

IoT-based flash flood detection and alert using TensorFlow

A Abd Rashid, MAM Ariffin, Z Kasiran2021 11th IEEE International Conference on Control System, Computing and …22 citations

Autonomous anomaly detection for streaming data

MYI Basheer, AM Ali, NHA Hamid, MAM Ariffin, R Osman, S Nordin, X GuKnowledge-Based Systems 284, 11123520 citations

Leveraging federated learning and xai for privacy-aware and lightweight edge training in network traffic classification

A Ariffin, F Zaki, NB Anuar2023 IEEE International Conference on Computing (ICOCO), 47-5213 citations

Data Leakage Detection in Cloud Computing Platform

ZK Muhammad Azizi Mohd Ariffin, Khadijah Ab Rahman, Mohamed Yusof Darus ...International Journal of Advanced Trends in Computer Science and Engineering …13 citations

Deployment of Honeypot and SIEM Tools for Cyber Security Education Model In UITM.

MAM Ariffin, MY Darus, H Haron, A Kurniawan, Y Muliono, CRP SiahaanInt. J. Emerg. Technol. Learn. 17 (20), 149-17212 citations

Design of a Smart Portable Farming Kit for Indoor Cultivation Using the Raspberry Pi Platform.

MI Ramli, MAM Ariffin, Z Zainol, MNM Amin, D Hirawan, ID Sumitra, ...Pertanika Journal of Science & Technology 31 (4), 17319 citations

Network Traffic Profiling Using Data Mining Technique in Campus Environment

ZK Muhammad Azizi Mohd Ariffin, Rusmawati Ishak, Siti Arpah AhmadInternational Journal of Advanced Trends in Computer Science and Engineering …9 citations

Federated learning in network traffic classification: Taxonomy of implementation, application, and impact on sixth-generation wireless networks

A Ariffin, F Afifi, F Zaki, H Hanif, NB AnuarEngineering Applications of Artificial Intelligence 158, 1114718 citations

Mean field bias correction to Radar QPE as input to flood modeling for Malaysian river basins

W Tahir, MAM Ariffin, J Abdullah, Z Ibrahim, S Ramli, SM Deni, H Hassan, ...International Journal of Integrated Engineering 14 (5), 168-1778 citations

Automation of Quantifying Security Risk Level on Injection Attacks Based on Common Vulnerability Scoring System Metric.

A Kurniawan, MY Darus, MA Mohd Ariffin, Y Muliono, CR PardomuanPertanika Journal of Science & Technology 31 (3), 12457 citations

A Case Study On Digital Divide And Access To Information Communication Technologies (ICTs) In Pulau Tuba, Langkawi, Malaysia

MY Darus, MAM Ariffin, MH Jalil, MAM YusofTurkish Journal of Computer and Mathematics Education (TURCOMAT) 12 (5 …7 citations

Enhancement Keylogger Application for Parental Control and Monitor Children's Activities

MY Darus, MAM AriffinJournal of Positive School Psychology 6 (3), 8482-84926 citations

Server-side cross-site scripting detection powered by html semantic parsing inspired by xss auditor

CR Pardomuan, A Kurniawan, MY Darus, MAM Ariffin, Y Mulionohttp://www. pertanika. upm. edu. my/resources/files/Pertanika% 20PAPERS/JST …5 citations

Predicting confidentiality, integrity, and availability from SQL injection payload

Y Muliono, MY Darus, CR Pardomuan, MAM Ariffin, A Kurniawan2022 International Conference on Information Management and Technology …5 citations

Threats and vulnerabilities handling via dual-stack sandboxing based on security mechanisms model

AM Taib, AAS Abdullah, MAM Ariffin, R Ruslan2022 IEEE 12th International Conference on Control System, Computing and …4 citations

Multi-level resilience in networked environments: Concepts & principles

MAM Ariffin, AK Marnerides, AU Mauthe2017 14th IEEE Annual Consumer Communications & Networking Conference (CCNC …4 citations

Mitigating adversarial attacks in federated learning based network traffic classification applications using secure hierarchical remote attestation and adaptive aggregation …

A Ariffin, F Zaki, H Hanif, NB AnuarPeerJ Computer Science 11, e32153 citations

Adversarial attack and defence of federated learning-based network traffic classification in edge computing environment

A Ariffin, F Zaki, H Hanif, NB AnuarComputer Networks, 1117393 citations

Detecting Anomaly in IoT Devices using Multi-Threaded Autonomous Anomaly Detection

MYI Basheer, AM Ali, NHA Hamid, MAM Ariffin, R Osman, S Nordin2021 4th International Symposium on Agents, Multi-Agent Systems and Robotics …3 citations

Implementing Multi-Threaded Autonomous Anomaly Detection (MAAD) in Health Tracking Devices

M Basheer, AM Ali, NHA Hamid, MAM Ariffin, R Osman, S NordinJ. Theor. Appl. Inf. Technol. 100 (15), 4595-46032 citations

Mobile application for products commercialization in Pulau Tuba, Langkawi using agile development

MAM Ariffin, MY Darus, M KhorJournal of Theoretical and Applied Information Technology 100 (12), 3935-39442 citations

Data Leakage Detection in Cloud Computing Platform Investigation and Review of Cloud Computing Security View project

M Azizi, M AriffinArtic. Int. J. Adv. Trends Comput. Sci. Eng. 8 (1), 400-4082 citations

Clean-Label Backdoor Attack on CNN-Based Network Traffic Classifiers with RhythmicFlow

C Guo, F Zaki, A Ariffin, NB Anuar2025 IEEE International Conference on Computing (ICOCO), 447-4521 citation

Lightweight Deep Learning-Based Network Traffic Classification Using Explainable Artificial Intelligence

AH Haris, A Ariffin, F Zaki, NB Anuar2024 IEEE International Conference on Computing (ICOCO), 48-531 citation

A new framework for deploying virtual desktop infrastructure using containerization approach

N Samsuddin, MY Darus, MA Mohd AriffinMalaysian Journal of Computing (MJoC) 9 (2), 51 citation

Detecting Flood in Real-Time Weather Data Using Anomaly Detection Algorithm

MYI Basheer, AM Ali, NHA Hamid, R Osman, S Nordin, MAM Ariffin2023 4th International Conference on Artificial Intelligence and Data …1 citation

Local File Inclusion Vulnerability Scanner with Tor Proxy

KAHHB Che, KM Sahidi, MAM Ariffin, MI Ramli, Z Kasiran2021 IEEE International Conference on Signal and Image Processing …1 citation

LiteNet: lightweight network traffic classification using explainable artificial intelligence and model compression

A Haris, A Ariffin, NB Anuar, F ZakiPeerJ Computer Science0 citations

Adaptive Intrusion Detection System using Transformer-Based Neural Networks and Continual Learning Approach with Adversarial Investigation

A Ariffin, A Haris, F Zaki, H Hanif, NB AnuararXiv preprint arXiv:2608.046020 citations

Empowering anomaly detection algorithm: a review

MY Iqbal Basheer, AM Ali, R Osman, NH Abdul Hamid, S Nordin, ...IAES0 citations

Using data-driven for improved educational experience during covid19

NO Haryani Haron, S Aliman, A Ismail, MY Darus, AM AriffinJournal of Positive School Psychology 6 (3), 8599–8610-8599–86100 citations

A Case Study On Digital Divide And Access To Information Communication Technologies (Icts) In Pulau Tuba, Langkawi, Malaysia

MAM Ariffin0 citations

07Student Supervision

Source: UiTM Expert profile (Supervision)

SD-WAN BANDWIDTH FORECASTING USING A HYBRID LSTM + REINFORCEMENT LEARNING MODEL FOR PROACTIVE CAPACITY PLANNING

PhD - Ongoing

AUTOMATED TRAFFIC LOAD BALANCING FOR CONTAINERIZED APPLICATION IN CLOUD COMPUTING

Master - Graduated

ADAPTIVE CORRIDOR WIDTH USING MODIFIED INCREMENTAL LINE SEARCH FOR GRID-BASED PATHFINDING

Master - Ongoing

08Consultation

Source: UiTM Expert profile (Consultation)

Perkhidmatan Penyediaan Pemodelan, Analisis dan Peta Simulasi Kemarau Berasaskan Senario Perubahan Iklim di Semenanjung Malaysia

File: 20260706001Appointed

The Development of New Diploma Programmes for INTEC Education College

File: 20260514001Appointed

Cisco Training 2025

File: 20250521013AppointedCisco Networking Academy instructor training / delivery

Cisco Training 2024

File: 20240129002Completed

Cisco Training 2023

File: 20230125002Completed

Radar Rainfall Analyzer and Integrator (RRAI)

Stakeholder: Jabatan Pengairan dan Saliran Malaysia (JPS)Technology Stack: Ubuntu/Linux, Python, Numpy, Pandas, NumbaValue: RM 300,000.00File: 20201202004Completed

The function of RRAI is to use Radar reflectivity data to deliver accurate and timely flood forecasts and warnings to the public.

Classification of Open & Distance Learning Approaches Based on Information Technology Infrastructure Typology

Stakeholder: Academic Affairs Division (Bahagian Hal Ehwal Akademik - BHEA), UiTMTechnology Stack: Python, PowerBI, ArcGIS API

Pembangunan Sistem Hartanah UiTM (SiHU)

Stakeholder: Jabatan Pengurusan dan Pelaburan Hartanah, UiTMTechnology Stack: Laravel, ArcGIS API, LAMP, Chart JS

09Teaching Subject

ITT400 - Introduction to Data Communication & Networking

ITT470 - Digital Electronics

ITT450 - Information & Network Security

ITT420 - Network & System Administration

CSC520 - Principles of Operating System

ITT532 - Routing & Switching Technologies

ITT440 - Network Programming

ITT585 - Network Infrastructure Security

ISP746 - Intelligent Security Informatics

ITT569 - Internet of Things (IoT)

ITT633 - Wide Area Network Technologies and Services

10My Certification

Cisco Certified Network Associate Routing & Switching (CCNA)

Cisco System

HP ATP - Software Testing Foundation v11

HP

Juniper Networks Certified Associate (JNCIA-JUNOS)

Juniper Network

GPON 3rd Line Maintenance (Advanced Troubleshooting)

Huawei Technologies

Git Complete: The definitive, step-by-step guide to Git

Udemy

CCNA Cybersecurity Operations Instructor

Cisco Networking Academy

Cisco DevNet Instructor

Cisco Networking Academy

Certified Network Defender

EC Council

PCAP: Programming Essentials in Python

OpenEDG Python Institute & Cisco Networking Academy

11Professional Membership

IEEE Membership

Membership No: #96894495

Internet Society (ISOC)

Membership No: 105868

MBOT Graduate Technologist

MBOT Professional Technologist

Membership No: PT21010176

12My Web Project

Learning Management System for Al-Ghazali Islamic School and Academy

https://www.epsag.net/

Built using: Moodle 3.7, LAMP Stack, HTML5, Bootstrap4

My Role: Lead Developer

Asset Management System for Bahagian Hartanah UiTM

https://sihu.uitm.edu.my/

Built using: Laravel 6, LEMP Stack, HTML5, Bootstrap4, chart.js, ArcGIS API

Integrated with Geographical Information System

My Role: Lead Developer

Early Detection of Autism Spectrum Disorder (ASD) Web App

https://narc-app.uitm.edu.my/mchat

Built using: Laravel 6, LEMP Stack, HTML5, Bootstrap4

My Role: Supervisor

Autism Discussion Forum

https://autismforum.uitm.edu.my/

Built using: MyBB, HTML5, CSS

An open forum for discussing issues related to Autism

My Role: Lead Developer

Travel Agency Website

https://naharizconsultant.com/

Built using: Laravel 5, LEMP Stack, HTML5, Bootstrap4

Official web page for travel agency

My Role: Lead Developer

Autism Related Products Online Shop

https://autismall.uitm.edu.my

Built using: Prestashop, LEMP Stack

Online shop selling Autism related products

My Role: Lead Developer

13IoT Project

Automatic Climate Control for Mushroom House

Location: NASOM, Bandar Puteri KlangTechnology Stack: ESP8266, 2 Channel Relay, DHT22

14Awards

Malaysia Technology Expo (MTE 2021)

Silver MedalProject: Learning Bytes Access Dashboard: Infrastructure Analytics for Learning Accessibility ManagementRole: Team Member

Executive dashboard for managing student internet accessibility during COVID-19, helping university management make informed decisions for 150,000+ students across Malaysia.

Pertandingan Idea Unggul @ UiTM 2020

Gold MedalCategory: Anugerah Bidang Inovasi (Pengurusan)Project: KitaFSKM: Aplikasi Mudah-Alih untuk Penyebaran Maklumat Secara Pantas di Kalangan Pelajar FSKM bagi Mengekang Penularan Pandemik COVID-19Role: Team Member

Young Future Researcher Award 2021

Category: AcademicFaculty of Computer and Mathematical Award, UiTM Shah Alam

Anugerah Perkhidmatan Cemerlang (APC) 2021

Category: Civil ServiceFaculty of Computer and Mathematical Award, UiTM Shah Alam

15Intellectual Property

Copyright

Climate Control System for Oyster Mushroom Cultivation in Malaysia using IoT Technology

Reference: 600-BITCOM (IP.5/6/CP/2020/479)

KitaFSKM: Aplikasi Mudah-Alih untuk Penyebaran Maklumat Secara Pantas di Kalangan Pelajar FSKM bagi Mengekang Penularan Pandemik COVID-19

Reference: 600-BITCOM (IP.5/6/CP/2020/539)

Learning Bytes Access Dashboard: Infrastructure Analytics for Learning Accessibility Management

Reference: CRLY2021W00390 MYIPO

16Connect With Me

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