Vol. 8 No. 1 (2024)

Volume 8, Number 1 (2024) showcases original research centered on intelligent computing, smart systems, and advanced analytical techniques across sectors such as agriculture, cybersecurity, and engineering. This issue highlights the implementation of ubiquitous and pervasive computing to support sustainable smart agriculture in Malaysia, alongside deep learning applications for sign language and image recognition. Contributions also explore recommendation systems, predictive modeling in sports analytics, and reinforcement learning strategies in game environments. Further studies address cybersecurity through OSINT-based penetration testing and network traffic analysis, as well as computational fluid dynamics simulations in oil-water flow systems, reflecting interdisciplinary technological innovation for real-world applications.

DOI: https://doi.org/10.65136/jati.v8i1

Published: 2024-03-01

Original Research

Smart Agriculture in Malaysia: Harnessing Ubiquitous Computing for Sustainable Economic Growth

DOI : 10.65136/jati.v8i1.48

Nirase Fathima Abubacker ⁽¹⁾, Mafas Raheem ⁽²⁾

(1) Asia Pacific University of Technology and Innovation Technology Park Malaysia, Bukit Jalil Kuala Lumpur, Malaysia ,

(2) Asia Pacific University of Technology and Innovation Technology Park Malaysia, Bukit Jalil, Kuala Lumpur, Malaysia

1-8

Abstract : 91

PDF : 55
- PDF
DOI : 10.65136/jati.v8i1.48
Sign language recognition based on CNN with optimized activation function

DOI : 10.65136/jati.v8i1.57

Wen Han Lee ⁽¹⁾, Jia Ling Tan ⁽²⁾, Zailan Arabee Abdul Salam ⁽³⁾, Huey Ying Teoh ⁽⁴⁾, Qin Jun Lee ⁽⁵⁾, Lai Tzi Syuen Suzanne ⁽⁶⁾

(1) Asia Pacific University of Technology & Innovation (APU) Kuala Lumpur, Malaysia ,

(2) Asia Pacific University of Technology & Innovation (APU) Kuala Lumpur, Malaysia ,

(3) Asia Pacific University of Technology & Innovation (APU) Kuala Lumpur, Malaysia ,

(4) Asia Pacific University of Technology & Innovation (APU) Kuala Lumpur, Malaysia ,

(5) Asia Pacific University of Technology & Innovation (APU) Kuala Lumpur, Malaysia ,

(6) Asia Pacific University of Technology & Innovation (APU) Kuala Lumpur, Malaysia

9-14

Abstract : 63

PDF : 39
- PDF
DOI : 10.65136/jati.v8i1.57
Enhancing Neural Network Models for MNIST Digit Recognition

DOI : 10.65136/jati.v8i1.58

Vinnie Teh ⁽¹⁾, Edward Ding Hong Wai ⁽²⁾, Chew Jin Cheng ⁽³⁾, Jason Chin Yun Loong ⁽⁴⁾, Liew Jie Yang ⁽⁵⁾, Zailan Arabee bin Abdul Salam ⁽⁶⁾

(1) Asia Pacific University of Technology & Innovation (APU) Kuala Lumpur, Malaysia ,

(2) Asia Pacific University of Technology & Innovation (APU) Kuala Lumpur, Malaysia ,

(3) Asia Pacific University of Technology & Innovation (APU) Kuala Lumpur, Malaysia ,

(4) Asia Pacific University of Technology & Innovation (APU) Kuala Lumpur, Malaysia ,

(5) Asia Pacific University of Technology & Innovation (APU) Kuala Lumpur, Malaysia ,

(6) Asia Pacific University of Technology & Innovation (APU) Kuala Lumpur, Malaysia

15-20

Abstract : 76

PDF : 47
- PDF
DOI : 10.65136/jati.v8i1.58
Product Recommendation System using SVD and Machine Learning techniques

DOI : 10.65136/jati.v8i1.59

Joanne Lim Jo En ⁽¹⁾, Chong Kae Li ⁽²⁾, Davina Lim Zhe Yen ⁽³⁾, Chan Vern Jian ⁽⁴⁾, Zailan Arabee Bin Abdul Salam ⁽⁵⁾

(1) Asia Pacific University of Technology and Innovation (APU) Kuala Lumpur, Malaysia ,

(2) Asia Pacific University of Technology and Innovation (APU) Kuala Lumpur, Malaysia ,

(3) Asia Pacific University of Technology and Innovation (APU) Kuala Lumpur, Malaysia ,

(4) Asia Pacific University of Technology and Innovation (APU) Kuala Lumpur, Malaysia ,

(5) Asia Pacific University of Technology and Innovation (APU) Kuala Lumpur, Malaysia

21-24

Abstract : 48

PDF : 51
- PDF
DOI : 10.65136/jati.v8i1.59
Football Match Prediction using Random Forest Classifier

DOI : 10.65136/jati.v8i1.60

Aloysius Chua Jia Xing ⁽¹⁾, Cheah Qiyang ⁽²⁾, Yahya Mohammed Abdullah Al-Fakih ⁽³⁾, Ebrahim Abdulrahman Hamdan Shaker ⁽⁴⁾, Zailan Arabee bin Abdul Salam ⁽⁵⁾

(1) Asia Pacific University of Technology and Innovations(APU) Kuala Lumpur, Malaysia ,

(2) Asia Pacific University of Technology and Innovations(APU) Kuala Lumpur, Malaysia ,

(3) Asia Pacific University of Technology and Innovations(APU) Kuala Lumpur, Malaysia ,

(4) Asia Pacific University of Technology and Innovations(APU) Kuala Lumpur, Malaysia ,

(5) Asia Pacific University of Technology and Innovations(APU) Kuala Lumpur, Malaysia

25-28

Abstract : 83

PDF : 47
- PDF
DOI : 10.65136/jati.v8i1.60
Training Flappy Bird with Deep Q Network and SARSA

DOI : 10.65136/jati.v8i1.61

Choo Huan Long ⁽¹⁾, Liew Wen Heng ⁽²⁾, Wong Ying Cheng ⁽³⁾, Yong Zhen Xing ⁽⁴⁾, Zailan Arabee Abdul Salam ⁽⁵⁾

(1) Asia Pacific University of Technology and Innovation (APU) Kuala Lumpu, Malaysia ,

(2) Asia Pacific University of Technology and Innovation (APU) Kuala Lumpur, Malaysia ,

(3) Asia Pacific University of Technology and Innovation (APU) Kuala Lumpur, Malaysia ,

(4) Asia Pacific University of Technology and Innovation (APU) Kuala Lumpur, Malaysia ,

(5) Asia Pacific University of Technology and Innovation (APU) Kuala Lumpur, Malaysia

29-32

Abstract : 55

PDF : 38
- PDF
DOI : 10.65136/jati.v8i1.61
Strengthening Smart Agriculture in Malaysia through Pervasive Computing

DOI : 10.65136/jati.v8i1.62

Kamalanathan Shanmugam ⁽¹⁾, Muhammad Ehsan Rana ⁽²⁾, Ainun Sara Binti Nasri ⁽³⁾

(1) Asia Pacific University of Technology and Innovation Kuala Lumpur, Malaysia ,

(2) Asia Pacific University of Technology and Innovation Kuala Lumpur, Malaysia ,

(3) Asia Pacific University of Technology and Innovation Kuala Lumpur, Malaysia

33-39

Abstract : 57

PDF : 54
- PDF
DOI : 10.65136/jati.v8i1.62
OSINT Toolkit for Reconnaissance phase of Penetration Testing

DOI : 10.65136/jati.v8i1.63

Indrasena Reddy Devireddy ⁽¹⁾, Joshua Samual ⁽²⁾, Kamalakannan Machap ⁽³⁾

(1) Asia Pacific University of Innovation and Technology Kuala Lumpur, Malaysia ,

(2) Asia Pacific University of Innovation and Technology Kuala Lumpur, Malaysia ,

(3) Asia Pacific University of Innovation and Technology Kuala Lumpur, Malaysia

40-44

Abstract : 138

PDF : 120
- PDF
DOI : 10.65136/jati.v8i1.63
Computational Fluid Dynamics Simulation of Malaysian Waxy Crude Oil-water Two-phase Flow Based on Contact Angle in Horizontal Pipe

DOI : 10.65136/jati.v8i1.64

Geerbasini Elangovan ⁽¹⁾, Muhammad Syahmi Mokhtar Yazid ⁽²⁾, Juhairi Aris Bin Muhamad Shuhili ⁽³⁾, Rosli Yusop ⁽⁴⁾, Lee Jang Hyun ⁽⁵⁾, Adeline Sneha John Chrisastum ⁽⁶⁾, Muhammad Adidinizar Zia Ahmad Kusairee ⁽⁷⁾

(1) Asia Pacific University of Technology and Innovation (APU) Kuala Lumpur, Malaysia ,

(2) Asia Pacific University of Technology and Innovation (APU) Kuala Lumpur, Malaysia ,

(3) Asia Pacific University of Technology and Innovation (APU) Kuala Lumpur, Malaysia ,

(4) Asia Pacific University of Technology and Innovation (APU) Kuala Lumpur, Malaysia ,

(5) Universiti Teknologi PETRONAS Perak Darul Ridzuan, Malaysia ,

(6) Asia Pacific University of Technology and Innovation (APU) Kuala Lumpur, Malaysia ,

(7) Universiti Teknologi Mara Perak Branch Tapah Campus, Malaysia Perak Darul Ridzuan, Malaysia

45-52

Abstract : 69

PDF : 52
- PDF
DOI : 10.65136/jati.v8i1.64
Analyzing the Security Implications of Popular Video Conferencing Applications in Classified Environments: A Comprehensive Network Traffic Review

DOI : 10.65136/jati.v8i1.65

Lai Pin Cheng ⁽¹⁾, Ng Li Sheng ⁽²⁾, Julia Juremi ⁽³⁾

(1) Asia Pacific University of Technology and Innovation (APU) Kuala Lumpur, Malaysia ,

(2) Asia Pacific University of Technology and Innovation (APU) Kuala Lumpur, Malaysia ,

(3) Asia Pacific University of Technology and Innovation (APU) Kuala Lumpur, Malaysia

53-58

Abstract : 60

PDF : 34
- PDF
DOI : 10.65136/jati.v8i1.65