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Journal of ICT Research and Applications Vol. 18 Issue 1 2024

Vol. 18 No. 1 (2024)

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Articles Published in This Issue

Explore peer-reviewed research articles published in this issue.

researchpp. 1–20

Prediction of On-time Student Graduation with Deep Learning Method

Universities have an important role in providing quality education to their students so they can build a foundation for their future. However, a problem that often arises is that the process experienced will be different for each individual. Therefore, it is necessary to apply on-time graduation predictions for students with academic attributes in the hope that educational institutions can better understand student conditions and maximize on-time student graduation. In this study, a deep learning method was implemented to help predict on-time graduation for students at the Faculty of Computer…

Keywords
deep learning neural network prediction student graduation student performance
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researchpp. 21–35

Skin Lesion Segmentation for Melanoma Using Dilated DenseUNet

Melanoma, a highly malignant form of skin cancer, affects individuals of all genders and is associated with high mortality rates, especially in advanced stages. The use of tele-dermatology has emerged as a proficient diagnostic approach for skin lesions and is particularly beneficial in rural areas with limited access to dermatologists. However, accurately, and efficiently segmenting melanoma remains a challenging task due to the significant diversity observed in the morphology, pigmentation, and dimensions of cutaneous nevi. To address this challenge, we propose a novel approach called…

Keywords
DenseUNet melanoma segmentation skin cancer skin lesion
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researchpp. 36–47

Performance Evaluation of Fractal Wavelet Packet Transform on Wireless Communication Systems

The performance of the phase shift keying (PSK) modulation technique over additive white Gaussian noise (AWGN) and multipath propagation channels generally becomes worse for higher-order modes. Therefore, a new modulation technique should be provided in order to have a system that is capable of transmitting data with higher efficiency while maintaining better performance at the same time. This paper presents the development of a fractal wavelet packet transform incorporated within the M-ary PSK system, namely M-ary PSK orthogonal wavelet division multiplexing (OWDM), which is proposed to…

Keywords
fractal wavelet packet transform M-ary phase shift keying (M-ary PSK) orthogonal wavelet division multiplexing (OWDM) Rayleigh frequency selective fading channel spectrum efficiency wireless communication system
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researchpp. 48–68

Performance of Interconnected Hybrid ZigBee-Optic for Extended Wireless Sensor Networks

Wireless sensor networks (WSNs) are widely used to monitor remote areas far away from the monitoring center. For large-scale or high-capacity WSNs, when they contain many sensor nodes, a transmission system with low latency and large bandwidth is required. In order to extend the network range, the use of optical communication is one of the alternatives to provide more capacity and a longer range. This study discusses the performance of a range-extended WSN utilizing a hybrid of ZigBee and optic transmission. The performance of the proposed method was evaluated by analyzing the throughput,…

Keywords
hybrid optic range wireless sensor networks ZigBee
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