INASS

Publications

Contents &
Papers 2025

Volume 18,

Issue 1

FEB 2025

(28 February, 2025)

Contents & Papers

1
On the Application of Tailor Optimization Algorithm for Solving Real-World Optimization Application

Tareq Hamadneh, Belal Batiha, Omar Alsayyed, Zeinab Montazeri, Hamid Jafarabadi Ashtiani, Melika Jafarpour, Mohammad Dehghani, Kei Eguchi

13
Proposed an Accurate Optimization Algorithm Using Butterfly Optimization and Sine-Cosine Optimization Algorithms

Mustafa Salam Kadhm, Mamoun Jassim Mohammed, Sufyan Othman Zaben

25
Spider-Tailed Horned Viper Optimization: An Effective Bio-Inspired Metaheuristic Algorithm for Solving Engineering Applications

Tareq Hamadneh, Belal Batiha, Osama Al-Baik, Zeinab Montazeri, Om Parkash Malik, Frank Werner, Gaurav Dhiman, Mohammad Dehghani, Kei Eguchi

36
Optimizing Intrusion Detection in Edge Computing Network: A Hybrid ML Approach with Recursive Feature Elimination

Amit Kumar, Vivek Kumar, Abhay Pratap Singh Bhadauria

47
Orangutan Optimization Algorithm: An Innovative Bio-Inspired Metaheuristic Approach for Solving Engineering Optimization Problems

Tareq Hamadneh, Belal Batiha, Gharib Mousa Gharib, Zeinab Montazeri, Frank Werner, Gaurav Dhiman, Mohammad Dehghani, Riyadh Kareem Jawad, Erahid Aram, Ibraheem Kasim Ibraheem, Kei Eguchi

68
A Multimodal Approach Harnessing EEG and ECG Signals for Advanced Sleep Stage Classification

Voruchu Sai Babu, A Ramakrishna

81
DualLSBStego: Enhanced Steganographic Model Using Dual-LSB in Spatial Domain Images

Aria Nalini Farzana, Ntivuguruzwa Jean De La Croix, Tohari Ahmad

93
Leveraging Swarm Optimization with Deep Learning Driven Nutrients Deficiency Diagnosis in Rice Crop Management

Hussain. A, Balaji Srikaanth. P

106
Multiple Object Detection and Tracking Using Deep Learning Framework with Non-Maximum Suppression

Vinod Biradar, Karuna Chandrashekhar Gull

118
Enhanced Maximum Power Point Tracking using Embedding Deep Networks and Self-Adaptive Genetic Algorithm

Alaa Hamzah Abdullah, Saad M. Alwash, Wafaa M Salih Abed, Hanaa M. Al Abboodi

134
AdaCrossNet: Adaptive Dynamic Loss Weighting for Cross-Modal Contrastive Point Cloud Learning

Oddy Virgantara Putra, Kohichi Ogata, Eko Mulyanto Yuniarno, Mauridhi Hery Purnomo

147
Semantic Segmentation of Pedestrian Groups Based on Directional-oriented Density Features with Shallow U-net Architecture

Hanugra Aulia Sidharta, Berlian Al Kindhi, Eko Mulyanto, Mauridhi Hery Purnomo

160
ChaoticPUFChain-IoT: PUF-based Authentication with Chaotic Maps for Blockchain-Enhanced IoT

Bharati B. Pannyagol, Santosh. L. Deshpande

171
Network Intrusion Detection System Using Reptile Search with Whale Optimization Algorithm and Multi Head Attention Long Short Term-Memory in IoT

Vishwanath Digambar Chavan, Pratibha Chidanand Kaladeep Yalagi

184
DAUCD: Deep Attention U-Net for Cataract Detection Leveraging CNN Frameworks

Maneesha Vadduri, Kuppusamy P

198
Towards Sustainable Energy Management: Enhancing PV Performance in DC Microgrids with the Aquila Approach

Sree Lekshmi R S, Chinmaya Krishnan G, Jayesh Shanthi Bhavan

218
FGT-B Model for Botnet Attack Detection Using Hybrid Analysis with Data Filtering and Aggregation Data Based on Network Traffic Flows

Dandy Pramana Hostiadi, I Made Darma Susila, Yohanes Priyo Atmojo, Gede Angga Pradipta, Tohari Ahmad, Muhammad Aidiel Rachman Putra

246
Deep Learning Based Detection and Classification of Amniotic Fluid Echogenicity Type for Enhanced Prenatal Diagnosis

Putu Desiana Wulaning Ayu, Gede Angga Pradipta, I Made Darma Susila, Dandy Pramana Hostiadi, Made Liandana

268
Short-Term Peak Load Forecasting Using Interval Type-2 Fuzzy Logic - Horse Herd Optimization Algorithm in Sulbagsel Electricity System

Syafaruddin, Imam Robandi, Rini Nur Hasanah, Yusri Syam Akil, Harus Laksana Guntur, Vita Lystianingrum, Muhammad Ruswandi Djalal, Mohamad Almas Prakasa

279
Enhanced Deep Learning Model to Detect Violence and Gore in Child-Friendly Online Game

Jasson Prestiliano, Azhari Azhari, Arif Nurwidyantoro

291
Confidence-Based Traffic Density Estimation Using Square Binary Patterns

Muhammad Ardi Putra, Agus Harjoko, Wahyono, Kanghyun Jo

304
Enhanced Detection of Bean Leaf Diseases Using a Stacked CNN Ensemble with Transfer Learning

Naglaa E. Ghannam, Ola M. El Zein, Doaa R. Fathy, H. Mancy

321
MCNet: Mask Cell of Multi Class Deep Network for Blood Cells Detection and Classification

Ibtihaal M. Hameed, Mohammed Al-Mukhtar, Ammar S. Al-Zubaidi

335
YOLO v7 - Distance Intersection of Union for Detecting Objects and Anomalies in Video Surveillance

Kiran Kalla, Jaya Suma Gogulamanda

345
Diabetic Retinopathy Detection Using Morlet Wavelet Transform Based Residual Network

Garidepalli Revathi, Shanker Chandre

356
Multi-objective-Trust Aware Improved Pelican Optimization Approach for Secure and Energy Efficient Clustering and Routing in Wireless Sensor Network

Sreelakshmi Tadigotla, Jayanthi K. Murthy

368
Digital Image Forgery Detection Using Cyclic Symmetry Convolutional Neural Network

Shashikala S, Ravikumar G K

380
Design and Optimization of Vivaldi Antennas for Enhanced Breast Cancer Detection

Azize Bhaij, Abderrahim haddad, Redouane jouali, Khalid Sabri, Mohssin Aoutoul

391
Optimized Prediction of Airflow Volume in Under-Actuated Zones through Multilayer Perceptron Artificial Neural Network

Yaddarabullah, Abiyyu Muhammad Arif, Dewi Lestari, Budi Arifitama, Dina Nurul Fitria, Erneza Dewi Krishnasari, Aedah Binti Abd Rahman, Amna Saad

409
EfficientNetV2-S Enhancement to Classify Acute Lymphoblastic Leukemia: Integrating Pre-Trained Models and Grid Search for Optimal Performance

Arif Muntasa, Rima Tri Wahyuningrum, Husni, Alisa Sugiarti, Muhammad Yusuf, Abdelwahed Motwakel, Deshinta Arrova Dewi, Yuli Panca Asmara, Zabrina Tuzzahra, Wayan Firdaus Mahmudi

422
Design and Evaluation of High-Speed Approximate Multipliers Based on Improved Error Distance 4:2 Compressors for Error Resilient Image Applications

Zahraa A. Zuhair, Emad A. Al-Sabawi

446
Fingerprint Revelation: Unveiling the Brilliance of Biometric Identity with SpatioTemporalNet

Senthil Kumar Natarajan, Ramadevi Rathinasabapathy, Aravind AR, V Chandra, D Deepa

463
An Investigating of 5G Multi-Access Edge Computing (MEC) and Subcarrier Spacing to Improve Wireless Communications

Sinan Q. Salih, Shaymaa Mohammed Abdulameer, Haider Hadi Abbas, Jamal Fadhil Tawfeq, Ravi Sekhar, Pritesh Shah, Saffrine Kingsly, Murugesan Dhasagounder, Ahmed Dheyaa Radhi

481
Enhanced Human Activity Recognition (HAR): Leveraging Sub-Window Techniques and Feature Ratios from Triaxial Accelerometer Data

Made Liandana, Dandy Pramana Hostiadi, Nyoman Rudy Hendrawan, Gede Angga Pradipta, Putu Desiana Wulaning Ayu

499
Enhanced Deep Learning Approaches for Smart Monitoring Oil Validity in Power Transformer

Faraqid Qasim Mohammed, Yassine Aydi, Mohamed Abid

516
Secure and Energy Efficient Clustering and Routing Using Multi-Objective Trust Aware Cosine Tasmanian Devil Optimization Algorithm in WSN

M. DharmaTeja, R. Srinivasan

531
Identifying Selfish Nodes through a Modularized Reputation Scheme Utilizing Variational Autoencoder Techniques in Delay Tolerant Networks

Mays Kareem Jabbar, Maab Alaa Hussain, Thaar A. Kareem

547
Inner Selection Learning Strategy with Chameleon Swarm Optimization Algorithm Based PAPR Reduction in MIMO-OFDM

Rashmi Narasimhamurthy, Mamatha Kariyapa Rajanna, Thejaswini Shankar

559
Automatic Image Annotation and Retrieval Using Fuzzy C-Means Clustering with Gaussian Bare Bones White Shark Optimization

Janani Shivashankar, Jahnavi Shivashankar, Anil Kumar Bhaskar, Manjunath Doddegowdanakppalu Rajegowda, Sampath Satheesh Kumar, Shiva Sumanth Reddy

572
Information Volume Evidential Markov Decision Process Based Hierarchical Meta Reinforcement Learning for Resource Allocation in Vehicular Networks

Irshad Khan, Manjula Sunkadakatte Haladappa

583
Forward-Escape Algorithm: A New Metaheuristic and Its Utilization to Handle Optimization Problem in Crab Precision Farming

Maulidiatama Akbar, Purba Daru Kusuma, Seno Adi Putra, Nina Hendrarini, Duddy Soegiarto, Ema, Dany Eka Saputra, Sulistyo Emantoko Dwi Putra

596
Spiral Elite Learning with Gazelle Optimization Algorithm Based Secure Clustering and Routing in Wireless Sensor Network

Sumathi Manjari Suryanarayana, Hemantaraj Mohan Kelagadi, Soumya Lokeshappa Nagarathna, Raju Hajare

608
Accurate Bladder Cancer Classification and Prognosis with a Hybrid Vision Transformer

Roaa Alkhalidy, Ebtesam AlShemmary, Zhentai Lu

624
Optimizing Intrusion Detection in IoT through a Combination of Feature Selection and Deep Feedforward Neural Network

Syariful Ikhwan, Purwanto Purwanto, Adian Fatchur Rochim

638
Hybrid Quantum-Deep Learning Approach: Optimizing Land Cover Classification with GMM Outlier and Fusion Key Feature Selection

T. Sutojo, De Rosal Ignatius Moses Setiadi, Supriadi Rustad, Muhamad Akrom, Wise Herowati

649
Enhancing Classification of Primary and Recurrent Epithelial Ovarian Cancer

Asha Abraham, R. Kayalvizhi, Habeeb Shaik Mohideen

660
Multi-Cluster DBSCAN for Analysing Tourism Data

Edi Faizal, Sri Hartati, Aina Musdholifah

675
Recognition of Threats in Hybrid Wireless Sensor Networks by Integrating Harris Hawks with Gradient Boosting Algorithm

Hussein Ali Rasool, Ali Hamzah Najim, Mustafa Hamid Abd Alsadh, Hussein Muhi Hariz

693
Adaptive Cache Replacement Strategy Based on Greedy Dual Size Frequency Incorporating DBScan for Internet Access Anomaly Detection

Mulki Indana Zulfa, Adhwa Moyafi Hartoyo, Stephen Prasetya Chrismawan, Waleed Ali Ahmed

706
Robust Load-Frequency Control of Multi-Area Smart Grid by Combining Neural Network with Real-Time Particle Swarm Optimization

Fadhil A. Hasan, Fatima H. Faris, Mohammed H. Alkhafaji

717
Secured Encoding-based Realtime Power-saving Approach for AIoT Applications

Faris S. Alghareb, Sohaib R. Awad

733
Hybrid Strategies for CVRP Initial Solution: Leveraging Weighted Score Insertion with Grid Search and Multiple Insertion with Iterative Tournament

Abbas G. Hafedh, Hamid M. Hasan

754
Enhancing Surveillance Vision-Based Human Action Recognition Using Skeleton Joint Swing and Angle Feature and Modified AlexNet-LSTM

Riky Tri Yunardi, Tri Arief Sardjono, Ronny Mardiyanto

769
Price Forecasting of West Java Rice using Multivariate Decomposition SARIMAX-Gated Recurrent Unit Combination

I Nyoman Gde Artadana Mahaputra Wardhiana, Muhammad Zakky Ghufron, Riyanarto Sarno, Agus Tri Haryono

779
Multivariate Long Short-Term Memory with Spark Module for an Intrusion Detection System

Teena Kodapalu Balakrishna, Swati Sharma

791
Innovative Road Object Detection and Distance Estimation Framework Using Monocular Cameras for Advanced Driver Assistance Systems

Omar Bouazizi, Chaimae Azroumahli, Aimad El Mourabit

805
Hippopotamus Optimization Algorithm with Long Short-Term Memory for Music Genre Classification

G. Indiravathi, D. Rajesh

817
A Hybrid Deep Learning and Machine Learning Model for Multi-Class Lung Disease Detection in Medical Imaging

Mustafa Abdul Salam, Amr Abdellatif, Marwa Abdallah, Nabil Abdul Salam

832
SSCNetViT: A Hybrid Siamese Sequential Classification-ViT Model for Kinship Recognition in Indonesia Facial Microexpression

Ike Fibriani, Eko Mulyanto Yuniarno, Ronny Mardiyanto, Mauridhi Hery Purnomo

847
Development of an Intelligent System Based on Deep Neural Network Models with Advanced Algorithms for Hyper-parameter Tuning and Weight Updates Across Diverse Datasets

Noor Abdul Khaleq Zghair, Abubakr S. Issa

860
A New Image Encryption Method Combining the DNA Coding and 4D Chaotic Maps

Salah Taha Allawi, Yasamin Hamza Alagrash

874
Bi-LSTM-Based Sentiment Analysis for Identifying Depression Indicators in Twitter Posts

Sharon Susan Jacob

894
Optimal Economic Dispatch Using Mayfly Optimization Algorithm in Sulbagsel Electricity System with Integrated Renewable Energy Sources

Rini Nur Hasanah, Imam Robandi, Syafaruddin, Vita lystianingrum, Harus Laksana Guntur, Muhammad Ruswandi Djalal, Mohamad Almas Prakasa, Waseda Himawari

904
Dense Depthwise Separable Convolution with Multi-Encoder Network for Liver Tumor Segmentation

Pallavi Babu, Meesala Shobha Rani

916
An Intensified Sparrow Search Algorithm for Combined Economic Emission Dispatch including Renewables and Electric Vehicles

Narendra Babu Kattepogu, G Saravanan, A Rama Koteswara Rao

927
Bidirectional Long Short-Term Memory with Parametric Flatten-T Swish Activation Function for Land Use Land Cover Classification

Woothukadu Thirumaran Chembian, Kandasamy Thinakaran, Krishna Murthi Sankar, Marimuthu Venkatesan, Ethala Kamalanaban

939
FDSRN: Fractal Deep Spiking Neural Network for Breast Cancer Detection Using Mammogram Images

Sachin Urabinahatti, D Jayadevappa, Mahendra Shivalli Jogigowda

956
Network Intrusion Detection System in Internet of Things Using Chaotic Elite Guidance Learning Strategy-based Lotus Effect Optimization Algorithm

Sowmya Karanam Syamarao, Amith Shekhar Chandrashekhar, Anupkumar Manohara Bongale, Deepak Sudhakar Dharrao

969
Coding Unit Partitioning Using Refined Stacked – Convolutional Neural Network with Scaled Exponential Linear Unit

Revathi Kasinathaperumal, Hosanna Princye Periapandi

980
DDUSeg-Net as a Design of Convolutional Neural Network Architecture for Semantic Segmentation in Cervical Cancer

Rudiansyah, Anita Desiani, Dian Palupi Rini, Lucky Indra Kesuma

992
Drowsiness Classification Using ResNet50 and Time Series Transformer Based on Blink Pattern Features

Ahmad Zaini, I Ketut Eddy Purnama, Yoyon Kusnendar Suprapto, Eko Mulyanto Yuniarno

1009
GrMA-CNN: Integrating Spatial-Spectral Layers with Modified Attention for Botnet Detection Using Graph Convolution for Securing Networks

Mohan H G, Jalesh Kumar, Nandish M

1021
Robust Electricity Theft Detection in Smart Grids Using Machine Learning and Secure Techniques

Ihsan H. Abdulqadder, Israa T. Aziz, Firas M. F. Flaih

1034
DWT-DCT Image Watermarking with Quantum-inspired Optimization

Nova Rijati, Sudipta Kr. Ghosal, Aditya Kumar Sahu, Aceng Sambas, De Rosal Ignatius Moses Setiadi

1045
Effective Obfuscated Malware Detection Leveraging Cutting-edge Machine and Deep Learning Approaches

Reyadh Hazim Mahdi, Hafedh Trabelsi

1058
Detecting Anomalous Crowd Behaviour with Optical Flow and Energy-Based Methods

Nay Htet Linn, Zin Mar Win

1070
Di-Strategy Based Beluga Whale Optimization Algorithm for Feature Selection in Cloud Network Traffic Prediction

Mala Kariyappa, Hulikal Somashekharaiah Annapurna

1081
Enhanced Solar Defect Detection via Deep Learning: A CNN-Wavelet Transform-LSTM Approach

Rawad Almashhadani, Goh Chin Hock, Farah Hani Bt Nordin, Hazem Noori Abdulrazzak, Zaid Ali Abbas

1092
A Transformer-Based Intrusion Detection Approach with Fast Gradient Sign Method Adversarial Training

Bashar Alhadad, Mohsen Nickray

1107
RPSA-YOLOv10: Relative Partial Self-Attention for Object Recognition in Smart Glasses Based on Contextual Adaptation

Aradea, Irfan Darmawan, Rianto, Ghatan Fauzi Nugraha

1121
Optimizing Permanent Magnet Synchronous Motor Performance Considering Both Maximum Torque Per Ampere and Field Weakening

Cao Ngoc Dien, Huynh Hoang Bao Nghia, Le Cao Quyen, Le Van Dai

1137
Predictive Analytics System for Time Series Stock Data Using LSTM with Residual Unit and Attention Mechanism

Khin Nyein Myint, Myo Khaing

1151
Epileptic Seizure Classification Based on Enhanced State Refinement Gated Recurrent Unit with Temporal Activation Regularization

Cholleti Sathyanarayana, Yerravelli Raghavender Rao

1162
A Deep Learning based Integrated Memory Aware Twin AutoEncoder Network for Anomaly Detection in Video Surveillance on Edge Devices

S Suma, Ramakrishna M

1173
Automatic Sleep Spindle Detection Using SMOTE and Composite Features with SWT and Adaboost

Voruchu Sai Babu, A. Ramakrishna, Dustakar Surendra Rao

1187
Efficient ECG Classification Based on Machine Learning and Feature Selection Algorithm for IoT-5G Enabled Health Monitoring Systems

Safa L. Kailan, Waleed Hadi Madhloom Kurdi, Ali Hamzah Najim, Mustafa Noaman Kadhim

1200
Adversarial Training for Improved VPN Traffic Classification Using EfficientNet-B0 and Projected Gradient Descent

Thulfiqar Mahmood Tawfeeq, Mohsen Nickray

1216
Enhanced Brain Tumor Detection from Microwave Imaging with Hybrid Inception-CNN and UWB Circular Monopole Patch Antenna

Deebu U S, Sreeja T K

1238
Secure Privacy-preserving Resolution Adaptive Data Sharing in Hybrid Blockchain Controlled Medical IoT Environment

Neelima Sahu, Indumathi Karthikeyan

1251
Long Short-Term Memory with Temporal Pyramid Pooling Layer for Land Use Land Cover Classification

Vinaykumar Vajjanakurike Nagaraju, Ananda Babu Jayachandra

1261
HSV-DFEN: A Hybrid Sequential-Visual Deep Feature Extractor Network for Intrusion Detection

Ahmed F. Mutar, Leyli M. Khanli, Hojjat Emami

1275
Mitigating Torsional Interactions with MMC Connected to Turbine-Generator Using a Novel Subsynchronous Damping Controller

K Shivashanker, M Janaki

1291
A Deep Learning Approach for Binary Code Similarity Detection to Detect Vulnerabilities in Firmware Binaries

Nandish M, Jalesh Kumar