Computational Intelligence, Data Analytics and Applications: Selected papers from the International Conference on Computing

Description

This book is a compilation of accepted papers presented at the International Conference on Computing, Intelligence and Data Analytics (ICCIDA) in 2022 organized by Information Systems Engineering of the Kocaeli University, Turkey on September 16-17, 2022. The book highlights some of the latest research advances and cutting-edge analyses of real-world problems related to Computing, Intelligence and Data Analytics and their applications in various domains. This includes state of the art models and methods used on benchmark datasets. Priority-Based Pollution Management ITS . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1 Youssef Aboulyousr, Farida Azab, Hassan Soubra, and Mariam Zaky Autonomous Mobile Robot Mapping and Exploration of an Indoor Environment . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 17 Raghad Mando, Eylül Özer, and Burak ˙Inner Medical Image Transmission Using a Secure Cryptographic Approach for IoMT Applications . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 27 Renjith V. Ravi, S. B. Goyal, Chawki Djeddi, and Vladimir Kustov Applied Decision Support System Using TOPSIS – AHP, and ICT Newhouse Indicators for Evaluation of Courses at University of Economics Ho ChiMinh City (UEH), Vietnam . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 39 Viet Phuong Truong and Quoc Hung Nguyen Assessment of Grey Wolf Optimizer and Its Variants on Benchmark Functions . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 55 Elif Varol Altay and Osman Altay Pre-production Design of a Robotic Arm Mounted on an Unmanned Aerial Vehicle (UAV) . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 67 Murat Bakirci and Abdullah Demiray Reliability of MEMS Accelerometers Embedded in Smart Mobile Devices for Robotics Applications . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 78 Murat Bakirci and Mecit Cetin HST-Detector: A Multimodal Deep Learning System for Twitter Spam Detection . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 91 Insaf Kraidia, Afifa Ghenai, and Nadia Zeghib Analysis of Deep Learning Sequence Models for Short Term Load Forecasting . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 104 Oben Da˘g and O˘guzhan Nefeso˘glu Security Issues for Banking Systems . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 117 Mohammed Khodayer Hassan, Aymen Mohammed Khodayer, Ali Hassan, Omer Mohammed Khodayer, and Maryem Mahmood xiv Contents Smart Autonomous Bike Hardware Safety Metrics . . . . . . . . . . . . . . . . . . . . . . . . . 132 Menatalla Elnemr, Hassan Soubra, and Mohamed Sabry Demand Side Management Based Cost-Centric Solution for a Grid Connected Microgrid System with Pico-Hydro Storage System . . . . . . . . . . . . . . 147 Tapas Chhual Singh, K. Srinivas Rao, Bishwajit Dey, and Fausto Pedro Garcia Marquez Impact of Multimodal Model Complexity on Classification of Diabetic Retinopathy Level . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 168 Maksym Shulha, Yuri Gordienko, and Sergii Stirenko Secure Image Data Encryption Scheme for 5G Internet of Things Applications . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 181 Renjith V. Ravi, S. B. Goyal, Chawki Djeddi, and Vladimir Kustov Symptom Based Health Status Prediction via Decision Tree, KNN, XGBoost, LDA, SVM, and Random Forest . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 193 Elif Meriç and Çaˇgda¸s Özer Multiband Microstrip Elliptical Monopole Antenna Design with Mushroom-Like Loadings for DCS, 5G and Ku-Band Applications . . . . . . . 208 Gürtay Sezay Gürsoy and Mustafa Hikmet Bilgehan Uçar An IoT-Based Modular Avionics and Electrical System for Nanosatellite Systems . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 218 Murat Bakirci and Muhammed Mirac Özer Reinforcement Learning for Intrusion Detection . . . . . . . . . . . . . . . . . . . . . . . . . . . 230 Ahmed Mohamed Saad Emam Saad and Beytullah Yildiz Comparison of Small-Sized Deep Neural Network Models for Hyperspectral Image Classification . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 244 Ekrem Tarık Karan, Zümray Dokur, and Tamer Ölmez Time-Sensitive Embedding for Understanding Customer Navigational Behavior in Mobile Banking . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 257 Hakan Hakvar, Cansu Cavuldak, O˘gulcan Söyler, Yıldız Karadayı, and Mehmet S. Akta¸s Do Lunar Cycles Affect Bitcoin Prices? . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 271 Ugurcan Erdogan, Alperen Berk Isildar, Tugba Gurgen Erdogan, and Fuat Akal Contents xv Stock Price Prediction in Response to US Dollar Exchange Rate Using Machine Learning Techniques . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 281 Muhammad Atif Saeed and Akhtar Jamil A Service of RSU Communication in Internet of Vehicles (IoV) in Urban Environment . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 291 Raneen I. Al-Essa and Ghaida A. Al-Suhail A Comparative Study on Subdural Brain Hemorrhage Segmentation . . . . . . . . . . 304 Tu˘grul Hakan Gençtürk, ˙Ismail Kaya, and Fidan Kaya Güla˘gız Deep Learning Based Spectrum Sensing Method for Cognitive Radio System . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 319 Ahmed T. Hussein, Didem Kivanc, Hikmat Abdullah, and Muntaser S. Falih Colour Image Encryption Based on HACS and Knuth-Durstenfeld Algorithm . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 332 Renjith V. Ravi, S. B. Goyal, Chawki Djeddi, and Vladimir Kustov Turkish Sign Language Recognition by Using Wearable MYO Armband . . . . . . 344 Muhammet Düzenli, Kerem Salur, Kübra Erat, and Pınar Onay Durdu Effects of Different Parameters on Sleep Quality . . . . . . . . . . . . . . . . . . . . . . . . . . . 358 Ece Kunduracioglu, Ece Korkmaz, Tugba Gurgen Erdogan, and Fuat Akal Predictive Maintenance on Industrial Data Using Soft Voted Ensemble Classifiers . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 370 Ümit Dilbaz and Mustafa Özgür Cingiz Volume Forecasting in Supply Chain: A Mixed Study of Boosting and Prophet Algorithms . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 385 Furkan Oruc, Ismet Yildirim, and Gizem Cidal Blockchain-Based System for Traceability of Counterfeit Medicine . . . . . . . . . . . 397 Kritika Sharma and Ravreet Kaur ADeep Learning Model forBreastCancer Diagnosis UsingMammography Images Classification . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 411 Nourane Laaffat, Ahmad Outfarouin, Walid Bouarifi, and Abdelilah Jraifi Highly Secure and Robust Forensic System: Fordex Forensic Chain . . . . . . . . . . 423 Faruk Takao˘glu, Mustafa Takao˘glu, Taner Dursun, Erkan Demirci, Adem Özyava¸s, Firas Ajlouni, and Naim Ajlouni xvi Contents Enhancing Vehicle Networks Performance by Using Deep Learning Techniques for Artificial Intelligence . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 438 Abdullah Saad Zeki and Muhammad Ilyas What Drives Success in Data Science Projects: A Taxonomy of Antecedents . . . 448 Gonca Tokdemir Gökay, Kerem Nazlıel, Umut ¸Sener, Ebru Gökalp, Mert Onuralp Gökalp, Nergiz Gençal, Gizemnur Da˘gda¸s, and P. Erhan Eren Performance Evaluation of Clustering Techniques on a Hybrid RFM-Based Scoring Framework . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 463 Mona Mosa, Nedaa Agami, Ghada Elkhayat, and Mohamed Kholief A Systematic Literature Review on Data Provenance Visualization . . . . . . . . . . . 479 Ilkay Melek Yazici and Mehmet S. Aktas Effects of Online Educational System on Personal Health of Students and Teachers in COVID-19 Crises . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 494 Fariha Shaikh, Shafiq-ur-Rehman Massan, Sania Bhatti, Shafqat Shahzoor Chandio, and Muhammad Mujtaba Shaikh Testing the Performance of Feature Selection Methods for Customer Churn Analysis: Case Study in B2B Business . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 509 Semanur Sancar and Meryem Uzun-Per Multi-agents Path Planning for a Mobile Robot in a Dynamic Warehouse Environment . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 520 Mustafa Mohammed Alhassow, Oguz Ata, and Dogu Cagdas Atilla Classification of SCADA Alarms and False Alarm Identification Using Support Vector Machine for Wind Turbine Management . . . . . . . . . . . . . . . . . . . . 535 Ana Maria Peco Chacon and Fausto Pedro Garcia Marquez Intelligence Based Approach for Obtaining Trade-Off Solution Between Minimal Pollution and Cost of a Dynamic System . . . . . . . . . . . . . . . . . . . . . . . . . . 548 Srikant Misra, Pratap Kumar Panigrahi, Bishwajit Dey, and Fausto Pedro Garcia Marquez Improving Classification Accuracy of Cyber Attacks in the Banking Sector . . . . 564 Basil Abbas Hasan Hasan and Muhammad Ilyas Contents xvii Image Cryptography Using Fibonacci Bit-plane Decomposition and Quantum Chaotic Permutation . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 577 Renjith V. Ravi, S. B. Goyal, Chawki Djeddi, and Vladimir Kustov Author Index . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 589