Research Project
Project In Progress
- Grant (KKU + PSU + CMU)(2024-present)
Cybersecurity Human Resource Development for Public Health Sector (Reginal Networks)
- Grant from Research Industry (2021-present)
A Study and Performance Optimization of Wireless Sensor Network/ Internet of Thing Management Systems (Cont.)
= "Throughput Optimization for NOMA Energy Harvesting Cognitive Radio with Multi-UAV-Assisted Relaying under Security Constraints," IEEE Trans. on Cognitive Commun. and Netw. (TCCN), Nov. 2022. (IF=6.359)
- Grant from the Department of Computer Science, College of Computing, Khon Kaen University (2024-present)
Deep Learning Applications for Future Wireless Communication Optimization
= "Quantized deep learning channel model and estimation for RIS-gMIMO communication," IEEE Open J. of the Commun. Society (OJCOM), October 2024. (IF=6.3)
= "Reliable data transmission for a VANET-IoIT architecture: A DNN approach," Internet of Things (Netherlands), February 2024. (IF=5.9)
= "A Novel Transceiver and an Asynchronous Mode for the Hybrid Multiple-Access HetNet Architecture," IEEE Access, vol. 11, pp. 135609-135625, November 2023. (IF=3.4)
Project Completed
- Grant from Fundamental Fund National Research Council of Thailand (NRCT) (2022-2024)
An Artificial Intelligence-Based Intrusion Detection Model for Medical Internet of Things (IoMT)
= "Enhanced Multigrained Scanning-Based Deep Stacking Network for Intrusion Detection in IoMT Networks," IEEE Access, vol. 12, pp. 152482-152497, October 2024. (IF=3.4)
- Grant from Research and Diagnostic Center for Emerging Infectious Diseases (RCEID), Khon Kaen University (2021-2023)
Artificial Intelligence in healthcare sector for epidemic prevention
= "A Hybrid LSTM and MLP Scheme for COVID-19 prediction: A case study in Thailand," Trends in Sciences, April 2023. (Scopus)
= "Development of an Internet-of-Healthcare System Using Blockchain," IEEE Access, vol. 9, pp. 113017-113031, 2021. (IF=3.367)
- Grant from The Thailand Research Fund (International Research Network - IRN) (2018-2021/2022)
Intelligent Systems, Protocol, and Architecture for IoTs era
= "Outage Probability Minimization in Secure NOMA Cognitive Radio Systems with UAV Relay: A Machine Learning Approach," IEEE Trans. on Cognitive Commun. and Netw. (TCCN), Nov. 2022. (IF=6.359)
= "An Enhanced Deep Learning Neural Network for the Detection and Identification of Android Malware," IEEE Internet of Things, July 2022. (IF=10.238)
= "Multimodal Fusion of Deeply Inferred Point Clouds for 3D Scene Reconstruction using Cross-Entropy ICP," IEEE Access, July 2022. (IF=3.476)
= "An enhanced fuzzy-based clustering protocol with an improved shuffled frog leaping algorithm for WSNs," Expert Syst. With Appl. (ESWA), Feb. 2022. (IF=6.954)
= "Performance Analysis and Optimization for IoT Mobile Edge Computing Networks with RF Energy Harvesting and UAV Relaying," IEEE Access, Jan. 2022. (IF=3.745)
= "An Enhanced Obstacle-Aware Deployment Scheme with an Opposition-based Competitive Swarm Optimizer for Mobile WSNs," Expert Syst. With Appl. (ESWA), Oct. 2021. (IF=6.954)
= "Federated Deep Reinforcement Learning for Traffic Monitoring in SDN-Based IoT Networks," IEEE Trans. on Cognitive Commun. and Netw. (TCCN), Aug. 2021. (IF=4.341)
= "Development of an Internet-of-Healthcare System Using Blockchain," IEEE Access, vol. 9, pp. 113017-113031, 2021. (IF=3.745)
= "Fuzzy Logic-Based Path Planning for Data Gathering Mobile Sinks in WSNs," IEEE Access, vol. 9, pp. 96002-96020, 2021. (IF=3.745)
= "On the System Performance of Mobile Edge Computing in an Uplink NOMA WSN with a Multiantenna Access Point over Nakagami-m Fading," IEEE/CAA J. of Automatica Senica (JAS), June 2021. (IF=5.129)
= "Enhanced Intrusion Detection System for an EH IoT Architecture using a Cooperative UAV Relay and Friendly UAV Jammer," IEEE/CAA J. of Automatica Sinica (JAS), May 2021. (IF=5.129)
= "An enhanced CoAP scheme using fuzzy logic with adaptive timeout for IoT congestion control," IEEE Access, vol. 9, pp. 58967-58981, 2021. (IF=3.745)
= "Improved Distance Estimation with Node Selection Localization and Particle Swarm Optimization for Obstacle-Aware Wireless Sensor Networks," Expert Syst. With Appl. (ESWA), vol. 175, 2021, 114773. (IF=5.452)
= "Multistage Fuzzy Logic Congestion Aware Routing with Dual-Stage Notification and Relative Barring Distance in Wireless Sensor Networks," Wirel. Netw. (WN), vol. 27, no. 1, pp. 1287-1308, 2021. (IF=2.659)
= "System Performance Analysis for an Energy Harvesting IoT System using a DF/AF UAV-enabled Relay with Downlink NOMA under Nakagami-m Fading," Sensors, vol. 21, no. 1, 285, 2021. (IF=3.275)
= "An Efficient Distributed Algorithm for Target-Coverage Preservation in Wireless Sensor Networks," Peer to Peer Netw. and Appl. (PPNA), vol. 14, no. 1, pp. 453-466, 2021. (IF=2.793)
= "An Energy-efficient Fuzzy-based Scheme for Unequal Multihop Clustering in Wireless Sensor Networks," J. of Ambient Intell. and Humanized Comput. (JAIHC), vol. 12, no. 1, pp. 873-895, 2021. (IF=4.594)
= "A Hybrid Localization Model using Node Segmentation and Improved Particle Swarm Optimization with Obstacle-awareness for Wireless Sensor Networks," Expert Syst. With Appl. (ESWA), vol. 143, April 2020. (IF=5.452)
= "On Communication Performance in Energy Harvesting WSNs Under a Cooperative Jamming Attack," IEEE Syst. J., vol. 14, no. 4, pp. 4955-4966, 2020. (IF=3.987)
= "Averaged Dependence Estimators for DoS Attack Detection in IoT Networks," Future Generation Comput. Syst. (FGCS), vol. 102, pp. 198-209, 2020. (IF=6.125)
= "Optimal System Performance in Multihop Energy Harvesting WSNs using Cooperative NOMA and Friendly Jammers," IEEE Access, vol. 7, no. 1, pp. 125494-125510, 2019. (IF=4.098)
= "On Secure Wireless Sensor Networks with Cooperative Energy Harvesting Relaying" IEEE Access, vol. 7, no. 1, pp. 139212-139225, 2019. (IF=4.098)
= "SeArch: A Collaborative and Intelligent NIDS Architecture for SDN-based Cloud IoT Networks" IEEE Access, vol. 7, no. 1, pp. 107678-107694, 2019. (IF=4.098)
= "On Secrecy Analysis of UAV-enabled Relaying NOMA Systems with RF Energy Harvesting," INISCOM, pp. 267-281, Dec. 2021.
= "Efficient SDN-based Traffic Monitoring in IoT Networks with Double Deep Q-Network," Lecture Notes in Comput. Sci. (CSoNet), vol. 12575, pp 26-38, 2021.
= "A Heuristic-Based Efficient Path Planning Scheme for Data Gathering WSNs Using Mobile Sinks," ICSEC, pp. 87-92, Aug. 2021.
= "Accelerating Low-Cost Edge-Based Real-Time Video Analytics Using Task Scheduling," WF-IoT, pp. 598-603, April 2021.
= "Performance Analysis in UAV-enabled Relay with NOMA under Nakagami-m Fading Considering Adaptive Power Splitting," JCSSE, pp. 1-6, May 2021.
= "Physical Layer Security in Cognitive Radio Networks for IoT Using UAV With Reconfigurable Intelligent Surfaces," JCSSE, pp. 1-5, May 2021.
- Grant from KKU Scholarship for ASEAN and GMS Countries' Personnel, Khon Kaen University + Interdisciplinary Grant (CSKKU2559) from the Department of Computer Science, Khon Kaen University (2016-2023)
Enhanced Image Transmissions over Wireless Multi-Hop Sensor Networks
= "A Novel Video-on-Demand Caching Scheme using Hybrid Fuzzy Logic Least Frequency and Recently Used with Support Vector Machine," J. of Wirel. Mobile Netw.s, Ubiquitous Comput., and Dependable Appl. (JoWUA), vol. 14, no. 1, pp. 15-36, March 2023.
= "Fuzzy Adaptive-Sampling Block Compressed Sensing for Wireless Multimedia Sensor Networks," Sensors, Oct. 2020. (IF=3.275)
= "Distributed Image Compression Architecture over Wireless Multimedia Sensor Networks," Wirel. Commun. and Mobile Comput. (WCMC), vol. 2017, 21 pp., 2017. (IF=1.899)
- Grant from The Thailand Research Fund + Thai Network Information Center Foundation (2018-2021)
Efficient Energy Management Scheme in Wireless Rechargeable Sensor Networks
= "Performance Analysis of an Energy-Harvesting IoT System Using a UAV Friendly Jammer and NOMA under Cooperative Attack," IEEE Access, vol. 8, pp. 221986-222000, 2020. (IF=3.745)
= "Secrecy Performance in the Internet of Things: Optimal Energy Harvesting Time Under Constraints of Sensors and Eavesdroppers," Mobile Netw. and Appli. (MONET), vol. 25, pp. 193-210, 2020. (IF=2.602)
= "Secrecy Performance Analysis for Fixed Gain Energy Harvesting in Internet of Things with Untrusted Relays," IEEE Access, vol. 6, pp. 48247-48258, 2018. (IF=3.557)
= "On Security and Throughput for Energy Harvesting Untrusted Relays in IoT Systems using NOMA," IEEE Access, vol. 7, no. 1, pp. 149341-149354, 2019 (IF=4.098)
- Grant from KKU Scholarship for ASEAN and GMS Countries' Personnel, Khon Kaen University + Interdisciplinary Grant (CSKKU2561) from the Department of Computer Science, Khon Kaen University (2018-2022)
System Performance Analysis of UAV Relay-Assisted Wireless Sensor Network with Energy Harvesting
= "Secrecy Performance Analysis and Optimization for UAV-Relay-Enabled WPT and Cooperative NOMA MEC in IoT Networks," IEEE Access, November 2023. (IF=3.557)
= "Performance Analysis and Optimization for IoT Mobile Edge Computing Networks with RF Energy Harvesting and UAV Relaying," IEEE Access, Jan. 2022. (IF=3.557)
= "System Performance Analysis for an Energy Harvesting IoT System using a DF/AF UAV-enabled Relay with Downlink NOMA under Nakagami-m Fading," Sensors, vol. 21, no. 1, 285, 2021. (IF=3.4)
= "On Secrecy Analysis of UAV-enabled Relaying NOMA Systems with RF Energy Harvesting," INISCOM, pp. 267-281, December 2021.
= "Performance Analysis in UAV-enabled Relay with NOMA under Nakagami-m Fading Considering Adaptive Power Splitting," JCSSE, May 2021.
- Grant from Postdoctoral Research (Khon Kaen University) (2017-2020)
Energy-efficient techniques for network coverage controls in the Internet of Things
= "An Efficient Distributed Algorithm for Target-Coverage Preservation in Wireless Sensor Networks," Peer to Peer Netw. and Appl. (PPNA), vol. 14, no. 1, pp. 453-466, 2021. (IF=2.793)
= "Distributed Deployment Algorithm for Barrier Coverage in Mobile Sensor Networks," IEEE Access, vol. 6, pp. 21042-21052, 2018. (IF=3.244)
= "An Energy-efficient Fuzzy-based Scheme for Unequal Multihop Clustering in Wireless Sensor Networks," J. of Ambient Intell. and Humanized Comput. (JAIHC), May 2020. (IF=4.594)
= "Fuzzy Logic Rate Adjustment Controls Using a Circuit Breaker for Persistent Congestion in Wireless Sensor Networks," Wireless Netw. (WN), vol. 26, pp. 3603-3627, 2020. (IF=2.659)
- Grant from TRF senior research scholar (TRF) under Chulalongkorn University Network (2018-2021)
Machine Intelligence and Its Applications to Emerging Issues in the Internet of Everything and Biomedical Analytics
= "Fuzzy Adaptive-Sampling Block Compressed Sensing for Wireless Multimedia Sensor Networks," Sensors, Oct. 2020. (IF=3.275)
= "Fuzzy Logic Rate Adjustment Controls Using a Circuit Breaker for Persistent Congestion in Wireless Sensor Networks," Wireless Netw. (WN), vol. 26, pp. 3603-3627, 2020. (IF=2.405)
= "Congestion Control and Prediction Schemes using Fuzzy Logic System with Adaptive Membership Function in Wireless Sensor Networks," Wirel. Commun. and Mobile Comput. (WCMC), vol. 2018, 19 pp., 2018. (IF=1.899)
- Grant from Ph.D. RGJ-TRF (Research) (2016-2019)
Intelligent Node Localization for Wireless Sensor Networks
= "A Hybrid Localization Model using Node Segmentation and Improved Particle Swarm Optimization with Obstacle-awareness for Wireless Sensor Networks," Expert Syst. With Appl. (ESWA), vol. 143, 2020. (IF=5.452)
= "Fuzzy Weighted Centroid Localization with Virtual Node Approximation in Wireless Sensor Networks," IEEE Internet of Things, vol. 5, no. 6, pp. 4728-4752, 2018. (IF=7.596)
= "Optimized Hop Angle Relativity for DV-Hop Localization in Wireless Sensor Networks," IEEE Access, vol. 6, pp. 78149-78172, 2018. (IF=3.557)
= "An Enhanced Wireless Sensor Network Localization Scheme for Radio Irregularity Models using Hybrid Fuzzy Deep Extreme Learning Machines," Wireless Netw. (WN), vol. 24, no. 3, pp. 799-819, 2018. (IF=1.584)
- Grant from Research Industry (2017-2020)
A Study and Performance Optimization of Wireless Sensor Network/ Internet of Thing Management Systems
= "Averaged Dependence Estimators for DoS Attack Detection in IoT Networks" Future Generation Comput. Syst. (FGCS), vol. 102, pp. 198-209, 2020. (IF=6.125)
= "On Secure Wireless Sensor Networks with Cooperative Energy Harvesting Relaying" IEEE Access, vol. 7, no. 1, pp. 139212-139225, 2019. (IF=4.098)
= "SeArch: A Collaborative and Intelligent NIDS Architecture for SDN-based Cloud IoT Networks" IEEE Access, vol. 7, no. 1, pp. 107678-107694, 2019. (IF=4.098)
= "Performance Analysis of DF/AF Cooperative MISO Wireless Sensor Networks with NOMA and SWIPT over Nakagami-m Fading," IEEE Access, vol. 6, pp. 56142-56161, 2018. (IF=3.557)
= "Secrecy Outage Performance Analysis for Energy Harvesting Sensor Networks With a Jammer Using Relay Selection Strategy," IEEE Access, vol. 6, pp. 23406-23419, 2018. (IF=3.244)
- Grant from KKU Scholarship for ASEAN and GMS Countries' Personnel, Khon Kaen University + Interdisciplinary Grant (CSKKU2560) from the Department of Computer Science, Khon Kaen University (2017-2020)
Secrecy Performance Analysis in Energy Harvesting Wireless Sensor Networks
= "Outage Performance Analysis of Energy Harvesting Wireless Sensor Networks for NOMA Transmissions," Mobile Netw. and Appli. (MONET), vol. 25, pp. 23-41, 2020. (IF=2.602)
= "Optimal System Performance in Multihop Energy Harvesting WSNs using Cooperative NOMA and Friendly Jammers," IEEE Access, vol. 7, no. 1, pp. 125494-125510, 2019. (IF=4.098)
= "Secrecy Performance Analysis of Energy Harvesting Wireless Sensor Networks with a Friendly Jammer," IEEE Access, pp. 23406-23419, 2018. (IF=3.557)
- Grant from NSTDA (Research Beginner) (2017-2018)
Enhanced Clustering Performance for Prolonging Network Lifetime Usage in Wireless Sensor Networks
= "Federated Deep Reinforcement Learning for Traffic Monitoring in SDN-Based IoT Networks," IEEE Trans. on Cognitive Commun. and Netw. (TCCN), Aug. 2021. (IF=4.341)
= "An Energy-efficient Fuzzy-based Scheme for Unequal Multihop Clustering in Wireless Sensor Networks," J. of Ambient Intell. and Humanized Comput. (JAIHC), vol. 12, no. 1, pp. 873-895, 2021. (IF=4.594)
- Grant from KKU Scholarship for ASEAN and GMS Countries' Personnel, Khon Kaen University + Interdisciplinary Grant (CSKKU2556) from the Department of Computer Science, Khon Kaen University (2014-2017)
Coverage-Aware Routing Protocol in Wireless Sensor Networks
= "A Novel Energy-Efficient Clustering Protocol with Area Coverage Awareness for Wireless Sensor Networks," Peer to Peer Netw. and Appl. (PPNA), vol. 10, no. 3, pp 519-536, 2017. (IF=1.262)
= "Barrier Coverage Deployment Algorithms for Mobile Sensor Networks," J. of Int. Techno. (JIT), vol. 18, no.7, pp. 1689-1699, 2017. (IF=1.930)
= "An Energy-Efficient Point Coverage-Aware Clustering Protocol in Wireless Sensor Networks," Int. J. of Ad Hoc and Ubiquitous Comput. (IJAHUC), vol. 28, no.3, pp. 148-167, 2018. (IF=0.554)
= "Maximum Barrier Coverage Deployment Algorithms in Wireless Sensor Networks," JCSSE July 2016.
= "Radio Irregularity Obstacles-Aware Models for Wireless Sensor Networks," J. of Telecommun., Elec. and Comput. Engr. (JTEC), vol. 8, no. 3, pp. 121-126, 2016. (SCOPUS
- Grant from Faculty of Science (Research Cluster), Khon Kaen University (2016-2017)
An enhanced sensor deployment algorithm for area coverage in mobile wireless sensor networks
= "An efficient coverage hole-healing algorithm for area-coverage improvements in mobile sensor networks," Peer to Peer Netw. and Appl. (PPNA), vol. 12, no. 3, pp 541-552, 2019. (IF=2.397)
- Grant from Science@KKU Scholarship, Khon Kaen University (2015-2017)
Enhanced Web Caching Schemes Using Soft-Computing Technique
= "A Novel Web Caching Scheme using Hybrid Least Frequently Used and Support Vector Machine," JCSSE July 2016.
= "A Two-Level Intelligent Web Caching Scheme with Hybrid Extreme Learning Machine and Least Frequently Used," J. of Int. Techno. (JIT), vol. 19, no. 6, pp. 725-740, 2018. (IF=1.930)
- Interdisciplinary Grant (CSKKU2557) from the Department of Computer Science, Khon Kaen University (2014-2016)
Enhanced Performance of Wireless Sensor Networks Localization using Optimized Soft Computing
= "A Hybrid Model using Fuzzy Logic and an Extreme Learning Machine with Vector Particle Swarm Optimization for Wireless Sensor Network Localization," Applied Soft Comput. (ASOC), vol. 65, no. 4, pp. 101-120, 2018. (IF=3.541)
= "Adaptive Membership Selection Criteria Using Genetic Algorithms for Fuzzy Centroid Localizations in Wireless Sensor Networks," J. of Telecommun., Elec. and Comput. Engr. (JTEC), vol. 8, no. 6, pp. 113-118, 2016. (SCOPUS
= "Fuzzy Centroid Localization Schemes for Unbalanced Deployments of Wireless Sensor Networks," J. of Telecommun., Elec. and Comput. Engr. (JTEC), vol. 8, no. 6, pp. 55-59, 2016. (SCOPUS
- Grant (CSKKU2556#7) from the Department of Computer Science, Khon Kaen University (2013-2014)
A Study of Applying Parallel Computing using GPU for Face Recognition
= "wPFP-PCA: Weighted Parallel Fixed Point PCA Face Recognition," Int.l Arab J. of Infor. Technol. (IAJIT), January 2016. (IF=0.582)
- Interdisciplinary Grant (CSKKU2556) from the Department of Computer Science, Khon Kaen University (2013-2018)
Energy Transfer Optimizations with Mobile Charger in Wireless Sensor Networks: Modeling and Approach
= "An Enhanced Cluster Head Selection Criterion of LEACH in Wireless Sensor Networks," JCSSE pp. 1-7, July 2016.
= "Energy Transfer Optimizations with Mobile Charger in Wireless Sensor Networks," AVAREIT pp. 59-64, January 2018.
- Grant from Ph.D. RRFMAG (Research Co-Industry) 2013-2016. (No Applicants)
- Grant from Graduate Study, Khon Kaen University (2013-2018)
Enhanced ECG Classification Schemes Using Soft Computing
= "A Parallel Probabilistic Neural Network ECG Recognition Architecture over GPU Platforms," JCSSE pp. 1-7, July 2016.
= "An ECG Recognition Scheme Using Deep Neural Networks," AVAREIT pp. 65-71, January 2018.
- Grant from TRFMAG (Research Co-Industry) (2012-2013)
Mobile-Based Ubiquitous Bus Transportation Management System Using Integrated Services
= "A Bio-Inspired Capacitated Vehicle-Routing Problem Scheme Using Artificial Bee Colony with Crossover Optimizations," J. of Int. Services and Infor. Sec. (JISIS), vol. 9, no. 3, pp. 21-40, August 2019. (SCOPUS
= "An Optimized Genetic Routing Approach for Constrained Shortest Path Selections," DICTAP May 2014.
- Grant from Khon Kaen University (Research Incubation) (2012-2015)
Mobile Monitoring Systems Using an Efficient Transmission Technique Over WSNs
= "MAP: An Optimized Energy-Efficient Cluster Header Selection Technique for Wireless Sensor Networks," CSA December 2013.
= "Android OS Mobile Monitoring Systems Using an Efficient Transmission Technique Over Tmote Sky WSNs," CSNDSP July 2012.
= "Soft Computing-Based Localizations in Wireless Sensor Networks," Pervasive and Mobile Comput. (PMC), vol. 29, pp. 17-37, 2016. (IF=2.079)
- Grant from Khon Kaen University via NRCT : Office of the National Research Council of Thailand (2012-2014)
Application of Wireless Sensor Networks for Environmental Change Monitoring in Automated Broiler Farming Systems via Mobile Phones
= "A Hybrid Mobile Environmental and Population Density Management System for Smart Poultry Farms," Comput. and Elec. in Agriculture (COMPAG), November 2014. (IF=1.486)
= "Smart Mobile Poultry Farming Systems in Tmote Sky WSNs," Int. J. of Digital Content Technol. and its Appli. (IJDCTA), May 2013.
- Grant from Research and Academic Affairs Promotion Fund (Research Intermediate), Faculty of Science, Khon Kaen University, Fiscal year (RAAPF) (2012-2013)
Efficient Data Transmission Techniques for Wireless Sensor Networks
= "Performance Evaluation of LEACH on Cluster Head Selection Techniques in Wireless Sensor Networks," IC2IT May 2013.
- Grant (CSKKU2555#3) from the Department of Computer Science, Khon Kaen University (2012-2013)
Animal Movement Tracking System Using Light Sensors for Efficient and Cost-Effective Energy Use in Monitoring Animal Movements
= "Mobile Animal Tracking Systems Using Light Sensor for Efficient Power and Cost Saving Motion Detection," CSNDSP July 2012.
- Grant (KKU/2554#XX) from the new-Ph.D. fund (Research Beginner); Khon Kaen University (2011-2012)
Navigation Assistance System for the Visually Impaired via Mobile Phones
= "A New Mobile Phone System Architecture for Navigational Travelling Blind" JCSSE May 2012.
- Grant (CSKKU12/2554#8) from the Department of Computer Science, Khon Kaen University (2011-2012)
Ubiquitous Network Monitoring and Management Systems with Efficient Notification and Prediction Services
= "Web-based Automatic Network Discovery/Map Systems," ICCAIE December 2011.
- Grant from Research and Academic Affairs Promotion Fund (Research Beginner), Faculty of Science, Khon Kaen University, Fiscal year (RAAPF) (2011-2012)
Study of Mobile-Based Transportation Network for Bus Services through Web Services: A Case Study of Khon Kaen University
= "Ubiquitous Bus Mapping System on Mobile Phone Via Web Architecture," ICCAIE December 2011.
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