ORCID Profile
0000-0002-1807-7220
Current Organisation
University of Sydney
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Research Topics
In Research Link Australia (RLA), "Research Topics" refer to ANZSRC FOR and SEO codes. These topics are either sourced from ANZSRC FOR and SEO codes listed in researchers' related grants or generated by a large language model (LLM) based on their publications.
Top 5 Research Topics
ANZSRC Field of Research (FoR)
Communications Technologies | Broadband Network Technology | Computer Communications Networks | Communications Technologies Not Elsewhere Classified | Radio Communications And Broadcasting Not Elsewhere Classified | Satellite Communications | Antenna Technology | Optical And Photonic Systems | Signal Processing | Interorganisational Information Systems | Information Systems Management | Interdisciplinary Engineering Not Elsewhere Classified | Research, Science And Technology Policy | Interdisciplinary Engineering | Data Security | Speech Recognition | Database Management
ANZSRC Socio-Economic Objective (SEO)
Telecommunications | Network transmission equipment | Information processing services | Technological and organisational innovation | Network switching equipment | Air transport | Other | Communication services not elsewhere classified | Computer software and services not elsewhere classified | Health and support services not elsewhere classified |
Related Links
Publications
A Hybrid Deep Learning Approach for Replay and DDoS Attack Detection in a Smart City
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
Date: 2021
Joint User Pairing and Resource Allocation in a SWIPT-Enabled Cooperative NOMA System
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
Date: 07-2021
New NOMA-Based Two-Way Relay Networks
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
Date: 12-2020
A Survey on Mobility of Edge Computing Networks in IoT: State-of-the-Art, Architectures, and Challenges
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
Date: 2022
Greedy algorithms for optimal measurements selection in state estimation using reduced models
Publisher: Society for Industrial & Applied Mathematics (SIAM)
Date: 2018
DOI: 10.1137/17M1157635
A CNN-LSTM-Based Fusion Separation Deep Neural Network for 6G Ultra-Massive MIMO Hybrid Beamforming
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
Date: 2023
Throughput Maximization in Dual-Hop Wireless Powered Communication Networks
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
Date: 10-2017
User Pairing and Power Allocation in Untrusted Multiuser NOMA for Internet of Things
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
Date: 08-2023
Joint Optimization of Trajectory, Propulsion, and Thrust Powers for Covert UAV-on-UAV Video Tracking and Surveillance
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
Date: 2021
New Three-Tier Game-Theoretic Approach for Computation Offloading in Multi-Access Edge Computing
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
Date: 09-2022
Joint Mobile Node Participation and Multihop Routing for Emerging Open Radio-Based Intelligent Transportation System
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
Date: 2022
Distributed Resource Optimization With Blockchain Security for Immersive Digital Twin in IIoT
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
Date: 05-2023
Mobile Sensor-Cloud for Rendering Sensors-as-a-Service
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
Date: 12-2021
MAC Protocol for Underwater Sensor Networks Using EM Wave With TDMA Based Control Channel
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
Date: 2020
Sybil Attack Detection in Internet of Flying Things-IoFT: A Machine Learning Approach
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
Date: 15-07-2023
Through the Wall Detection and Localization of Autonomous Mobile Device in Indoor Scenario
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
Date: 2023
Dynamic Aerial Wireless Power Transfer Optimization
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
Date: 04-2022
Mobility-Aware Energy-Efficient Parent Selection Algorithm for Low Power and Lossy Networks
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
Date: 04-2019
Statistical Learning-Based Adaptive Network Access for the Industrial Internet of Things
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
Date: 15-07-2023
Optimal Best Path Selection Algorithm for Cluster-Based Multi-Hop MIMO Cooperative Transmission for Vehicular Communications
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
Date: 09-2019
Multi-Operator Cooperation for Green Cellular Networks With Spatially Separated Base Stations Under Dynamic User Associations
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
Date: 03-2019
UAV-Aided Cellular Operation by User Offloading
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
Date: 15-06-2021
User Grouping and Energy Harvesting in UAV-NOMA System With AF/DF Relaying
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
Date: 11-2021
Cooperative Three-Dimensional Position Mapping Based on Received Signal Strength Measurements: Algorithm Design and Field Test
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
Date: 10-2021
Multi-Agent Deep Reinforcement Learning Based UAV Trajectory Optimization for Differentiated Services
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
Date: 2023
Improving Throughput of 5G Cellular Networks via 3D Placement Optimization of Logistics Drones
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
Date: 02-2021
An Optimization Model for Appraising Intrusion-Detection Systems for Network Security Communications: Applications, Challenges, and Solutions
Publisher: MDPI AG
Date: 29-05-2022
DOI: 10.3390/S22114123
Abstract: Cyber-attacks are getting increasingly complex, and as a result, the functional concerns of intrusion-detection systems (IDSs) are becoming increasingly difficult to resolve. The credibility of security services, such as privacy preservation, authenticity, and accessibility, may be jeopardized if breaches are not detected. Different organizations currently utilize a variety of tactics, strategies, and technology to protect the systems’ credibility in order to combat these dangers. Safeguarding approaches include establishing rules and procedures, developing user awareness, deploying firewall and verification systems, regulating system access, and forming computer-issue management groups. The effectiveness of intrusion-detection systems is not sufficiently recognized. IDS is used in businesses to examine possibly harmful tendencies occurring in technological environments. Determining an effective IDS is a complex task for organizations that require consideration of many key criteria and their sub-aspects. To deal with these multiple and interrelated criteria and their sub-aspects, a multi-criteria decision-making (MCMD) approach was applied. These criteria and their sub-aspects can also include some ambiguity and uncertainty, and thus they were treated using q-rung orthopair fuzzy sets (q-ROFS) and q-rung orthopair fuzzy numbers (q-ROFNs). Additionally, the problem of combining expert and specialist opinions was dealt with using the q-rung orthopair fuzzy weighted geometric (q-ROFWG). Initially, the entropy method was applied to assess the priorities of the key criteria and their sub-aspects. Then, the combined compromised solution (CoCoSo) method was applied to evaluate six IDSs according to their effectiveness and reliability. Afterward, comparative and sensitivity analyses were performed to confirm the stability, reliability, and performance of the proposed approach. The findings indicate that most of the IDSs appear to be systems with high potential. According to the results, Suricata is the best IDS that relies on multi-threading performance.
BRT: Bus-Based Routing Technique in Urban Vehicular Networks
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
Date: 11-2020
Multidimensional Cooperative Caching in CoMP-Integrated Ultra-Dense Cellular Networks
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
Date: 03-2020
A Reliable Data Loss Aware Algorithm for Fog-IoT Networks
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
Date: 05-2020
A Heuristic Distributed Scheme to Detect Falsification of Mobility Patterns in Internet of Vehicles
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
Date: 2022
An On-Chain Analysis-Based Approach to Predict Ethereum Prices
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
Date: 2021
Dynamic Routing Protocol Selection in Multi-Hop Device-to-Device Wireless Networks
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
Date: 08-2022
Multidimensional Resource Fragmentation-Aware Virtual Network Embedding for IoT Applications in MEC Networks
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
Date: 2023
Disguised Tailing and Video Surveillance With Solar-Powered Fixed-Wing Unmanned Aerial Vehicle
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
Date: 05-2022
Protecting Cyber Physical Systems Using a Learned MAPE-K Model
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
Date: 2019
Deep-Graph-Based Reinforcement Learning for Joint Cruise Control and Task Offloading for Aerial Edge Internet of Things (EdgeIoT)
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
Date: 11-2022
Visual Camouflage and Online Trajectory Planning for Unmanned Aerial Vehicle-Based Disguised Video Surveillance: Recent Advances and a Case Study
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
Date: 09-2023
Joint Power Allocation and Beamforming for Overlaid Secrecy Transmissions in MIMO-OFDM Channels
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
Date: 09-2020
A Deep Neural Network for Physical Layer Security Analysis in NOMA Reconfigurable Intelligent Surfaces-Aided IoT Systems
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
Date: 15-06-2022
DOI: 10.36227/TECHRXIV.20063285.V1
Abstract: We focus on the secure performance metrics at the legitimate users, i.e. secure outage probability (SOP) and secrecy capacity, to quantify the secrecy performance of NOMA-RIS-aided IoT systems. We assume the RIS is placed between the access point and the legitimate devices, and is expected to enhance the link security through the smart phase shift mechanism of metasurface elements in RIS. We first present analytical results for the SOP and secrecy capacity. Next, an iterative search algorithm is adopted to exhibit optimal SOP for further insights and analysis. In order to help the base station allocate power coefficients to NOMA users properly, an efficient deep-neural network (DNN)-based secure metric prediction scheme is adopted to achieve the secure performance. Our derivations and simulations indicate that the number of meta-surface elements of the RIS and the average signal-to-noise ratio at the base station contribute the most to the system performance enhancement.
Federated Multi-Agent Deep Reinforcement Learning for Resource Allocation of Vehicle-to-Vehicle Communications
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
Date: 08-2022
EBA: Energy Balancing Algorithm for Fog-IoT Networks
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
Date: 08-2019
SDP-IGD: An Iterative Power Allocation Technique for Cluster-Based Multihop Vehicular Communications
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
Date: 07-2020
Adaptive Resource Allocation in SWIPT-Enabled Cognitive IoT Networks
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
Date: 2022
A Taxonomy of Machine-Learning-Based Intrusion Detection Systems for the Internet of Things: A Survey
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
Date: 15-06-2022
A Blockchain Assisted Vehicular Pseudonym Issuance and Management System for Conditional Privacy Enhancement
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
Date: 2021
Traffic Differentiated Clustering Routing in DSRC and C-V2X Hybrid Vehicular Networks
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
Date: 07-2020
Incentive-Based Caching and Communication in a Clustered D2D Network
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
Date: 03-2022
QoE-Driven Distributed Resource Optimization for Mixed Reality in Dynamic TDD Systems
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
Date: 11-2022
Artificial Intelligence-Driven Real-Time Automatic Modulation Classification Scheme for Next-Generation Cellular Networks
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
Date: 2021
Analysis of Effective Capacity and Throughput of Polling-Based Device-To-Device Networks
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
Date: 09-2018
Computational Rate Maximization for IRS-Assisted Multi-Antenna WP-MEC Systems With Finite Edge Computing Capability
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
Date: 2023
Charge-Then-Cooperate: Secure Resource Allocation for Wireless-Powered Relay Networks With Wireless Energy Transfer
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
Date: 05-2021
Accumulate Then Transmit: Toward Secure Wireless Powered Communication Networks
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
Date: 07-2018
FlowStat: Adaptive Flow-Rule Placement for Per-Flow Statistics in SDN
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
Date: 03-2019
Turning the Signal Interference Into Benefits: Towards Indoor Self-Powered Visible Light Communication for IoT Devices in Industrial Radio-Hostile Environments
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
Date: 2019
Energy Optimization in Association-Free Fog-IoT Networks
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
Date: 06-2020
On-Board Deep Q-Network for UAV-Assisted Online Power Transfer and Data Collection
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
Date: 12-2019
Replay Attack Detection in Smart Cities Using Deep Learning
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
Date: 2020
Two-Way Dual-Hop WPCN With A Practical Energy Harvesting Model
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
Date: 07-2020
Machine Learning Inspired Sound-Based Amateur Drone Detection for Public Safety Applications
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
Date: 03-2019
Smart-Cluster-Based Distributed Caching for Fog-IoT Networks
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
Date: 03-2021
Multi-Agent DRL-Based Hungarian Algorithm (MADRLHA) for Task Offloading in Multi-Access Edge Computing Internet of Vehicles (IoVs)
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
Date: 09-2022
A Deep Neural Network for Physical Layer Security Analysis in NOMA Reconfigurable Intelligent Surfaces-Aided IoT Systems
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
Date: 15-06-2022
DOI: 10.36227/TECHRXIV.20063285
Abstract: We focus on the secure performance metrics at the legitimate users, i.e. secure outage probability (SOP) and secrecy capacity, to quantify the secrecy performance of NOMA-RIS-aided IoT systems. We assume the RIS is placed between the access point and the legitimate devices, and is expected to enhance the link security through the smart phase shift mechanism of metasurface elements in RIS. We first present analytical results for the SOP and secrecy capacity. Next, an iterative search algorithm is adopted to exhibit optimal SOP for further insights and analysis. In order to help the base station allocate power coefficients to NOMA users properly, an efficient deep-neural network (DNN)-based secure metric prediction scheme is adopted to achieve the secure performance. Our derivations and simulations indicate that the number of meta-surface elements of the RIS and the average signal-to-noise ratio at the base station contribute the most to the system performance enhancement.
Author Correction: Federated learning enables big data for rare cancer boundary detection
Publisher: Springer Science and Business Media LLC
Date: 26-01-2023
Traffic offloading techniques for 5G cellular: a three-tiered SDN architecture
Publisher: Springer Science and Business Media LLC
Date: 06-09-2016
A Comprehensive Access Point Placement for IoT Data Transmission Through Train-Wayside Communications in Multi-Environment Based Rail Networks
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
Date: 10-2020
A Lightweight Intrusion Detection for Sybil Attack Under Mobile RPL in the Internet of Things
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
Date: 2020
Software-Defined Coexisting UAV and WiFi: Delay-Oriented Traffic Offloading and UAV Placement
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
Date: 06-2020
Energy-Efficient Resource Allocation for UAV-Assisted Vehicular Networks With Spectrum Sharing
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
Date: 07-2022
Wideband Reflectarrays for 5G/6G: A Survey
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
Date: 2022
UAV Placement and Power Allocation in Uplink and Downlink Operations of Cellular Network
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
Date: 07-2020
Backscatter-Assisted Wireless Powered Communication Networks Empowered by Intelligent Reflecting Surface
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
Date: 11-2021
RIS-Assisted Jamming Rejection and Path Planning for UAV-Borne IoT Platform: A New Deep Reinforcement Learning Framework
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
Date: 15-11-2023
IRS-Assisted Downlink and Uplink NOMA in Wireless Powered Communication Networks
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
Date: 2022
Deep Reinforcement Learning-Driven Reconfigurable Intelligent Surface-Assisted Radio Surveillance With a Fixed-Wing UAV
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
Date: 2023
Statistical Learning-Based Grant-Free Access for Delay-Sensitive Internet of Things Applications
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
Date: 05-2022
An Aerial and Ground Base Station Cooperation Strategy for UAV and Cellular Integrated Networks
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
Date: 2023
Enabling interference-aware and energy-efficient coexistence of multiple wireless body area networks with unknown dynamics
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
Date: 2016
PCF-Based LTE Wi-Fi Aggregation for Coordinating and Offloading the Cellular Traffic to D2D Network
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
Date: 12-2018
Balancing Time and Energy Efficiency by Sizing Clusters: A New Data Collection Scheme in UAV-Aided Large-Scale Internet of Things
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
Date: 2023
Joint Power Allocation and Rate Control for Rate Splitting Multiple Access Networks With Covert Communications
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
Date: 04-2023
Joint Optimization of UAV 3-D Placement and Path-Loss Factor for Energy-Efficient Maximal Coverage
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
Date: 15-06-2021
Joint Optimization of Beamforming and Noise Injection for Covert Downlink Transmissions in Cell-Free Internet-of-Things Networks
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
Date: 2023
Caching in Heterogeneous Ultradense 5G Networks: A Comprehensive Cooperation Approach
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
Date: 06-2019
A Hybrid-Fuzzy Logic Guided Genetic Algorithm (H-FLGA) Approach for Resource Optimization in 5G VANETs
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
Date: 07-2019
Efficient and Lightweight Convolutional Networks for IoT Malware Detection
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
Date: 15-04-2022
Efficient beamforming and spectral efficiency maximization in a joint transmission system using an adaptive particle swarm optimization algorithm
Publisher: Elsevier BV
Date: 12-2016
Cooperative Caching and Transmission in CoMP-Integrated Cellular Networks Using Reinforcement Learning
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
Date: 05-2020
Online Velocity Control and Data Capture of Drones for the Internet of Things: An Onboard Deep Reinforcement Learning Approach
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
Date: 03-2021
Internet of Things 2.0: Concepts, Applications, and Future Directions
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
Date: 2021
Blockchain and SDN Architecture for Spectrum Management in Cellular Networks
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
Date: 2020
Deep-Reinforcement-Learning-Driven Secrecy Design for Intelligent-Reflecting-Surface-Based 6G-IoT Networks
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
Date: 15-05-2023
Joint Encoding and Grouping Multiple Node Pairs for Physical-Layer Network Coding With Low-Complexity Algorithm
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
Date: 10-2017
A Novel Random Access Mechanism for Timely Reliable Communications for Smart Meters
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
Date: 12-2017
Leveraging Communicating UAVs for Emergency Vehicle Guidance in Urban Areas
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
Date: 04-2021
Guest Editorial: Next Generation Wireless Computing Systems
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
Date: 10-2018
Coverage Performance Analysis of a Cache-Enabled UAV Base Station Assisted Cellular Network
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
Date: 2023
A Routing Framework for Offloading Traffic From Cellular Networks to SDN-Based Multi-Hop Device-to-Device Networks
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
Date: 12-2018
Optimal Resource Allocation in Backscatter Assisted WPCN With Practical Energy Harvesting Model
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
Date: 12-2019
Optimal Resource Allocation for Multiuser Internet of Things Network With Single Wireless-Powered Relay
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
Date: 04-2019
Phase and 3-D Placement Optimization for Rate Enhancement in RIS-Assisted UAV Networks
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
Date: 07-2023
Low-Delay Path Selection for Cluster-Based Buffer-Aided Vehicular Communications
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
Date: 09-2020
Digital Twin-Aided Learning for Managing Reconfigurable Intelligent Surface-Assisted, Uplink, User-Centric Cell-Free Systems
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
Date: 10-2023
An End-to-End (E2E) Network Slicing Framework for 5G Vehicular Ad-Hoc Networks
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
Date: 07-2021
Deep Generative Model and Its Applications in Efficient Wireless Network Management: A Tutorial and Case Study
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
Date: 05-04-2023
DOI: 10.36227/TECHRXIV.22348456
Abstract: A paper with 8 pages and 5 figures
Mobility Model for Contact-Aware Data Offloading Through Train-to-Train Communications in Rail Networks
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
Date: 2022
Optimized Energy and Information Relaying in Self-Sustainable IRS-Empowered WPCN
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
Date: 2021
A Unified Framework for Integrating Semantic Communication and AI-Generated Content in Metaverse
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
Date: 2023
Federated learning enables big data for rare cancer boundary detection
Publisher: Springer Science and Business Media LLC
Date: 05-12-2022
DOI: 10.1038/S41467-022-33407-5
Abstract: Although machine learning (ML) has shown promise across disciplines, out-of-s le generalizability is concerning. This is currently addressed by sharing multi-site data, but such centralization is challenging/infeasible to scale due to various limitations. Federated ML (FL) provides an alternative paradigm for accurate and generalizable ML, by only sharing numerical model updates. Here we present the largest FL study to-date, involving data from 71 sites across 6 continents, to generate an automatic tumor boundary detector for the rare disease of glioblastoma, reporting the largest such dataset in the literature ( n = 6, 314). We demonstrate a 33% delineation improvement for the surgically targetable tumor, and 23% for the complete tumor extent, over a publicly trained model. We anticipate our study to: 1) enable more healthcare studies informed by large erse data, ensuring meaningful results for rare diseases and underrepresented populations, 2) facilitate further analyses for glioblastoma by releasing our consensus model, and 3) demonstrate the FL effectiveness at such scale and task-complexity as a paradigm shift for multi-site collaborations, alleviating the need for data-sharing.
Millimeter Wave Based Real-Time Sag Measurement and Monitoring System of Overhead Transmission Lines in a Smart Grid
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
Date: 2020
Multi-Agent Deep Reinforcement Learning for Dynamic Avatar Migration in AIoT-Enabled Vehicular Metaverses With Trajectory Prediction
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
Date: 2023
Related Organisations
Related Funding Activities
Discovery Projects - Grant ID: DP0452942
Start Date: 04-2004
End Date: 12-2007
Amount: $300,000.00
Funder: Australian Research Council
View Funded ActivityDiscovery Projects - Grant ID: DP0985595
Start Date: 05-2009
End Date: 12-2012
Amount: $270,000.00
Funder: Australian Research Council
View Funded ActivityDiscovery Projects - Grant ID: DP0771523
Start Date: 07-2007
End Date: 12-2010
Amount: $303,810.00
Funder: Australian Research Council
View Funded ActivityLinkage Projects - Grant ID: LP0455209
Start Date: 12-2004
End Date: 10-2010
Amount: $216,326.00
Funder: Australian Research Council
View Funded ActivityDiscovery Projects - Grant ID: DP1096276
Start Date: 01-2010
End Date: 12-2014
Amount: $285,000.00
Funder: Australian Research Council
View Funded ActivityResearch Networks - Grant ID: RN0459557
Start Date: 12-2004
End Date: 12-2010
Amount: $1,950,000.00
Funder: Australian Research Council
View Funded ActivityLinkage Infrastructure, Equipment And Facilities - Grant ID: LE0775733
Start Date: 2007
End Date: 12-2007
Amount: $200,000.00
Funder: Australian Research Council
View Funded ActivitySpecial Research Initiatives - Grant ID: SR0354675
Start Date: 2003
End Date: 12-2003
Amount: $20,000.00
Funder: Australian Research Council
View Funded ActivityResearch Networks - Grant ID: RN0459498
Start Date: 12-2004
End Date: 01-2011
Amount: $1,500,000.00
Funder: Australian Research Council
View Funded Activity