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Research & Innovation

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Innovation

Publication Overview

"Joint Knowledge Distillation and Local Differential Privacy for Communication-Efficient Federated Learning in Heterogeneous Systems Publisher: IEEE GLOBECOM 2023 - 2023 IEEE Global Communications Conference Authors: Gad Gad; Zubair Md Fadlullah; Mostafa M. Fouda; Mohamed I. Ibrahem; Nidal Nasser Abstract: To protect against privacy attacks, FL algorithms employ Differential Privacy (DP) to guarantee privacy protection, which can be applied using Local Differential Privacy (LDP). In this paper, we elaborate on preserving clients' training data privacy in KD (Knowledge Distillation)-based FL using DP, providing both privacy and flexibility. We provide theoretical analysis to extend the privacy guarantee to exchanged updates. Experimental analysis is performed utilizing Human Activity Recognition (HAR) datasets with different modalities. The results obtained demonstrate the capacity of KD-based FL to maintain a robust utility-privacy balance. Furthermore, for the same DP protection level

College of Engineering

Related SDG's

9

"Zero-Trust Empowered Decentralized Security Defense against Poisoning Attacks in SL-IoT: Joint Distance-Accuracy Detection Approach Publisher: IEEE GLOBECOM 2023 - 2023 IEEE Global Communications Conference Authors: Rongxuan Song; Jun Wu; Qianqian Pan; Muhammad Imran; Niddal Naser; Rebet Jones Abstract: Swarm learning (SL) exploits the blockchain to realize a federated and decentralized learning, which is very suitable for internet of things (IoT). Different from FL using central server to update global parameter, SL using edge node (header) to do that. However, poisoning attack is also an unresolved problem to SL. Because if header is malicious, it can pollute global parameter more easily than edge nodes. Moreover, there are following important limitations in existing defense schemes for FL, which cannot be used in SL directly. "

College of Engineering

Related SDG's

9 16

"Design Considerations for Virtual Reality (VR) Vaping Applications: Co-Designing Persuasive Computing Scenarios Authors: Fatima Adem, Noor Alsaadoun, Hoda Elsayed, Areej Al-Wabil Publisher: 25th International Conference on Human-Computer Interaction, HCII 2023, Copenhagen, Denmark, July 23–28, 2023, Proceedings, Part II Abstract: Tobacco smoking and vaping remain a global public health concern, causing millions of premature deaths and imposing substantial economic losses. In spite of persistent efforts to combat the health risks, smoking continues to persist, necessitating the exploration of innovative interventions or technology solutions such as mobile applications, wearables, virtual reality, and more. Despite being included in public health programs worldwide, vaping or smoking awareness and/or cessation campaigns face barriers as they pertain to scalability and accessibility. Virtual reality (VR) experiences could potentially contribute towards remedial programs, but virtual real

College of Engineering

Related SDG's

3

"6.58 bits/cm 2 Data-dense Chipless RFID Tag for Smart Applications Publisher Conference: GLOBECOM 2023 - 2023 IEEE Global Communications Conference Authors: Wahida Islam, Ayesha Habib, Muhammad Tanzeel Khalid, Nidal Nasser Abstract: This paper proposes an innovative low-cost, dual-polarized, fully printable, and highly-dense chipless radio frequency identification (RFID) tag. The tag has a compact triangular design and covers a total surface area of 425.57mm2. The suggested tag has an encoding capacity of 28 bits, meaning that 228 different objects/items can be labeled. It is configured in a way that each slot is of a different length so that it can resonate at different frequencies. The tag is realized on a flexible/bendable substrate, i.e., RT/Duroid® 5880, alongside copper as a radiating material. The tag efficiently utilizes the frequency band, i.e., 4.2-12.5GHz. Due to the presented tag's exclusive features, i.e., flexibility, compact size, and high capacity, it can be easily dep

College of Engineering

Related SDG's

9

Policies and regulations for solar photovoltaic end-of-life waste management: Insights from China and the USA

Office of Research & Innovation

Related SDG's

12 13

Ensuring Authenticity and Sustainability in Perfume Production: A Blockchain Solution for the Fragrance Supply Chain

College of Engineering

Related SDG's

12

Times Higher Education Featured Article: Corporate Governance for A Sustainable Economy

Office of Research & Innovation

Related SDG's

17

Implementing circularity measurements in industry 4.0-based manufacturing metrology using MQTT protocol and Open CV: A case study

College of Engineering

Related SDG's

9

"Federated Learning Based Trajectory Optimization for UAV Enabled MEC Publisher: IEEE ICC 2023 - IEEE International Conference on Communications Authors: Anushka Nehra; Prakhar Consul; Ishan Budhiraja; Gagandeep Kaur; Nidal Nasser; Muhammad Imran Abstract: We present a moving mobile edge computing architecture in which unmanned aerial vehicles (UAV) serve as an equipment, providing computational power and allowing task offloading from mobile devices (MD). By improving user association, resource allocation, and UAV trajectory, we optimizing the energy consumption of all MDs. Towards that purpose, we provide a Trajectory optimization technique for making real-time choices while considering all the situation of the environment, followed by a DRL-based Trajectory control approach (RLCT). The RLCT approach may be adapted to any UAV takeoff point and can find the solution faster. The FL is introduced to address the Optimization problem in a Semi-distributed DRL technique to deal with UAV tra

College of Engineering

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9

Enhancing Parcel Tracking with Blockchain: A Secure and Efficient Solution for Large Shipments of Medicines and Drugs

College of Engineering

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9

Challenges to Female Engineers’ Employment in the Conservative and Unstable Society of Taiz State, Yemen: A Survey Study

College of Engineering

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5 10

Guest Editorial: Affective Computing and Communications Research, Technologies, Management, and APPLICATIONS

College of Engineering

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9

Strain hardening and microstructure evolution in ECAP-processed ultrafine-grained metals: a comparative study of copper, aluminum, and magnesium alloys

College of Engineering

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9

Development of a multiplexing Biosensing platform for the simultaneous detection of Snake and Scorpion venoms

Alfaisal University

Related SDG's

3 9

Data-Driven Artificial Intelligence in Education: A Comprehensive Review

College of Engineering

Related SDG's

4

LexiaQuest: Exploring the Feasibility of a NLP-Based Screening Tool for Dyslexia Using Virtual Reality

College of Engineering

Related SDG's

3 9

Managing Energy-Experience Trade-Off with AI Towards 6G Vehicular Networks

College of Engineering

Related SDG's

9

Molecular Dynamics study on buckling behavior of vertically aligned carbon nanotube (VACNT) bundles with characterized waviness

College of Engineering

Related SDG's

9

Resilient Localization and Coverage in the Internet of Things

College of Engineering

Related SDG's

9

Intensification and Optimization of FAME Synthesis via Acid-Catalyzed Esterification Using Central Composite Design (CCD)

College of Engineering

Related SDG's

7

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