Daniel Robert Franklin

dblp:58/7825 · DBLP profile ↗
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29ranked-venue papers
0as first author
7since 2021 · last 2026
0000-0002-9563-5943ORCID · verified

Domains — the database's venue-derived domains; a paper can count in several

Computer networks · 12 · 1 since 2021Security and privacy · 3 · 3 since 2021Applied, interdisciplinary, general and emerging computing · 3 · 3 since 2021Software engineering, systems software and programming languages · 1 · 1 since 2021Graphics, computer vision, multimedia, augmented reality and games · 1
YearPublicationVenuePosition
2026 PeakDetect: A Hybrid LSTM-Heuristic Framework for Network Peak Detection
Duc-Minh Pham, Hiep Vo, Daniel Robert Franklin, Mehran Abolhasan, Max Downey, Raymond Owen
ICC3
2025 SPAD - A Secure and Privacy-Preserving Distributed Analytics Framework
Imran Makhdoom, Mehran Abolhasan, Justin Lipman, Daniel Robert Franklin, Massimo Piccardi
ICBC4
2024 PrivySeC: A secure and privacy-compliant distributed framework for personal data sharing in IoT ecosystems
abstract
The contemporary era experiences an unprecedented dependence on data generated by individuals via an array of interconnected devices constituting the Internet of Things (IoT). The information amassed through IoT devices serves many objectives, including prescriptive analytics and predictive maintenance, preemptive healthcare measures, disaster mitigation, operational efficiency, and increased yield. In contrast, most applications or systems that rely on user-generated data to fulfill their business objectives face challenges in adhering to privacy protocols. Consequently, users are exposed to many privacy risks. Such infringements upon privacy provisions give rise to apprehensions regarding the authenticity of the processed data. Hence, this paper presents weaknesses and challenges in current practices and proposes “PrivySeC,” a distributed ledger technology (DLT) based framework for privacy-preserving and secure sharing of personally and non-personally identifiable information. The security analysis indicates that the proposed solution ensures data privacy by design and complies with most of the requirements mandated by various privacy regulations. Similarly, PrivySeC promises low transaction latency and provides high throughput. Although we have created a privacy-preserving solution for sharing smart farm data, it can be customized to meet the specific privacy requirements of individual applications.
Imran Makhdoom, Mehran Abolhasan, Justin Lipman, Massimo Piccardi, Daniel Robert Franklin
Blockchain Res. Appl.5
2023 I2Map: IoT Device Attestation Using Integrity Map
abstract
The reliability of any IoT system's operation depends upon the accuracy of sensor data. Numerous sensing devices are also embedded in autonomous systems. The adversary can manipulate the output of an IoT device, such as a speed sensor or a temperature sensor, by altering its hardware, software modules, network parameters, or device configuration. These unauthorized changes may affect the legitimate operation of the autonomous system and cause a malfunction or a safety hazard. In addition, the corrupt sensor data may also affect the machine learning models by introducing false training data or biasing the model towards certain decisions to cause the autonomous system to make incorrect decisions. The existing techniques mostly perform memory attestation or ensure the secure execution of an application. In addition, current approaches have unrealistic assumptions about adversaries’ capabilities and rely on trusted parties to initiate and run the attestation protocol. No existing technique provides all the required security features, including protection against return-oriented programming and network attacks, including interference, rainbow, and physical compromise. Hence, this research presents a secure and efficient version of a unique hybrid attestation scheme "I2Map" that detects a malicious or malfunctioning IoT device based on an integrity map. The performance analysis infers that I2Map performs better in transaction commit time and transaction costs with more device parameters than its predecessor.
Imran Makhdoom, Mehran Abolhasan, Justin Lipman, Daniel Robert Franklin, Massimo Piccardi
TrustCom4
2023 Detecting compromised IoT devices: Existing techniques, challenges, and a way forward
Imran Makhdoom, Mehran Abolhasan, Daniel Robert Franklin, Justin Lipman, Massimo Piccardi, Negin Shariati
Comput. Secur.3
2022 Automatic scan range for dose-reduced multiphase CT imaging of the liver utilizing CNNs and Gaussian models
Ha Manh Luu, Theo van Walsum, Hong Son Mai, Daniel Robert Franklin, Thi Thu Thao Nguyen, Thi My Le, Adriaan Moelker, Van Khang Le, Dang Luu Vu, Ngoc Ha Le, Tran Quoc Long, Trinh Chu Duc, Nguyen Linh-Trung
Medical Image Anal.4
2022 Automatic scan range for dose-reduced multiphase CT imaging of the liver utilizing CNNs and Gaussian models
Ha Manh Luu, Theo van Walsum, Hong Son Mai, Daniel Robert Franklin, Thi Thu Thao Nguyen, Thi My Le, Adriaan Moelker, Van Khang Le, Dang Luu Vu, Ngoc Ha Le, Tran Quoc Long, Trinh Chu Duc, Nguyen Linh-Trung
Medical Image Anal.4
2017 Scalable MAC protocol for D2D communication for future 5G networks
abstract
Device-to-device communication (D2D) will be an integral part of 5G wireless networks. Device-to-Device (D2D) communication provide the additional resources to the cellular users for spatially reusing licensed/unlicensed spectrum by establishing direct communication. Although, D2D communication is gaining significant attention towards offloading traffic in heterogeneous networks in licensed band, no attention has been given to offload traffic in an unlicensed band in a centralized manner. However, a major challenge of D2D communication is managing resources in an efficient manner in a heterogeneous network. This paper will direct a new approach to D2D Communication and will present a scalable MAC protocol for D2D communications based on Point Coordination Function (PCF) access mechanism. The importance of PCF access mechanism is that it operates in a centralized manner and highly suitable for the dense environment, hence, can create a centralized control in a distributive manner. In this article, we propose an innovative three tier 5G architecture for D2D communication, which will offload cellular traffic from the cellular network to the WLAN in a dense environment. Moreover, we will present a new centralized scalable MAC protocol for D2D communication between WLAN users, based on the IEEE 802.11 Point Coordination Function (PCF) access mechanism. Our simulation results show that the proposed MAC scheme can increase the capacity of the network and perform better relative to the legacy Distributed coordination Function (DCF) defined in IEEE 802.11.
Bushra Ismaiel, Mehran Abolhasan, David B. Smith 0001, Wei Ni 0001, Daniel Robert Franklin
CCNC5
2017 A Survey and Comparison of Device-to-Device Architecture Using LTE Unlicensed Band
abstract
Due to the rapid increase in data traffic, one of the solutions provided by mobile operators is to operate Long Term Evolution (LTE) in the unlicensed 5GHz band, as the licensed spectrum is becoming scarce. Mobile operators can expand their network capacity by operating LTE in the unlicensed band at lower cost when compared with using other licensed bands. Device to Device (D2D) communication, proven to be another effective way to enhance the capacity of a network, enables direct data exchange of localized traffic of users in proximity. Applying D2D communication to LTE unlicensed 5GHz band will further improve the network performance and user experience. In this article, we will discuss the new type of solutions that have been proposed for LTE operating in an unlicensed 5GHz band that includes; LTE-Unlicensed (LTE-U), LTE-License Assisted Access (LTE-LAA), LTE WiFi Link Aggregation (LWA), and MuLTEfire. We will discuss the important features along with their advantages and disadvantages and compare these technologies as well. We simulate LTE-LAA, LWA and MuLTEfire technologies in the presence of Wi-Fi hotspot and compare their results. Furthermore, we apply D2D communication to these technologies and from the results we conclude that MuLTEfire can increase the throughput drastically but network saturates quickly. Whereas, applying D2D communication with LWA is beneficial for a scalable network as it will not only increase the network throughput but will increase the network capacity as well.
Bushra Ismaiel, Mehran Abolhasan, David B. Smith 0001, Wei Ni 0001, Daniel Robert Franklin
VTC Spring5
2017 Leveraging the Propagation Model to Make Greedy Routing Decisions in Urban Environments
abstract
The CORNER propagation model, first proposed in 2010, has been previously validated and found to be a reasonably accurate representation of propagation scenarios in urban Vehicular Ad Hoc Networks (VANETs). This paper considers the impact of the propagation environment on routing performance and reveals a pressing need to consider more accurate propagation models when designing urban VANET routing protocols. A greedy routing protocol, which uses CORNER's propagation estimates for neighbour selection, is then presented. The new protocol, named Corner Propagation Stateless Routing (CPSR) is compared to GPSR, a benchmark protocol for VANETs, showing between 87% and 300% improvement in packet delivery ratio at higher network loads.
Abhinay Mukunthan, Craig S. Cooper, Farzad Safaei, Daniel Robert Franklin, Mehran Abolhasan
VTC Spring4
2016 Analytic Performance Model for State-Based MAC Layer Cooperative Retransmission Protocols
abstract
Cooperative retransmission can significantly improve link reliability over lossy and time-varying wireless links. However, comparing retransmission protocols is challenging, and generally requires simplistic assumptions specific to each protocol. In this paper, we develop a general model to evaluate cooperative retransmission protocols with distributed, slot-based contention algorithms. Specifically, we propose to calculate the relay time-out probabilities at a MAC time-slot scale, formulate retransmission outcomes as functions of the time-out probabilities, and derive the probability of a retransmission process for every data frame. We also propose a Markov extension of our model to characterise the dependency between retransmissions of multiple frames. This enables our model to analyse continuous retransmissions of successive frames. Validated by QualNet simulations, our model can analytically predict the probabilities of cooperative retransmissions with an accuracy of ±1%. As a result, direct comparisons between cooperative retransmission protocols become tangible, without implementing the full protocol in a state-based simulator.
Brett Hagelstein, Mehran Abolhasan, Daniel Robert Franklin, Farzad Safaei, Wei Ni 0001
IEEE Trans. Mob. Comput.3
2014 Dynamie environmental fading in urban VANETs
abstract
A method of approximating the Rician K-Factor with considerations of the local human-built environment is proposed for urban VANETs. The model is validated experimentally on a busy street in Australia, in the presence and absence of other vehicles. The model is found to accurately predict actual channel measurements in close-range communications scenarios.
Craig S. Cooper, Abhinay Mukunthan, Montserrat Ros, Daniel Robert Franklin, Mehran Abolhasan
ICC4
2014 Feasibility study on the implementation of IEEE 802.11 on cloud-based radio over fibre architecture
abstract
This paper investigates the throughput performance of the IEEE 802.11 MAC when the physical layer is implemented remotely on a cloud-based SDR platform. An analytical model which considers a non-zero late ACK arrival probability is proposed to analyse throughput performance. Both conventional DCF and the Block ACK enhancement from current IEEE 802.11 standards are analysed using the proposed model. Results show that the network delay variance significantly degrades the performance of conventional DCF while enabling Block ACK significantly reduces this degradation.
Daniel Robert Franklin
ICC2
2014 Minimisation of video downstream bit rate for large scale immersive video conferencing by utilising the perceptual variations of quality
abstract
This paper aims at minimising the video downstream bit rate of immersive video conferencing (IVC) applications by judiciously modifying the video quality based on the relative virtual positions of participants in the virtual environment. The paper reports on the results of a user study to assess the influence of participants' perspectives on the perceptual impact of relevant video parameters, such as resolution and frame rate. A mathematical model for video rate is proposed that expresses the total rate as the product of spatial resolution and frame rate. Results from the user study are combined with the proposed model to predict the rate parameters which will result in perceptually acceptable quality for a given user perspective. The simulation results show that by exploiting the proposed method, the downstream network load for the client can be significantly reduced with little or no impact on the perceived quality.
Pedram Pourashraf, Farzad Safaei, Daniel Robert Franklin
ICME3
2014 Simulation of Contrasting Clustering Paradigms under an Experimentally-Derived Channel Model
abstract
This is a simulation study of weight-based and precedence-based clustering paradigms in VANETs under an experimentally-derived channel model. The study reveals that CH election schemes accounting for driver intention form more stable and long-lived clusters. The results also show that ignoring elements of the VANET channel (such as vehicular shadowing) results in an unreliable comparative analysis of protocol performance.
Craig S. Cooper, Montserrat Ros, Farzad Safaei, Daniel Robert Franklin, Mehran Abolhasan
VTC Fall4
2013 A general performance model for MAC layer cooperative retransmission contention protocols
abstract
Cooperative retransmission schemes can significantly improve transmission reliability and performance over high loss and time-varying links. However, analytically comparing performance between retransmission strategies is challenging and generally requires simplistic assumptions. This paper presents a general model for the performance of distributed, slot-based contention algorithms for opportunistic decode and forward retransmission algorithms. The model is independent of specific modulation or coding schemes and may be adapted to suit state-based transmission probability models. The model is validated through QualNet simulations.
Brett Hagelstein, Mehran Abolhasan, Daniel Robert Franklin, Farzad Safaei
GLOBECOM3
2013 Outage probability of multihop relay networks
abstract
In this paper we analyze the outage performance of a multihop cooperative relay network where relays in the system can change positions dynamically and use all possible links to forward the message to the next hop over Rayleigh fading channels. We derive the general closed form expression of outage probability and asymptotic coding gain of the network.
Bappi Barua, Mehran Abolhasan, Daniel Robert Franklin, Farzad Safaei
IWCMC3
2013 SEP of Multihop Relay Networks in Nakagami-m Fading Channels
abstract
In this paper we analyze the error performance of a cooperative multihop parallel relay network over Nakagami-m fading channels using M-ary Phase-shift keying (MPSK) modulation. We derive the general closed form expression of the symbol error probability (SEP) and present numerical results on the performance of the network.
Bappi Barua, Mehran Abolhasan, Daniel Robert Franklin, Farzad Safaei
VTC Fall3
2013 A Tuned Fuzzy Logic Relocation Model in WSNs Using Particle Swarm Optimization
abstract
In harsh and hostile environments, swift relocation of currently deployed nodes in the absence of centralized paradigm is a challenging issue in WSNs. Reducing the burden of centralized relocation paradigms by the distributed movement models comes at the price of unpleasant oscillations and excessive movements due to nodes' local and limited interactions. If the nodes' careless movements in the distributed relocation models are not properly addressed, their power will be exhausted. Therefore, in order to exert proper amount of virtual radial/angular push/pull forces among the nodes, a fuzzy logic relocation model is proposed and by considering linear combination of the presented performance metric(s)(i.e. coverage, uniformity, and average movement), its parameters are locally and globally tuned by particle swarm optimization(PSO). In order to tune fuzzy parameters locally and globally, PSO benefits respectively from nodes' neighbours within different ranges and all the given deployed area. Performance of locally and globally tuned fuzzy relocation models is compared with one another in addition to the distributed self-spreading algorithm (DSSA). It is shown that by applying PSO to the linear combinations of desired metric(s) to obtain tuned fuzzy parameters, the relocation model outperforms and/or is comparable to DSSA in one or more performance metric(s).
Ali Rafiei, Yashar Maali, Mehran Abolhasan, Daniel Robert Franklin, Farzad Safaei, Stephen Smith 0001
VTC Fall4
2013 Experimental validation of the CORNER urban propagation model based on signal power measurements in a vehicular environment
abstract
CORNER is an urban propagation model which simulates the presence of buildings in city scenarios and models radio propagation as a series of reflections and diffractions around buildings. CORNER was validated in the original publication with a series of packet-delivery-ratio measurements. However, the accuracy of these measurements is limited by interference from nearby networks. This paper independently evaluates the CORNER model using signal strength measurements across three separate sites in Sydney and Wollongong. The measurements are analysed and compared with the predicted analytical estimates. The fading model is also analysed with direct measurements. A new CORNER link classification algorithm is also proposed in this paper.
Abhinay Mukunthan, Craig S. Cooper, Farzad Safaei, Daniel Robert Franklin, Mehran Abolhasan, Montserrat Ros
WCNC4
2013 Optimised relay selection for route discovery in reactive routing
Huda AlAmri, Mehran Abolhasan, Daniel Robert Franklin, Justin Lipman
Ad Hoc Networks3
2013 Improving fairness in IEEE 802.11 networks using MAC layer opportunistic retransmission
Brett Hagelstein, Mehran Abolhasan, Daniel Robert Franklin, Farzad Safaei
Comput. Networks3
2012 Implementation of opportunistic cooperative diversity in an Ad-Hoc network using commodity hardware
abstract
DAFMAC is an opportunistic cooperative diversity protocol designed to improve the performance of Ad-Hoc networks. Monte Carlo analysis has shown promising results for significantly improved reliability. This paper presents initial experimental results from an implementation of DAFMAC on commodity hardware. Performance in a simple experimental scenario is shown to be comparable to simulation results.
Craig S. Cooper, Brett Hagelstein, Daniel Robert Franklin
IWCMC3
2012 Studying the Impact of the CORNER Propagation Model on VANET Routing in Urban Environments
abstract
Accurate modelling of the radio channel is often the most difficult aspect of a Vehicular Ad Hoc Network (VANET) simulation due to the large variability present in vehicular terrain. CORNER is a propagation model that calculates path-loss in an urban terrain with a large concentration of buildings, based on the position of the transmitter and receiver on a street map. This paper proposes additions to the CORNER propagation model to take selective multi-path fading into account and investigates the performance of the GPSR routing protocol under the CORNER propagation model in a realistic city environment.
Abhinay Mukunthan, Craig S. Cooper, Farzad Safaei, Daniel Robert Franklin, Mehran Abolhasan
VTC Fall4
2011 Boundary node selection algorithms in WSNs
abstract
Physical damage and/or node power exhaustion may lead to coverage holes in WSNs. Coverage holes can be directly detected by certain proximate nodes known as boundary nodes (B-nodes). Due to the sensor nodes' redundant deployment and autonomous fault detection, holes are surrounded by a margin of B-nodes (MB-nodes). If all B-nodes in the margin take part in the hole recovery processes, either by increasing their transmission power or by relocating towards region of interest (ROI), the probability of collision, interference, disconnection, and isolation may increase affecting the rest of the network's performance and QoS. Thus, distributed boundary node selection algorithms (BNS-Algorithms) are proposed to address these issues. BNS-algorithms allow B-nodes to self-select based on available 1-hop information extracted from nodes' simple geometrical and statistical features. Our results show that the performance of the proposed distributed BNS-algorithms approaches that of their centralized counterparts.
Ali Rafiei, Mehran Abolhasan, Daniel Robert Franklin, Farzad Safaei
LCN3
2010 An efficient opportunistic cooperative diversity protocol for IEEE 802.11 networks
abstract
Opportunistic cooperation promises to enhance the user experience when streaming media over wireless devices by improving wireless network reliability at the link level. This paper presents DAFMAC, an efficient cooperative diversity partner selection algorithm for IEEE 802.11 devices. Simulation results show DAFMAC provides a significantly higher transmission reliability in poor channel conditions than traditional ARQ techniques without modifying the device hardware. Further analysis shows the low overhead of DAFMAC makes it highly competitive with other proposed cooperative retransmission mechanisms in an ad-hoc network.
Brett Hagelstein, Mehran Abolhasan, Daniel Robert Franklin, Farzad Safaei
IWCMC3
2009 Characterising the Behaviour of IEEE 802.11 Broadcast Transmissions in Ad Hoc Wireless LANs
abstract
This paper evaluates the performance of the IEEE 802.11 broadcast traffic under both saturation and non- saturation conditions. The evaluation highlights some important characteristics of IEEE 802.11 broadcast traffic as compared to corresponding unicast traffic. Moreover, it underlines the inaccuracy of the broadcast saturation model proposed by Ma and Chen due to the absence of backoff counter freeze process when channel is busy. Computer simulations are used to validate the accuracy of the new model and demonstrate the importance of capturing the freezing of backoff counter in the analytical study of IEEE 802.11 broadcast.
Jerry Chun-Ping Wang, Mehran Abolhasan, Daniel Robert Franklin, Farzad Safaei
ICC3
2009 End-to-End path stability of reactive routing protocols in IEEE 802.11 ad hoc networks
abstract
Over the years, a considerable research effort has been applied to the design of ad hoc network routing protocols. However, there is still a lack of understanding of the subtle interactions between routing protocols and lower layers in the protocol stack. In this paper, the instability which may arise when reactive routing protocols interact with the IEEE 802.11 MAC protocol is investigated. In particular, several erratic behaviours of the Ad hod On-demand Distance Vector (AODV) routing protocol in a congested IEEE 802.11 ad hoc network are demonstrated. A cross-layer solution is proposed based on an Adaptive Bulk Trigger policy and a Dynamic Window Selection scheme. Simulation studies are presented which show that the proposed solution is effective in alleviating erratic behaviour of AODV and improving the end-to-end path stability.
Jerry Chun-Ping Wang, Mehran Abolhasan, Daniel Robert Franklin, Farzad Safaei
LCN3
2007 On Indoor Multi-hopping capacity of Wireless Ad-Hoc Mesh Networks
abstract
The capacity and multi-hopping performance of ad hoc mesh networks in dynamic environment still remains an open research issue. Previous theoretical studies suggest that they do not scale in densely distributed networks. However, a study has shown that scalability and hence the multi- hopping capacity of mesh network is not only bound by the number of nodes in the network but also the number of hops [3]. In this paper we investigate the performance of multi- hop ad hoc mesh networks, using both simulation studies and an experimental test-bed, and monitor the performance of the network as the number of hops in the network increases. Our results show that the drop in performance in multi-hopping is much more significant when the traffic levels are high. Furthermore our test-bed study shows that ad hoc mesh networks can maintain high levels of packet delivery and throughput when traffic levels are low, however, the delay experienced continues to increase after each hop.
Mehran Abolhasan, Jerry Chun-Ping Wang, Daniel Robert Franklin
MASS3