Rajan  Shankaran

Dr. Rajan Shankaran

Department of Computing, Macquarie University, NSW 2109, Australia

Research Focus & Metrics

Academic Career Length

30Years (1997-Present)

(Calculated once Scilit publication data is synced: current year − year of first publication + 1)

Representative Publications

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16 February 2018 in IEEE Sensors Journal
Verified
Journal Article
Closed access
ACAnuva Chowdhury
Anuva Chowdhury
Rajan  ShankaranRajan Shankaran
Rajan Shankaran
MKManolya Kavakli
Manolya Kavakli
MHMokammel Haque
Mokammel Haque
Drowsiness in drivers has become a serious cause of concern due to the occurrences of a large number of fatalities on the road each year. Lives of pedestrians and passengers are put to risk as drivers tend to fall asleep at the steering wheel. In the recent past, many researchers have paid attention to the problem of drowsiness detection since safe roads and safe driving are of paramount concern to all societies. This paper has led to the development of several novel and effective methods in detecting drivers' drowsiness. These include: 1) Vehicle based methods; 2) Behavioral methods; and 3) Physiological methods. Since wake-sleep is an intermediate state between two physiologically dissimilar states, physiological signals can define this transition more accurately when compared with approaches that fall in other categories. This paper focuses on the role of physiological signals in detecting driver's drowsiness level. The proposed methods measure the physiological signals by means of various sensors, which monitor the driver's physiological parameters on a continual basis. Multiple sensors can be embedded on the driver or in the vicinity of the driver to capture vital signs indicating the onset of drowsiness. The aim here is to provide an insightful review of all such key approaches that fall in this category. This paper conducts a detailed study in which key physiological parameters that relate to drowsiness are identified, described, and analyzed. Furthermore, the overall advantages and limitations of these physiological based schemes are also highlighted.

11 February 2020 in IEEE Internet of Things Journal
Verified
Journal Article
Closed access
XLXiaoshuai Li
Xiaoshuai Li
LMLin Ma
Lin Ma
YXYubin Xu
Yubin Xu
Rajan  ShankaranRajan Shankaran
Rajan Shankaran

6 June 2019 in IEEE Transactions on Vehicular Technology
Verified
Journal Article
Closed access
XLXiaoshuai Li
Xiaoshuai Li
LMLin Ma
Lin Ma
Rajan  ShankaranRajan Shankaran
Rajan Shankaran
YXYubin Xu
Yubin Xu
MOMehmet A. Orgun
Mehmet A. Orgun
Safety-related V2X communication plays an essential role in road safety and requires stringent high reliability and low latency. In this paper, we propose a novel approach of joint power control and resource allocation mode selection to solve the resource allocation problem of the mixed centralized/distributed V2X communication system under different network load conditions. Two major resource allocation modes are considered for V2X communication: scheduled resource allocation (centralized system) and UE autonomous resource selection mode (distributed system). In order to meet the specific Quality of Service (QoS) related demands of safety-related V2X communication, we aim to maximize overall information value of V2X communication by considering both ProSe Per-Packet Priority (PPPP) and communication link quality of V2X messages while meeting the requirements of minimum SINR and maximum transmit power limitation for both pedestrian user equipments (PUEs) and vehicular user equipments (VUEs). In particular, in scenarios where the network is lightly loaded we propose Vacant Resource Blocks and Power Allocation (VRBPA) algorithm while for scenarios wherein the network is heavily loaded we propose Occupied Resource Blocks and Power Allocation (ORBPA) algorithm. Furthermore, the proposed algorithm can achieve a stable matching between VUEs and their reuse PUEs partners. Extensive simulation results show that both the information value of VUEs as well as the spectral efficiency of PUEs can be improved efficiently by the proposed approach.

1 December 2016 in IEEE Sensors Journal
Verified
Journal Article
Closed access
GZGuanglou Zheng
Guanglou Zheng
Rajan  ShankaranRajan Shankaran
Rajan Shankaran
MOMehmet A. Orgun
Mehmet A. Orgun
LQLi Qiao
Li Qiao
Kashif SaleemKashif Saleem
Kashif Saleem
Implantable medical devices (IMDs) are normally used for monitoring and treating various medical conditions. These days, wireless modules have become an intrinsic part of many modern IMDs. So, doctors can use device programmers wirelessly to configure parameters in the IMDs. However, such a wireless technology exposes the IMDs to security attacks. In this paper, we analyze potential threats faced by the IMDs and discuss security solutions proposed in the existing literature to counter these threats. Securing an IMD involves three design tradeoffs that require a careful consideration. The first one is security versus accessibility in an emergency situation. We compare the IMD security schemes in the literature in terms of their merits and disadvantages. The second one is the tradeoff between the security schemes for supporting emergency access and those for supporting normal check-up access to the IMDs. This normal check-up access to the IMDs should avoid extra resource consumptions, which is different from the requirement in the emergency access. The third one is between the requirements of strong security and limited resources. The IMD, as a tiny wireless device used for medical purposes, has very limited resources when compared with a generic wireless sensor device/node. We analyze various schemes that aim to conserve the underlying resources of an IMD and also counter battery denial of service attacks from different perspectives. Based on the literature review, we analyze general concerns in the IMD security design from the system engineering point of view, and discuss possible future research directions.

24 March 2016 in IEEE Journal of Biomedical and Health Informatics
Verified
Journal Article
Closed access
GZGuanglou Zheng
Guanglou Zheng
GFGengfa Fang
Gengfa Fang
Rajan  ShankaranRajan Shankaran
Rajan Shankaran
MOMehmet A. Orgun
Mehmet A. Orgun
JZJie Zhou
Jie Zhou
Kashif SaleemKashif Saleem
Kashif Saleem
Generating random binary sequences (BSes) is a fundamental requirement in cryptography. A BS is a sequence of $N$ bits, and each bit has a value of 0 or 1. For securing sensors within wireless body area networks (WBANs), electrocardiogram (ECG)-based BS generation methods have been widely investigated in which interpulse intervals (IPIs) from each heartbeat cycle are processed to produce BSes. Using these IPI-based methods to generate a 128-bit BS in real time normally takes around half a minute. In order to improve the time efficiency of such methods, this paper presents an ECG multiple fiducial-points based binary sequence generation (MFBSG) algorithm. The technique of discrete wavelet transforms is employed to detect arrival time of these fiducial points, such as P, Q, R, S, and T peaks. Time intervals between them, including RR, RQ, RS, RP, and RT intervals, are then calculated based on this arrival time, and are used as ECG features to generate random BSes with low latency. According to our analysis on real ECG data, these ECG feature values exhibit the property of randomness and, thus, can be utilized to generate random BSes. Compared with the schemes that solely rely on IPIs to generate BSes, this MFBSG algorithm uses five feature values from one heart beat cycle, and can be up to five times faster than the solely IPI-based methods. So, it achieves a design goal of low latency. According to our analysis, the complexity of the algorithm is comparable to that of fast Fourier transforms. These randomly generated ECG BSes can be used as security keys for encryption or authentication in a WBAN system.

10 August 2018 in IEEE Journal of Biomedical and Health Informatics
Verified
Journal Article
Closed access
GZGuanglou Zheng
Guanglou Zheng
WYWencheng Yang
Wencheng Yang
CVCraig Valli
Craig Valli
LQLi Qiao
Li Qiao
Rajan  ShankaranRajan Shankaran
Rajan Shankaran
Subhas MukhopadhyaySubhas Mukhopadhyay
Subhas Mukhopadhyay
Any proposal to provide security for Implantable Medical Devices (IMDs), such as cardiac pacemakers and defibrillators, has to achieve a trade-off between security and accessibility for doctors to gain access to an IMD, especially in an emergency scenario. In this paper, we propose a Finger-to-Heart (F2H) IMD authentication scheme to address this trade-off between security and accessibility. This scheme utilizes a patient's fingerprint to perform authentication for gaining access to the IMD. Doctors can gain access to the IMD and perform emergency treatment by scanning the patient's finger tip instead of asking the patient for passwords/security tokens thereby achieving the necessary trade-off. In the scheme, an improved Minutia Cylinder-Code (MCC) based fingerprint authentication algorithm is proposed for the IMD by reducing the length of each feature vector and the number of query feature vectors. Experimental results show that the improved fingerprint authentication algorithm significantly reduces both the size of messages in transmission and computational overheads in the device, and thus can be utilized to secure the IMD. Compared to existing electrocardiogram signal-based security schemes, the F2H scheme does not require the IMD to capture or process biometric traits in every access attempt since a fingerprint template is generated and stored in the IMD beforehand. As a result, the scarce resources in the IMD are conserved, making the scheme sustainable as well as energy efficient.