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10 publications found

Ensemble-based learning in indoor localization: A hybrid approach

Simon Tewes, Alaa Alameer Ahmad, Jaber Kakar, Sampath Perera, Stefan Roth, Aydin Sezgin

Conference VTC 2019 IEEE 90th Vehicular Technology Conference (VTC2019-Fall) , pp. 1-5 · 2019 · Cited by 17

Machine Learning and Pattern RecognitionWireless CommunicationsStatistical Signal Processing and Estimation

Abstract

In this paper, we are concerned with indoor localization based on multiple-antenna channel measurements. Indoor localization is an active area of research due to its great importance in many applications. We propose a hybrid algorithm which combines the benefits of two techniques, namely signal processing and machine learning. We validate our algorithm based on real measurements acquired from two practical setups. Our approach shows a very promising performance in the IEEE CTW 2019 - Positioning Algorithm Competition where the algorithm achieves an accuracy within RMSE values below 10 cm. We further build a setup in another indoor environment, where the algorithm still proves a very good performance compared to state-of-the art techniques used in indoor localization tasks.

Physical-layer security for untrusted UAV-assisted full-duplex wireless networks

Theshani Nuradha, Kasun T. Hemachandra, Tharaka Samarasinghe, Sachille Atapattu

Conference GLOBECOM 2019 IEEE Globecom Workshops (GC Wkshps) , pp. 1-6 · 2019 · Cited by 16

Wireless CommunicationsCommunication Theory and CodingUAVs and Aerial Robotics

Abstract

The paper considers physical layer security (PLS) of an untrusted unmanned aerial vehicle (UAV) network, where a multitude of UAVs communicate in full-duplex (FD) mode. A source-based jamming (SBJ) scheme is exploited for secure communication without utilizing any external jammers. Firstly, the optimal power allocation between the confidential signal and the jamming signal is derived to maximize the secrecy rate of each link between the source and the destination. Then, the best UAV selection scheme is proposed to maximize the overall secrecy rate of the network. The corresponding secrecy outage probability (SOP) and the average secrecy rate (ASR) of the network are analyzed based on the proposed UAV selection and the optimal power allocation schemes. Asymptotic results are also obtained to derive the achievable diversity order. Results are validated through numerical evaluations while …

Emergency vehicle traversal using DSRC/WAVE based vehicular communication

Insaf Ismath, Tharaka Samarasinghe, Dileeka Dias, Madara Wimalarathna, Waruna Rasanga, Nalin Jayaweera, Yohan Nugera

Conference IV 2019 IEEE Intelligent Vehicles Symposium (IV) , pp. 1981-1986 · 2019 · Cited by 10

Wireless CommunicationsIntelligent Transportation Systems

Abstract

The response time of emergency vehicles (EVs) determines the outcome of many emergencies, thus improving the traversal time of EVs is of paramount importance. Vehicular communication is a key enabler of such an improvement. This paper studies two EV traversal algorithms, focusing mainly on their communication aspects. Fast moving dense traffic is modeled, and the traversal algorithms are implemented on top of the dedicated short-range communication (DSRC) / wireless access in vehicular environments (WAVE) protocol stack, while accounting for channel impairments such as path loss and fading. Algorithms that highlight the required packet transfers for the traversal and for safe lane changes are presented, and simulated in the VEINS framework for different traffic conditions. Simulation results show that the suitability of the EV traversal algorithms defer depending on the speed distribution of the …

Phase modulated communication with low-resolution ADCs

Samiru Gayan, Hazer Inaltekin, Rajitha Senanayake, Jamie S. Evans

Conference ICC ICC 2019-2019 IEEE International Conference on Communications (ICC) , pp. 1-7 · 2019 · Cited by 7

Wireless CommunicationsCommunication Theory and Coding

Abstract

This paper considers a low-resolution wireless communication system in which transmitted signals are corrupted by fading and additive noise. First, a universal lower bound on the average symbol error probability (SEP), correct for all M-ary modulation schemes, is obtained when the number of quantization bits is not enough to resolve M signal points. Second, in the special case of M-ary phase shift keying (M-PSK), the optimum maximum likelihood detector for equi-probable signal points is derived. Third, utilizing the structure of the derived optimum receiver, a general average SEP expression for the M-PSK modulation with n-bit quantization is obtained when the wireless channel is subject to fading with a circularly-symmetric distribution. Finally, an extensive simulation study of the derived analytical results is presented for general Nakagami-m fading channels. It is observed that a transceiver architecture with n-bit …

Beacon placement algorithm for hybrid indoor positioning with Wi-Fi and bluetooth low energy

Theshani Nuradha, Induni Gnanarathne, Louise Perera, Dishanika Denipitiyage, Dileeka Dias

Conference MERCon 2019 Moratuwa Engineering Research Conference (MERCon) , pp. 135-140 · 2019 · Cited by 5

Wireless CommunicationsInternet of Things and Sensor NetworksMobile Robotics and Navigation

Abstract

Indoor positioning by wireless means is of significant interest in a wide range of applications; Wi-Fi and Bluetooth Low Energy (BLE) are popular candidate wireless technologies for this. We present a novel BLE beacon placement algorithm that complements existing Wi-Fi infrastructure in a hybrid Wi-Fi/BLE positioning system. Composite signal strength measurements thus obtained, are used to derive machine learning models for location estimation. Our results show that positioning estimates at table-level granularity (0.9 m × 1.8 m) in a computer laboratory can be achieved with 97% accuracy. This is an improvement of 20% and 30% compared to Wi-Fi and BLE only techniques respectively.

Real-time FPGA-Based multi-beam directional sensing of 2.4 GHz ISM RF sources

Sravan Kumar Pulipati, Viduneth Ariyarathna, Chamira U. S. Edussooriya, Chamith Wijenayake, Xianbin Wang, Arjuna Madanayake

Conference MERCon 2019 Moratuwa Engineering Research Conference (MERCon) , pp. 129-134 · 2019 · Cited by 4

Wireless CommunicationsArray and Radar Signal ProcessingFPGA and Reconfigurable Computing

Abstract

A real-time directional sensing system is proposed for 2.4 GHz ISM band by exploiting the concept of spatiotemporal spectral white spaces. The proposed system consists of a 16-element patch antenna array, an FFT-based multi-beam beamformer and an energy detector. Our system operates at the baseband with quadrature sampling. Furthermore, digital architectures for two energy detectors that employ integrate-and-dump circuits are presented. With the multi-beam beamformer, the first energy detector can be employed to directional sensing and the second can be employed for both directional and spectral sensing of radio frequency sources. The multi-beam beamformer having 16 beams and the energy detectors are implemented on a ROACH-2 based FPGA system with a 160 MHz clock. With an 8-point temporal FFT, the second energy detector provides approximately 20 MHz bandwidth per temporal FFTbin …

Temperature Sensing and Data Transmission Mechanism for High Temperature Applications

Kuruparan Shanmugalingam, Dulanjana Liyanagama, Rubisha Rubanathan, Subramaniam Thayaparan

Conference ICECIE 2019 1st International Conference on Electrical, Control and Instrumentation Engineering (ICECIE) , pp. 1-7 · 2019 · Cited by 3

Wireless CommunicationsElectronic Devices and Semiconductor Systems

Abstract

Most of the electronic devices do not perform well in high temperature. In wafer fabrication, data propagation through thick metallic chamber walls need more transmitting power for successful data transmission. Measuring and transmitting temperature in closed metallic high temperature environment is a challenging issue. In this paper, a scheme to sense, process and transmit the data through fully closed and thick Aluminum chamber is proposed. The system is capable of sensing high temperature while handling for power fluctuations. Temperature is measured using tiny RTD resistors placed in different 7 locations up to 350 degree Celsius. The data is transmitted as radio-waves using ASK and FSK modulation techniques at the rate of 1 kbps. Processed demodulated data at the receiver-end provides the power supply voltage level, RTD locations ID, and the temperature in different locations of the IC inside the …

An Energy Efficient D2D Model with Guaranteed Quality of Service for Cloud Radio Access Networks

Isuru Janith Ranawaka, Kasun T. Hemachandra, Tharaka Samarasinghe, Theshani Nuradha

Preprint arXiv arXiv , pp. arXiv: 1911.06528 · 2019 · Cited by 3

Wireless CommunicationsMobile and Next-Generation Networks

Abstract

This paper proposes a spectrum selection scheme and a transmit power minimization scheme for a device-to-device (D2D) network cross-laid with a cloud radio access network (CRAN). The D2D communications are allowed as an overlay to the CRAN as well as in the unlicensed industrial, scientific and medical radio (ISM) band. A link distance based scheme is proposed and closed-form approximations are derived for the link distance thresholds to select the operating band of the D2D users. Furthermore, analytical expressions are derived to calculate the minimum required transmit power to achieve a guaranteed level of quality of service in each operating band. The results demonstrate that the proposed scheme achieves nearly 50% power saving compared to a monolithic (purely overlay or purely ISM band) D2D network.

A novel content caching and delivery scheme for millimeter wave device-to-device communications

Theshani Nuradha, Tharaka Samarasinghe, Kasun T. Hemachandra

Conference WPMC 2019 22nd International Symposium on Wireless Personal Multimedia Communications (WPMC) , pp. 1-6 · 2019 · Cited by 2

Wireless CommunicationsMobile and Next-Generation Networks

Abstract

A novel content caching strategy is proposed for a cache enabled device-to-device (D2D) network where the user devices are allowed to communicate using millimeter wave (mmWave) D2D links (> 6GHz) as well as conventional sub 6 GHz cellular links. The proposed content placement strategy maximizes the successful content delivery probability of a line of sight D2D link. Furthermore, a heuristic algorithm is proposed for efficient content delivery. The overall scheme improves the successful traffic offloading gain of the network compared to conventional cache-hit maximizing content placement and delivery strategies. Significant energy efficiency improvements can also be achieved in ultra-dense networks.