Cellular-Base-Station Assisted Device-to-Device Communications in TV White Space

TL;DR

This paper introduces a novel system leveraging TV white space and cellular infrastructure to enable device-to-device communications, using crowd sensing, matrix completion, and machine learning for interference management and spectrum reuse.

Contribution

It proposes a comprehensive approach combining crowd sensing, matrix completion, and SVM-based boundary detection to facilitate D2D in TVWS within DTV protection regions.

Findings

Successfully enables D2D communications in TVWS.

Maintains interference constraints for licensed DTV services.

First exploration of TVWS inside shadowed DTV regions.

Abstract

This paper presents a systematic approach to exploit TV white space (TVWS) for device-to-device (D2D) communications with the aid of the existing cellular infrastructure. The goal is to build a location-specific TVWS database, which provides a look-up table service for any D2D link to determine its maximum permitted emission power (MPEP) in an unlicensed digital TV (DTV) band. To achieve this goal, the idea of mobile crowd sensing is firstly introduced to collect active spectrum measurements from massive personal mobile devices. Considering the incompleteness of crowd measurements, we formulate the problem of unknown measurements recovery as a matrix completion problem and apply a powerful fixed point continuation algorithm to reconstruct the unknown elements from the known elements. By joint exploitation of the big spectrum data in its vicinity, each cellular base station further implements a nonlinear support vector machine algorithm to perform irregular coverage boundary detection of a licensed DTV transmitter. With the knowledge of the detected coverage boundary, an opportunistic spatial reuse algorithm is developed for each D2D link to determine its MPEP. Simulation results show that the proposed approach can successfully enable D2D communications in TVWS while satisfying the interference constraint from the licensed DTV services. In addition, to our best knowledge, this is the first try to explore and exploit TVWS inside the DTV protection region resulted from the shadowing effect. Potential application scenarios include communications between internet of vehicles in the underground parking, D2D communications in hotspots such as subway, game stadiums, and airports, etc.