R. Soua

Publications63
h-index15
Citations895
Highly Influential Citations49
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Improving Traffic Flow Prediction With Weather Information in Connected Cars: A Deep Learning Approach
TLDR
In this paper, we have proposed a comprehensive prediction architecture that incorporates DBNs and data fusion to derive more accurate traffic flow prediction in San Francisco Bay Area using traffic flow history and weather data. Expand
  • 159
  • 7
A survey on energy efficient techniques in wireless sensor networks
  • R. Soua, P. Minet
  • Computer Science
  • 4th Joint IFIP Wireless and Mobile Networking…
  • 12 December 2011
TLDR
The myriad of potential applications supported by wireless sensor networks (WSNs) has generated much interest from the research community. Expand
  • 106
  • 6
  • PDF
Wave: a distributed scheduling algorithm for convergecast in IEEE 802.15.4e TSCH networks
TLDR
We propose a distributed joint time slot and channel assignment, called Wave, for data gathering in low-power lossy networks. Expand
  • 53
  • 5
Multichannel assignment protocols in wireless sensor networks: A comprehensive survey
TLDR
We propose a classification of multichannel assignment protocols in WSNs, pointing out different channel selection policies, channel assignment categories and channel assignment methods. Expand
  • 48
  • 4
MODESA: An optimized multichannel slot assignment for raw data convergecast in wireless sensor networks
TLDR
In aerospace applications, wireless sensor networks (WSNs) collect data from sensor nodes towards a sink in a multi-hop convergecast structure. Expand
  • 52
  • 4
Big-data-generated traffic flow prediction using deep learning and dempster-shafer theory
TLDR
This work addresses short-term traffic flow prediction by proposing a big-data-based framework. Expand
  • 33
  • 2
SDN Coordination for CCN and FC Content Dissemination in VANETs
TLDR
This paper describes a possible approach to tackle this issue, based on combining three paradigms: Floating Content (FC), Software-Defined Networking (SDN), and Content-Centric Networking for Vehicular Ad-hoc Networks. Expand
  • 31
  • 2
  • PDF
A Distributed Joint Channel and Slot Assignment for Convergecast in Wireless Sensor Networks
TLDR
In this work, we study raw convergecast in multichannel wireless sensor networks where the sink may be equipped with multiple radio interfaces. Expand
  • 23
  • 2
  • PDF
A Multi-Pronged Approach to Adaptive and Context Aware Content Dissemination in VANETs
TLDR
This paper describes a possible approach to tackle this issue, based on combining three paradigms: Content-Centric Networking (CCN), Floating Content (FC) and Software-Defined Networking. Expand
  • 25
  • 2
  • PDF
Multi-Access Edge Computing for Vehicular Networks: A Position Paper
TLDR
We discuss the in-premises features of MEC and the need of supporting technologies, such as Software Defined Networking (SDN) and Network Function Virtualization (NFV). Expand
  • 12
  • 2