Outputs (40)

Deep learning for estimating sleeping sensor’s values in sustainable IoT applications (2022)
Conference Proceeding
Djenouri, D., Laidi, R., & Djenouri, Y. (2022). Deep learning for estimating sleeping sensor’s values in sustainable IoT applications. In 2022 International Balkan Conference on Communications and Networking (BalkanCom) (147-151). https://doi.org/10.1109/BalkanCom55633.2022.9900817

The aim of this work is to develop a deep learning model that uses spatial correlation to enable turning turn off a subset of sensors while predicting their readings. This considerably saves the energy that would be consumed by those sensors both for... Read More about Deep learning for estimating sleeping sensor’s values in sustainable IoT applications.

LSTM for periodic broadcasting in green IoT applications over energy harvesting enabled wireless networks: Case study on ADAPCAST (2022)
Conference Proceeding
Mustapha, K., Djenouri, D., Jianguo, D., & Djenouri, Y. (2022). LSTM for periodic broadcasting in green IoT applications over energy harvesting enabled wireless networks: Case study on ADAPCAST. In 2021 17th International Conference on Mobility, Sensing and Networking (MSN) (694-699). https://doi.org/10.1109/MSN53354.2021.00107

The present paper considers emerging Internet of Things (IoT) applications and proposes a Long Short Term Memory (LSTM) based neural network for predicting the end of the broadcasting period under slotted CSMA (Carrier Sense Multiple Access) based MA... Read More about LSTM for periodic broadcasting in green IoT applications over energy harvesting enabled wireless networks: Case study on ADAPCAST.

A novel parallel framework for metaheuristic-based frequent itemset mining (2019)
Conference Proceeding
Djenouri, Y., Djenouri, D., Belhadi, A., Chun-Wei Lin, J., Bendjoudi, A., & Fournier-Viger, P. (2019). A novel parallel framework for metaheuristic-based frequent itemset mining. https://doi.org/10.1109/cec.2019.8790116

Frequent Itemset Mining (FIM) is an important but very time-consuming data mining task. As a result, traditional FIM algorithms are often not scalable to large databases. To address this issue, several metaheuristics have been developed in recent yea... Read More about A novel parallel framework for metaheuristic-based frequent itemset mining.

Energy Harvesting Aware Minimum Spanning Tree for Survivable WSN with Minimum Relay Node Addition (2017)
Conference Proceeding
Djenouri, D., Bagaa, M., Chelli, A., & Balasingham, I. (2017). Energy Harvesting Aware Minimum Spanning Tree for Survivable WSN with Minimum Relay Node Addition. https://doi.org/10.1109/glocomw.2016.7848891

Survivable wireless sensor networks that take advantage of green energy resources from the environment is considered in this paper. The particular problem of constrained relay nodes (RNs) placement to ensure communication coverage in the single-tiere... Read More about Energy Harvesting Aware Minimum Spanning Tree for Survivable WSN with Minimum Relay Node Addition.

Parallel BSO algorithm for association rules mining using master/worker paradigm (2016)
Conference Proceeding
Djenouri, Y., Bendjoudi, A., Djenouri, D., & Habbas, Z. (2016). Parallel BSO algorithm for association rules mining using master/worker paradigm. https://doi.org/10.1007/978-3-319-32149-3_25

© Springer International Publishing Switzerland 2016. The extraction of association rules from large transactional databases is considered in the paper using cluster architecture parallel computing. Motivated by both the successful sequential BSO-ARM... Read More about Parallel BSO algorithm for association rules mining using master/worker paradigm.

On the effect of sensing-holes in PIR-based occupancy detection systems (2016)
Conference Proceeding
Ouadjaout, A., Lasla, N., Djenouri, D., & Zizoua, C. (2016). On the effect of sensing-holes in PIR-based occupancy detection systems. In Proceedings of the 5th International Confererence on Sensor Networks - Volume 1: SENSORNETS. , (175-180). https://doi.org/10.5220/0005805901750180

Sensing-holes in PIR-based motion detection systems are considered, and their impact on occupancy monitoring applications is investigated. To our knowledge, none of prior works on PIR-based systems consider the presence of these holes, which represen... Read More about On the effect of sensing-holes in PIR-based occupancy detection systems.

Energy harvesting aware relay node addition for power-efficient coverage in wireless sensor networks (2015)
Conference Proceeding
Djenouri, D., & Bagaa, M. (2015). Energy harvesting aware relay node addition for power-efficient coverage in wireless sensor networks. https://doi.org/10.1109/ICC.2015.7248303

© 2015 IEEE. This paper deals with power-efficient coverage in wireless sensor networks (WSN) by taking advantage of energy-harvesting capabilities. A general scenario is considered for deployed networks with two types of sensor nodes, harvesting ena... Read More about Energy harvesting aware relay node addition for power-efficient coverage in wireless sensor networks.

A variant of connected dominating set in unit disk graphs for applications in communication networks (2015)
Conference Proceeding
Djenouri, D., & Bagaa, M. (2015). A variant of connected dominating set in unit disk graphs for applications in communication networks. https://doi.org/10.1109/EIT.2015.7293384

© 2015 IEEE. This paper considers a variant of the connected dominating set (CDS) problem in a unit disk graph G = (V, E). The considered problem consists in minimizing the number of CDS vertices that belong to a subset V' ⊆V. As far as we know, this... Read More about A variant of connected dominating set in unit disk graphs for applications in communication networks.

MSR: Minimum-Stop Recharging Scheme for Wireless Rechargeable Sensor Networks (2014)
Conference Proceeding
Khelladi, L., Djenouri, D., Lasla, N., Badache, N., & Bouabdallah, A. (2014). MSR: Minimum-Stop Recharging Scheme for Wireless Rechargeable Sensor Networks. https://doi.org/10.1109/UIC-ATC-ScalCom.2014.119

© 2014 IEEE. This paper deals with simultaneous energy transfer to multiple nodes for scalable wireless recharging in wireless sensor networks. All existing recharging schemes rely on the use of a mobile charger that roves the network and drops by so... Read More about MSR: Minimum-Stop Recharging Scheme for Wireless Rechargeable Sensor Networks.

Brief announcement: Game theoretical approach for energy-delay balancing in distributed duty-cycled MAC protocols of wireless networks (2014)
Conference Proceeding
Doudou, M., Ordinas, J. M., Djenouri, D., Vidal, J. G., & Badache, N. (2014). Brief announcement: Game theoretical approach for energy-delay balancing in distributed duty-cycled MAC protocols of wireless networks. https://doi.org/10.1145/2611462.2611509

Optimizing energy consumption and end-to-end (e2e) packet delay in energy constrained distributed wireless networks is a conflicting multi-objective optimization problem. This paper investigates this trade-off from a game-theoretic perspective, where... Read More about Brief announcement: Game theoretical approach for energy-delay balancing in distributed duty-cycled MAC protocols of wireless networks.