Related Experiment Video
Updated: May 15, 2026

Large Scale Energy Efficient Sensor Network Routing Using a Quantum Processor Unit
Published on: September 8, 2023
Improving packet delivery performance of publish/subscribe protocols in wireless sensor networks
Ernesto García Davis1, Anna Calveras, Ilker Demirkol
1Wireless Network Group (WNG), Universitat Politècnica de Catalunya, Barcelona, Spain. ernesto.garcia@entel.upc.edu
This study introduces an adaptive retransmission timeout (RTO) method for MQTT-S and CoAP protocols in Wireless Sensor Networks (WSNs). The adaptive RTO significantly improves packet delivery ratio (PDR) by efficiently handling packet loss, outperforming fixed RTO methods.
Area of Science:
- Wireless Sensor Networks (WSNs)
- Network Protocols
- Reliability Mechanisms
Background:
- MQTT-S and CoAP utilize the publish/subscribe model in WSNs, which offers scalability but can lead to high packet loss.
- Current reliability mechanisms in MQTT-S and CoAP use a fixed retransmission timeout (RTO), which is inefficient for WSNs.
Purpose of the Study:
- To propose and evaluate an adaptive RTO method for MQTT-S and CoAP protocols to improve packet delivery ratio (PDR) in WSNs.
- To demonstrate the lightweight nature of the adaptive RTO method for resource-constrained sensor nodes.
Main Methods:
- Developed an adaptive RTO method based on Smooth Round-trip Time multiplied by a constant parameter (K).
- Evaluated the impact of the K value on adaptive RTO calculation and PDR in single-hop and multi-hop WSN scenarios.
Main Results:
- The adaptive RTO method significantly increased PDR compared to fixed RTO: up to 76% for MQTT-S and 38% for CoAP in single-hop.
- In multi-hop scenarios, the adaptive RTO method improved PDR by up to 36% for MQTT-S and 14% for CoAP.
Conclusions:
- The proposed adaptive RTO method enhances reliability and PDR in WSNs for MQTT-S and CoAP.
- This method is suitable for resource-constrained WSN environments due to its lightweight design.
Related Concept Videos
Propagation Speed of Electromagnetic Waves
Site-Targeted Drug Delivery Systems: Polymeric Carriers
Distribution and Dispersion
Diffusion
Short-distance Transport of Resources
Passive Diffusion: Overview and Kinetics
When administered orally, drugs establish a substantial concentration gradient between the gastrointestinal (GI) lumen and the bloodstream, expediting their diffusion into...