Energy-efficient Q-learning-based routing in wireless sensor networks

Chaudhari, Archana; Deshpande, Vivek; Midhunchakkaravarthy, Divya

Acceso abierto

Energy-efficient Q-learning-based routing in wireless sensor networks

,

y

Divya Midhunchakkaravarthy

Midhunchakkaravarthy, Divya

24 feb 2025

Energy-efficient Q-learning-based routing in wireless sensor networks's Cover Image

International Journal on Smart Sensing and Intelligent Systems

Volumen 18 (2025): Edición 1 (Enero 2025)

Acerca de este artículo

Artículo anterior

Artículo siguiente

Cite

Descargar portada

Categoría del artículo: Research Article

Publicado en línea: 24 feb 2025

Recibido: 12 dic 2024

DOI: https://doi.org/10.2478/ijssis-2025-0008

Palabras clave
wireless sensor networks, routing, reinforcement learning, Q-learning, node energy, energy-aware, energy aware Q-learning

© 2025 Archana Chaudhari et al., published by Sciendo

This work is licensed under the Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License.

WSN with sensor node architecture. WSN, wireless sensor network.

PLR against number of nodes. PLR, packet loss ratio.

PDR against number of nodes. PDR, packet delivery ratio.

Networks lifetime against number of nodes.

Performance comparison of the proposed energy-aware Q-learning-based routing algorithm with Q-learning-based routing_

Number of nodes	PLR		PDR		Throughput		Networks Lifetime

	Q-learning	Proposed energy-aware Q-learning	Q-learning	Proposed energy-aware Q-learning	Q-learning	Proposed energy-aware Q-learning	Q-learning	Proposed energy-aware Q-learning
20	0.3	0.58	0.7	0.42	0.175	21	0.2674	0.358
30	0.28	0.76	0.71	0.44	20.75	22	0.3155	0.344
40	0.28	0.51	0.725	0.49	23.25	25	0.3439	0.33
50	0.275	0.42	0.725	0.58	36.25	37	0.46233	0.33
60	0.17	0.01	0.725	0.99	41.35	49.5	0.5965	0.978
70	0.13	0.01	0.87	0.99	43.5	49.5	0.6865	1.29
80	0.13	0.01	0.87	0.99	43.5	49.5	0.8072	1.43
90	0.13	0.01	0.87	0.99	43.5	49.5	0.9189	1.47
100	0.13	0.01	0.87	0.99	43.5	49.5	1.032	1.596

Idioma:: Inglés

Calendario de la edición:: 1 veces al año
Temas de la revista:: Ingeniería, Introducciones y reseñas, Ingeniería, otros

RSS Feed de revista

Energy-efficient Q-learning-based routing in wireless sensor networks

Categoría del artículo: Research Article

Publicado en línea: 24 feb 2025

Recibido: 12 dic 2024

DOI: https://doi.org/10.2478/ijssis-2025-0008

Palabras clave
wireless sensor networks, routing, reinforcement learning, Q-learning, node energy, energy-aware, energy aware Q-learning

© 2025 Archana Chaudhari et al., published by Sciendo

This work is licensed under the Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License.

Figure 1:

Figure 2:

Figure 3:

Figure 4:

Figure 5:

Performance comparison of the proposed energy-aware Q-learning-based routing algorithm with Q-learning-based routing_

Energy-efficient Q-learning-based routing in wireless sensor networks

Archana Chaudhari

Vivek Deshpande

Divya Midhunchakkaravarthy

Categoría del artículo: Research Article

Publicado en línea: 24 feb 2025

Recibido: 12 dic 2024

DOI: https://doi.org/10.2478/ijssis-2025-0008

Palabras clavewireless sensor networks, routing, reinforcement learning, Q-learning, node energy, energy-aware, energy aware Q-learning

© 2025 Archana Chaudhari et al., published by Sciendo

This work is licensed under the Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License.

Figure 1:

Figure 2:

Figure 3:

Figure 4:

Figure 5:

Performance comparison of the proposed energy-aware Q-learning-based routing algorithm with Q-learning-based routing_

Palabras clave
wireless sensor networks, routing, reinforcement learning, Q-learning, node energy, energy-aware, energy aware Q-learning