Reinforcement learning-based dynamic routing using mobile sink for data collection in WSNs and IoT applications

M Krishnan, Y Lim - Journal of Network and Computer Applications, 2021 - Elsevier
Energy is one of the most critical resources for sensor devices that decides the network
lifetime of the wireless sensor networks. In many circumstances, sensor devices consume …

Cooperative network model for joint mobile sink scheduling and dynamic buffer management using Q-learning

S Redhu, RM Hegde - IEEE Transactions on Network and …, 2020 - ieeexplore.ieee.org
Development of energy-efficient wireless sensor networks is crucial in the deployment of IoT
and IIoT for modern day applications like smart home, smart vehicles, and smart industries …

Mobile Sink‐Based Path Optimization Strategy in Heterogeneous WSNs for IoT Using Pigeon‐Inspired Optimization Algorithm

Z Wang, Y Yue, L Cao - Wireless Communications and Mobile …, 2022 - Wiley Online Library
Data collection is the basic purpose of deploying in heterogeneous WSNs for Internet of
things, and the problem of data collection is the key problem that needs to be solved in …

A swarm intelligence algorithm for routing recovery strategy in wireless sensor networks with mobile sink

Y Yue, L Cao, B Hang, Z Luo - IEEE Access, 2018 - ieeexplore.ieee.org
Considering the fault tolerance mechanism in the route optimization of the mobile wireless
sensor network (MWSN), we analyze the routing fault tolerance between nodes and …

Novel learning algorithms for efficient mobile sink data collection using reinforcement learning in wireless sensor network

S Soni, M Shrivastava - Wireless Communications and Mobile …, 2018 - Wiley Online Library
Generally, wireless sensor network is a group of sensor nodes which is used to continuously
monitor and record the various physical, environmental, and critical real time application …

Improving reporting delay and lifetime of a WSN using controlled mobile sinks

V Kumar, A Kumar - Journal of Ambient Intelligence and Humanized …, 2019 - Springer
Wireless sensor networks (WSNs) are characterized by many to one traffic pattern, where a
large number of nodes communicate their sensed data to the sink node. Due to heavy data …

Energy-balanced data collection with path-constrained mobile sink in wireless sensor networks

X Fu, X He - AEU-International Journal of Electronics and …, 2020 - Elsevier
Data collection through the mobile sink in wireless sensor networks (WSNs) is an effective
solution to the hot-spot or sink-hole problem caused by multi-hop routings using the static …

Energy-aware data gathering mechanism for mobile sink in wireless sensor networks using particle swarm optimization

H Zhang, Z Li - IEEE Access, 2020 - ieeexplore.ieee.org
In order to mitigate the hot spot problem and prolong the network lifetime, data gathering
with mobile sink is an effective measure to enhance the system performance. However, the …

An intelligent data gathering schema with data fusion supported for mobile sink in wireless sensor networks

J Wang, Y Gao, W Liu… - International Journal of …, 2019 - journals.sagepub.com
Numerous tiny sensors are restricted with energy for the wireless sensor networks since
most of them are deployed in harsh environments, and thus it is impossible for battery re …

Energy and delay efficient data acquisition in wireless sensor networks by selecting optimal visiting points for mobile sink

RK Verma, S Jain - Journal of Ambient Intelligence and Humanized …, 2023 - Springer
Data acquisition using mobile sink in wireless sensor networks (WSNs) has shown
significant advantages, especially in large-scale networks. Unlike the acquisition of sensor …