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• W4313591753 startingPage "3283" @default.
• W4313591753 abstract "With the rapid development of wireless sensor networks (WSNs), higher requirements are raised for the flexibility and applicability of data collection algorithms. Therefore, a novel distributed algorithm for data collection in adaptive duty-cycle WSNs is proposed in this article. On the one hand, the priority in data transmission is considered, in which the queues are used to realize the data storage and data transmission with different priorities and then a scheme for selecting the optimal transmission path for the sensor nodes is developed to ensure that high-priority data can be transmitted more efficiently. Next, a method that can adaptively adjust the duty cycle of the sensor nodes is designed to reduce the transmission delay, where each sensor can update its own duty cycle according to the amount of data with different priorities. On the other hand, the relation between the objective function and the variables in the data collection problem may be difficult to establish accurately or even unknown due to the complexity of WSNs, while the most existing data collection algorithms require the objective function to be explicitly expressed, making them inapplicable to the above scenarios. Hence, the data collection problem with unknown objective function in adaptive duty-cycle WSNs is also investigated in this article. Since the objective function cannot be established, a distributed optimization algorithm with randomized gradient-free is developed to solve that problem. In particular, the proposed algorithm solely relies on the row-stochastic weight matrix, where each sensor needs to communicate only with its neighbors to make decision and locally allocates the information weight of its neighbors, making the algorithm easier to implement. Under some reasonable assumptions, the explicit analysis for the convergence of the proposed algorithm is provided. Finally, the convergence and effectiveness of the proposed algorithm are substantiated through numerical simulations." @default.
• W4313591753 created "2023-01-06" @default.
• W4313591753 creator A5040475616 @default.
• W4313591753 creator A5076967467 @default.
• W4313591753 creator A5085478067 @default.
• W4313591753 date "2023-02-01" @default.
• W4313591753 modified "2023-09-28" @default.
• W4313591753 title "Distributed Data Collection Algorithm With Unknown Objective Function in Adaptive Duty-Cycle WSNs" @default.
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• W4313591753 doi "https://doi.org/10.1109/jsen.2022.3231634" @default.
• W4313591753 hasPublicationYear "2023" @default.
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