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Convergence to equilibrium slows down if the network sticks to some transmission patterns during the convergence process.
Figure 5 shows the experiment results in terms of throughput, the time spent during the convergence process, and the rate stability after reaching the stable phase.
To make each search during the convergence process as effective as possible, this paper presents a new metaheuristic algorithm called search economics (SE) to solve the deployment problem of wireless sensor networks.
The development of a powerful search mechanism to find a good solution is the current research direction of studies on metaheuristic algorithms; however, most of the developed mechanisms will search and check the possible solutions without knowledge of the overall landscape of the solution space during the convergence process.
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In order to enhance the convergence process during evolution, the integer based representation scheme and corresponding genetic operators are well designed with appropriate constraint control mechanisms.
The internal cavities were included during the evolution process and it accelerated the convergence process.
Fig. 5 Assessment on the convergence process.
Alternatively, we propose a stochastic gradient descent (SGD) algorithm to accelerate the convergence process as follows.
To understand why the results of "AAM GM" are less good then the ones of "AAM 560" it is necessary to look at the trajectory used during the AAM convergence process.
However, the behavior of real-time search agents is far from rational during the learning (convergence) process, in that they fail to balance the efforts to achieve a short-term goal (i.e., to safely arrive at a goal state in the present problem solving trial) and a long-term goal (to find better solutions through repeated trials).
These dynamic features motivate us to take another concern, i.e., the dynamics during convergence process.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com