Instrumentation & Measurement Magazine 25-7 - 35

Fig. 1. Overview of software-defined mobile networks. I2I: infrastructure to infrastructure, V2I: Vehicle to Infrastructure, V2V: Vehicle to Vehicle.
can be tested, and the model architecture has to be able to function
in this capacity. This prototype should rely on proxy data.
Many different models are trained and classified using a
variety of datasets for hyperparameter instruction and optimization.
Classification often makes use of supervised learning
models, while clustering typically makes use of unsupervised
models. Learning by reinforcement is the most effective
approach to solving a problem modeled, i.e., Markov Decision
Process (MDP). To pick and adjust the proper model, it is
October 2022
necessary to possess both expert knowledge, as well as an understanding
of the model. To proceed with multiple processes,
including choosing a learning rate, functions initialization, as
well as selecting an activation function, are the critical factors
for the optimization of the model. Since the comprehensive
work on machine learning theory is not yet known, the application-based
trail error approach is utilized to choose the
right model and, as well as the used parameters. This method
was developed because the work on machine learning theory
IEEE Instrumentation & Measurement Magazine
35

Instrumentation & Measurement Magazine 25-7

Table of Contents for the Digital Edition of Instrumentation & Measurement Magazine 25-7

Instrumentation & Measurement Magazine 25-7 - Cover1
Instrumentation & Measurement Magazine 25-7 - Cover2
Instrumentation & Measurement Magazine 25-7 - 1
Instrumentation & Measurement Magazine 25-7 - 2
Instrumentation & Measurement Magazine 25-7 - 3
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Instrumentation & Measurement Magazine 25-7 - Cover3
https://www.nxtbook.com/allen/iamm/26-6
https://www.nxtbook.com/allen/iamm/26-5
https://www.nxtbook.com/allen/iamm/26-4
https://www.nxtbook.com/allen/iamm/26-3
https://www.nxtbook.com/allen/iamm/26-2
https://www.nxtbook.com/allen/iamm/26-1
https://www.nxtbook.com/allen/iamm/25-9
https://www.nxtbook.com/allen/iamm/25-8
https://www.nxtbook.com/allen/iamm/25-7
https://www.nxtbook.com/allen/iamm/25-6
https://www.nxtbook.com/allen/iamm/25-5
https://www.nxtbook.com/allen/iamm/25-4
https://www.nxtbook.com/allen/iamm/25-3
https://www.nxtbook.com/allen/iamm/instrumentation-measurement-magazine-25-2
https://www.nxtbook.com/allen/iamm/25-1
https://www.nxtbook.com/allen/iamm/24-9
https://www.nxtbook.com/allen/iamm/24-7
https://www.nxtbook.com/allen/iamm/24-8
https://www.nxtbook.com/allen/iamm/24-6
https://www.nxtbook.com/allen/iamm/24-5
https://www.nxtbook.com/allen/iamm/24-4
https://www.nxtbook.com/allen/iamm/24-3
https://www.nxtbook.com/allen/iamm/24-2
https://www.nxtbook.com/allen/iamm/24-1
https://www.nxtbook.com/allen/iamm/23-9
https://www.nxtbook.com/allen/iamm/23-8
https://www.nxtbook.com/allen/iamm/23-6
https://www.nxtbook.com/allen/iamm/23-5
https://www.nxtbook.com/allen/iamm/23-2
https://www.nxtbook.com/allen/iamm/23-3
https://www.nxtbook.com/allen/iamm/23-4
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