MeterGPX: A Smart Multimeter Embedded with Multigene Genetic Programming Model for Multiarray Antenna Transmitter

MeterGPX: A Smart Multimeter Embedded with Multigene Genetic Programming Model for Multiarray Antenna Transmitter

Genetic programming (GP) is an evolutionary algorithm used to produce high-quality solutions to various problems. It has seen few claims in circuitry and the development of antenna designs. The application of GP in the model of embedded digital systems on multi-channel antenna arrays of subsurface i...

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Bibliographic Details
Published in:Journal of advanced computational intelligence and intelligent informatics Vol. 27; no. 1; pp. 19 - 26
Main Authors: Janairo, Adrian Genevie G., Baun, Jonah Jahara G., Chan, Johndel Garrison, Leon, Joseph Aristotle R. De, Concepcion II, Ronnie S., Vicerra, Ryan Rhay P., Bandala, Argel A., Dadios, Elmer P.
Format: Journal Article
Language:English
Published: Tokyo Fuji Technology Press Co. Ltd 20-01-2023
Subjects:
Antenna arrays
Antenna design
Antennas
Circuit design
Circuits
Current sources
Data logging
Digital imaging
Digital systems
Embedded systems
Evolutionary algorithms
Genetic algorithms
Mathematical models
Measuring instruments
Microcontrollers
Multimeters
Parameters
Programming
Prototyping
Software
Transmitters
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Summary:Genetic programming (GP) is an evolutionary algorithm used to produce high-quality solutions to various problems. It has seen few claims in circuitry and the development of antenna designs. The application of GP in the model of embedded digital systems on multi-channel antenna arrays of subsurface imaging equipment has not yet been investigated. This study focuses on designing and developing a digital multimeter embedded with a multigene genetic programming (MGGP) model for multi-array transmitter antenna used for subsurface imaging operating at a low frequency of 3.5 kHz to 18.5 kHz using Arduino microcontroller for prototyping. The electrical outputs of a transmitter antenna system employed in a subsurface imaging device require live measurement and monitoring during operation for data logging purposes. The amount of transmitted voltage, produced current, and operating frequency are significant parameters for mapping the underground resistivity, thus the produced GP models are functions of the three parameters. GP fitness function was determined through MATLAB software. The output current signal from the transmitter were imitated in Proteus simulation software using a current source in the designed current measuring circuit. This produced linear and nonlinear relationships of the electrical outputs where GP modeling was beneficially applied. The application of GP in with the microcontroller provided an accurate reading of frequency, current and voltage produced by the multi-array transmitter antenna. These measurements were displayed using LM016L LCD display. Moreover, this embedded digital multimeter on transmitter antenna avoids utilizing costly high voltage measuring devices.
ISSN:1343-0130
1883-8014
DOI:10.20965/jaciii.2023.p0019