A new human-based metaheuristic algorithm for solving optimization problems on the base of simulation of driving training process
The result's identifiers
Result code in IS VaVaI
<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F62690094%3A18470%2F22%3A50019460" target="_blank" >RIV/62690094:18470/22:50019460 - isvavai.cz</a>
Result on the web
<a href="https://www.nature.com/articles/s41598-022-14225-7" target="_blank" >https://www.nature.com/articles/s41598-022-14225-7</a>
DOI - Digital Object Identifier
<a href="http://dx.doi.org/10.1038/s41598-022-14225-7" target="_blank" >10.1038/s41598-022-14225-7</a>
Alternative languages
Result language
angličtina
Original language name
A new human-based metaheuristic algorithm for solving optimization problems on the base of simulation of driving training process
Original language description
In this paper, a new stochastic optimization algorithm is introduced, called Driving Training-Based Optimization (DTBO), which mimics the human activity of driving training. The fundamental inspiration behind the DTBO design is the learning process to drive in the driving school and the training of the driving instructor. DTBO is mathematically modeled in three phases: (1) training by the driving instructor, (2) patterning of students from instructor skills, and (3) practice. The performance of DTBO in optimization is evaluated on a set of 53 standard objective functions of unimodal, high-dimensional multimodal, fixed-dimensional multimodal, and IEEE CEC2017 test functions types. The optimization results show that DTBO has been able to provide appropriate solutions to optimization problems by maintaining a proper balance between exploration and exploitation. The performance quality of DTBO is compared with the results of 11 well-known algorithms. The simulation results show that DTBO performs better compared to 11 competitor algorithms and is more efficient in optimization applications.
Czech name
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Czech description
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Classification
Type
J<sub>SC</sub> - Article in a specialist periodical, which is included in the SCOPUS database
CEP classification
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OECD FORD branch
50301 - Education, general; including training, pedagogy, didactics [and education systems]
Result continuities
Project
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Continuities
S - Specificky vyzkum na vysokych skolach
Others
Publication year
2022
Confidentiality
S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů
Data specific for result type
Name of the periodical
Scientific reports
ISSN
2045-2322
e-ISSN
2045-2322
Volume of the periodical
12
Issue of the periodical within the volume
1
Country of publishing house
DE - GERMANY
Number of pages
21
Pages from-to
"Article number: 9924"
UT code for WoS article
000909508300001
EID of the result in the Scopus database
2-s2.0-85132291232