2021
DOI: 10.1007/s00158-021-03080-1
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Artificial neural network metamodeling-based design optimization of a continuous motorcyclists protection barrier system

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Cited by 5 publications
(4 citation statements)
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“…However, both the results obtained from two different vehicles used in the real crash tests shared in the study and the FE analyzes we made show that these values for each vehicle exceed the maximum allowable error rate as in similar studies. 3537 Based on this, the results belong to the vehicles completely different from each other. This reveals that the use of different vehicles significantly affects the safety parameters.…”
Section: Numerical Results and Discussionmentioning
confidence: 97%
See 1 more Smart Citation
“…However, both the results obtained from two different vehicles used in the real crash tests shared in the study and the FE analyzes we made show that these values for each vehicle exceed the maximum allowable error rate as in similar studies. 3537 Based on this, the results belong to the vehicles completely different from each other. This reveals that the use of different vehicles significantly affects the safety parameters.…”
Section: Numerical Results and Discussionmentioning
confidence: 97%
“…The maximum relative absolute errors (RAE) between the crash tests and the FE result are found to be smaller than 6%, which is acceptable as in similar studies. [34][35][36] In addition, ASI graph and value of the crash test and FE model given in Figure 6. As can be seen from the figure, consistency in the acceleration movements occurring in the graphs is showing good agreement and corresponds to each other.…”
Section: Vehicles Typementioning
confidence: 99%
“…In the study for the development of bollard systems used to protect the infrastructure facilities used in the city [10], the weaknesses of the existing bollard systems were identified and suggestions were made for their improvement. In the study conducted by Yilmaz et al [11], the motorcyclist protection barrier system was optimized, as a result safer and more economical sections were obtained. Moreover, such as, improving crash cushion systems that provide road safety [12], ASI value of cable barrier for different speeds [13], determining the danger levels of obstacles such as traffic lights, trees, lighting poles, rocks, ditches, etc.…”
Section: Figure 1 -(A) Concrete Barriers (Rigid) (B) Steel Guardrails...mentioning
confidence: 99%
“…Based on prior successful research, the ideal mesh size for the post and base was determined to be 10 mm. 2,[34][35][36] For soil model, the critical area around posts was meshed at 4 mm, with mesh sizes growing to 10 mm toward the outer edge of the soil model. And outer shell meshed at 20 mm since there will no deformation calculation on it.…”
Section: Guardrail Post Types and Fe Modelsmentioning
confidence: 99%