Testing, validation, and verification of robotic and autonomous systems: a systematic review

H Araujo, MR Mousavi, M Varshosaz - ACM Transactions on Software …, 2023 - dl.acm.org
We perform a systematic literature review on testing, validation, and verification of robotic
and autonomous systems (RAS). The scope of this review covers peer-reviewed research …

Autonomous driving test method based on digital twin: A survey

A Niaz, MU Shoukat, Y Jia, S Khan… - 2021 International …, 2021 - ieeexplore.ieee.org
The digital twin (DT) can virtualize the entire life cycle of the system and is very suitable for
use in autonomous driving tests. A framework based on DT to test connected autonomous …

Parallel vision for long-tail regularization: Initial results from IVFC autonomous driving testing

J Wang, X Wang, T Shen, Y Wang, L Li… - IEEE Transactions …, 2022 - ieeexplore.ieee.org
Long-tail effect, characterized by highly frequent occurrence of normal scenarios and the
scarce appearance of extreme “long-tail” scenarios, ubiquitously exists in the vision-related …

RFlySim: Automatic test platform for UAV autopilot systems with FPGA-based hardware-in-the-loop simulations

X Dai, C Ke, Q Quan, KY Cai - Aerospace Science and Technology, 2021 - Elsevier
Autopilot systems on unmanned aerial vehicles (UAVs) are safety-critical systems whose
requirements on reliability and safety are ever-increasing. However, testing a complex …

A survey on automated driving system testing: Landscapes and trends

S Tang, Z Zhang, Y Zhang, J Zhou, Y Guo… - ACM Transactions on …, 2023 - dl.acm.org
Automated Driving Systems (ADS) have made great achievements in recent years thanks to
the efforts from both academia and industry. A typical ADS is composed of multiple modules …

Next generation X-in-the-loop validation methodology for automated vehicle systems

Z Szalay - IEEE Access, 2021 - ieeexplore.ieee.org
Testing self-driving vehicles is still a new and immature process; the globally harmonised
procedure expected much later. The resource-demanding nature of real-world tests makes it …

Human-like decision-making of autonomous vehicles in dynamic traffic scenarios

T Zhang, J Zhan, J Shi, J Xin… - IEEE/CAA Journal of …, 2023 - ieeexplore.ieee.org
With the maturation of autonomous driving technology, the use of autonomous vehicles in a
socially acceptable manner has become a growing demand of the public. Human-like …

Multi-model-based local path planning methodology for autonomous driving: An integrated framework

Z Jian, S Chen, S Zhang, Y Chen… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
Autonomous driving systems (ADSs) need to be able to respond quickly to changes in the
dynamic traffic scenario. However, regardless of the changes occurring in traffic scenes, the …

Mixed test environment-based vehicle-in-the-loop validation-a new testing approach for autonomous vehicles

Y Chen, S Chen, T Xiao, S Zhang… - 2020 IEEE intelligent …, 2020 - ieeexplore.ieee.org
The current test of autonomous driving technology requires extensive experimental
verification, whether in simulation or on real roads. Netherthless, how to test autonomous …

Development of a co-simulation framework for systematic generation of scenarios for testing and validation of automated driving systems

D Nalic, A Eichberger, G Hanzl… - 2019 ieee intelligent …, 2019 - ieeexplore.ieee.org
Due to the sheer infinite number of test scenarios for test and validation of automated
driving, stand-alone on-road testing of these systems is not reasonable, calling for the …