V&V techniques developed here are important pre-requisites for handling the online adaptive case. In particular, we describe highlights of a process guide which ...
In this paper, we report on ongoing work to develop V&V techniques and processes for NN-based safety-critical con- trol systems, in our case an aircraft flight ...
Nov 29, 2024 · Our proposed method adapts the V&V approach to minimize software erosion that occurs during DL model conversion. ... ... Validation and ...
It is, therefore, necessary to ensure a correct and safe neural network behavior before its deployment into the safety-critical system [1,5, 6, 10,12,13,14,69, ...
In order to perform all required V&V activities, the software development process (e.g.: as prescribed by IEEE standards) need to be adapted accordingly (see ...
A layered approach for ANN V&V which includes a V &V software process for pre-trained neural networks, a detailed discussion of numerical issues, ...
This thesis designs an approach to enable formal verification of vision-based lane-following controllers by first developing an end-to- end autonomous system ...
Missing: V&V | Show results with:V&V
May 31, 2024 · In this work, we develop the first verification method for continuously-actuated neural network control systems.
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We have developed a tool to measure the performance of the NN during operation by calculating a confidence interval (error bar) around the NN's output. Our tool ...
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The purpose is to describe V&V processes and methods for certification of neural networks for aerospace applications, particularly adaptive flight control ...