Abstract
In science and engineering using edge-embedded software, it is necessary to demonstrate the validity of results; therefore, the software responsible for operating an edge system is required to guarantee its own validity. The aim of this study is to guarantee the validity of the sampled-time filter and time domain as fundamental elements of autonomous edge software. This requires the update law of a sampled-time filter to be invoked once per every control cycle, which we guaranteed by using the proposed domain specific language implemented by a metaprogramming design pattern in modern C++ (C++11 and later). The time-domain elements were extracted from the software, after which they were able to be injected into the extracted software independent from the execution environment of the software. The proposed approach was shown to be superior to conventional approaches that only rely on the attention of programmers to detect design defects. This shows that it is possible to guarantee the validity of edge software by using only a general embedded programming language such as modern C++ without auxiliary verification and validation toolchains.
Subject
Artificial Intelligence,Computer Science Applications,Information Systems,Management Information Systems
Reference46 articles.
1. Chapter Computers and Risk;Leveson,1995
2. Edge Machine Learning: Enabling Smart Internet of Things Applications
3. Real-Time Information Derivation from Big Sensor Data via Edge Computing
4. AWS IoT SDKs
https://docs.aws.amazon.com/iot/latest/developerguide/iot-sdks.html
5. Understand and Use Azure IoT Hub SDKs
https://docs.microsoft.com/en-us/azure/iot-hub/iot-hub-devguide-sdks