Auflistung Softwaretechnik-Trends 38(1) - 2018 nach Autor:in "Eberhardinger, Benedikt"
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- ZeitschriftenartikelAdaptive Tests for Adaptive Systems: The Need for New Concepts in Testing for Future Software Systems(Softwaretechnik-Trends Band 38, Heft 1, 2018) Eberhardinger, Benedikt; Seebach, Hella; Reichstaller, André; Knapp, Alexander; Reif, WolfgangSoftware testing plays a major role for engineering future systems that become more and more adaptive to their environment. In order to fulfill the high demand, test automation is needed as a keystone. However, test automation, as it is used today, is counting on captureand-replay-like scripting and is thus not able to keep up with intelligent systems. Therefore, we ask for an adaptive test automation and propose a model-based approach that enables self-awareness as well as awareness of the system under test which is used for automation of the test suites.
- ZeitschriftenartikelApplying Deep Learning For Imitating Adaptive Agent Behavior in Statistical Software Testing(Softwaretechnik-Trends Band 38, Heft 1, 2018) Reichstaller, André; Eberhardinger, Benedikt; Seebach, Hella; Knapp, Alexander; Reif, WolfgangStatistical test generation builds on profiles which describe the estimated conditions of the system under test’s environment. Such environmental profiles, however, do not directly provide us with inputs for testing particular system components, as those mostly depend on the output of others. We thus a additionally need to estimate this output if we want to maintain statistical accuracy. Instantiating this task for the isolated testing of self-organization mechanisms between adaptive agents, this paper investigates the application of deep learning techniques for imitating the agents’ output. The proposed technique is evaluated on a simulated self-organizing grid of power plants.