A Framework for Testing Chemical Reaction Networks

Michael C. Gerten
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Abstract

The use of non-traditional computing devices is growing rapidly. One paradigm of interest is chemical reaction networks (CRNs) which can model and use chemical interactions for computation. These CRNs are used to develop programs at the nanoscale for applications such as intelligent drug delivery. In practice, these programs are developed in simulation environments, and then compiled into physical systems. A challenge when designing CRNs for computation is the lack of techniques to verify and validate correctness. In this work, we adapt software testing and repair techniques for use in this domain. In initial work, we designed a testing framework to handle the challenges presented by CRN programs; this includes distributed computation and stochastic behavior. We extended this framework to implement automated program repair of CRN models and automated test generation via program invariants. For future work, we will develop a notion of fault localization for these programs, develop a theory of mutation generation, and address issues regarding flakiness present in this computing paradigm.
测试化学反应网络的框架
非传统计算设备的使用正在迅速增长。一个有趣的范例是化学反应网络(crn),它可以模拟和使用化学相互作用进行计算。这些crn被用于开发纳米级应用程序,如智能药物输送。在实践中,这些程序是在模拟环境中开发的,然后编译成物理系统。设计用于计算的crn时面临的一个挑战是缺乏验证和验证正确性的技术。在这项工作中,我们将软件测试和修复技术应用于这个领域。在最初的工作中,我们设计了一个测试框架来处理CRN程序带来的挑战;这包括分布式计算和随机行为。我们扩展了这个框架,通过程序不变量实现CRN模型的自动程序修复和自动测试生成。在未来的工作中,我们将为这些程序开发故障定位的概念,开发突变产生的理论,并解决有关这种计算范式中存在的片状问题。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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