Quality-based Workload Scaling for Real-time Streaming Systems

In this paper we propose an idea to scale workload via elastic quality of solution provided by the particular streaming applications. The contribution of this paper consists of quality-based workload scaling model, implementation details for quality assessment mechanism implemented at the top of Apache Storm and experimental evaluation of the proposed model on a synthetic and real-world (medical) examples.