Amiri-TSC-2021

Citation Author(s):
Amirali
Amiri
University of Vienna
Uwe
Zdun
University of Vienna
André
van Hoorn
University of Stuttgart
Submitted by:
Amirali Amiri
Last updated:
Tue, 05/17/2022 - 22:18
DOI:
10.21227/mahp-mw44
Research Article Link:
License:
0
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Abstract 

Context: Various patterns of dynamic routing architectures are used in service- and cloud-based environments, including sidecar-based routing, routing through a central entity such as an event store, or architectures with multiple dynamic routers. 

Objective: Choosing the wrong architecture may severely impact the reliability or performance of a software system. This article’s objective is to provide models and empirical evidence to precisely estimate the reliability and performance impacts.

Method: We propose an analytical model of request loss for reliability modeling. We studied the accuracy of this model’s predictions empirically and calculated the error rate in 200 experiment runs, during which we measured the round-trip time performance and created a performance model based on multiple regression analysis. Finally, we systematically analyzed the reliability and performance impacts and trade-offs.

Results and Conclusions: The comparison of the empirical data to the reliability model’s predictions shows a low enough and converging error rate for using the model during system architecting. The predictions of the performance model show that distributed approaches for dynamic data routing have a better performance compared to centralized solutions. Our results provide important new insights on dynamic routing architecture decisions to precisely estimate the trade-off between system reliability and performance.

Instructions: 

 
The top folder consists of

1) code: you can find the code to redo the experiment here. 

2) plots: plots of performance and reliability distributions of data.

3) results: the log of all 200 experiment runs.

Follow the README files in each folder for more information.