Abstract
Micro-Datacenters (DCs) are emerging as key en-ablers for Edge computing and 5G mobile networks by pro-viding processing power closer to IoT devices to extract timely analytic insights. However, the performance evaluation of data stream processing on micro-DCs is a daunting task due to difficulties raised by the time-consuming setup, configuration and heterogeneity of the underlying environment. To address these challenges, we introduce BenchPilot, a modular and highly customizable benchmarking framework for edge micro-DCs. BenchPilot provides a high-level declarative model for describing experiment testbeds and scenarios that automates the bench-marking process on Streaming Distributed Processing Engines (SDPEs). The latter enables users to focus on performance analysis instead of dealing with the complex and time-consuming setup. BenchPilot instantiates the underlying cluster, performs repeatable experimentation, and provides a unified monitoring stack in heterogeneous Micro-DCs. To highlight the usability of BenchPilot, we conduct experiments on two popular streaming engines, namely Apache Storm and Flink. Our experiments compare the engines based on performance, CPU utilization, energy consumption, temperature, and network I/O.
| Original language | English |
|---|---|
| Title of host publication | 2022 IEEE Symposium on Computers and Communications, ISCC 2022 |
| Publisher | Institute of Electrical and Electronics Engineers Inc. |
| ISBN (Electronic) | 9781665497923 |
| DOIs | |
| Publication status | Published - 2022 |
| Event | 27th IEEE Symposium on Computers and Communications, ISCC 2022 - Rhodes, Greece Duration: 30 Jun 2022 → 3 Jul 2022 |
Publication series
| Name | Proceedings - IEEE Symposium on Computers and Communications |
|---|---|
| Volume | 2022-June |
| ISSN (Print) | 1530-1346 |
Conference
| Conference | 27th IEEE Symposium on Computers and Communications, ISCC 2022 |
|---|---|
| Country/Territory | Greece |
| City | Rhodes |
| Period | 30/06/22 → 3/07/22 |
UN SDGs
This output contributes to the following UN Sustainable Development Goals (SDGs)
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SDG 7 Affordable and Clean Energy
Keywords
- Edge Computing
- Internet of Things
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