IEEE Internet Computing · 2017 · 224 citations · 11 references
ComputingCloud ComputingComputer SystemsCloud InfrastructureEdge ComputingServerless ComputingEdge AnalyticsEdge Computing InfrastructureEdge InfrastructureEdge-cloud ArchitectureServerless ArchitectureServerless InfrastructureEdge Analytics PlatformsEdge Data ManagementEdge IntelligenceReal-time Data AnalyticsServerless AnalyticsServerless Data ProcessingServerless Edge ComputingUse Case Scenarios
Current cloud‑supported edge analytics rely on rigid bottom‑up methods that ignore data origin, forcing developers to craft ad hoc solutions for each edge device. The study proposes a serverless edge‑data analytics platform to enable real‑time analytics in edge computing. The platform is built on a serverless architecture with an application model that addresses design requirements and challenges illustrated by real‑life healthcare use cases.
Contemporary solutions for cloud-supported, edge-data analytics mostly apply analytics techniques in a rigid bottom-up approach, regardless of the data's origin. Typically, data are generated at the edge of the infrastructure and transmitted to the cloud, where traditional data analytics techniques are applied. Currently, developers are forced to resort to ad hoc solutions specifically tailored for the available infrastructure (for example, edge devices) when designing, developing, and operating the data analytics applications. Here, a novel approach implements cloud-supported, real-time data analytics in edge-computing applications. The authors introduce their serverless edge-data analytics platform and application model and discuss their main design requirements and challenges, based on real-life healthcare use case scenarios.
11
Fog computing and its role in the internet of things
Flavio Bonomi, Rodolfo Milito, Jiang Zhu et al. · 2012 · 6K citations · Full text
The Emergence of Edge Computing
Mahadev Satyanarayanan · Computer · 2017 · 2.5K citations
Sanjeev Kulkarni, Nikunj Bhagat, Maosong Fu et al. · 2015 · 547 citations · Full text
Edge Analytics in the Internet of Things
Mahadev Satyanarayanan, Pieter Simoens, Yu Xiao et al. · IEEE Pervasive Computing · 2015 · 431 citations · Full text