“…Hence, some researchers, e.g., Dolberg et al ( 2016 ), Meng et al ( 2017 ), Chen et al ( 2018 ), Lee et al ( 2018 ), Bevi et al ( 2019 ), Bistritz and Bambos ( 2019 ), Chang et al ( 2019 ), and Li et al ( 2019 ), focus on designing edge computing architecture to achieve a high level of scalability and fast response rate, comparing with the widely deployed centralized cloud-based(IoT) solutions. Some others, e.g., Kovatsch et al ( 2012 ), Morabito and Beijar ( 2016 ), Morabito et al ( 2016 , 2017 ), Morabito ( 2017 ), Rufino et al ( 2017 ), Cheng et al ( 2018 ), Dolui and Király ( 2018 ), Mendki ( 2018 ), and Ogawa et al ( 2019 ), also works on the virtualization of edge-side gateways to enhance the flexibility of above edge computing architecture. All these works either improve the communication and computation efficacy at infrastructure level or design an edge-cloud cooperation training mechanism in which training task runs on cloud side while detection and recognition tasks are executed on the edge.…”