[PDF] Top 20 Distributed Operator Placement for IoT Data Analytics Across Edge and Cloud Resources

... placement for the dataflow between the edge and the ...the edge and the cloud ...single data source outputting data every 5 seconds, 2 sinks one located at ... Voir le document complet

... Abstract Cloud services provide users with highly reliable, scalable and flexible storage, computing and network resources in a pay-as-you-go ...model. Data storage services are gaining ... Voir le document complet

... objective for both Data Stream Processing (DSP) and Edge environments has resulted in a continuous growth of DSP deployments on Edge or Fog environments ...the Edge relies on ... Voir le document complet

... are data sources, operators, and data sinks, whereas edges represent the data streams between ...multiple data sources that produce an input data stream, operators that perform ... Voir le document complet

... of data and energy-hungry ...on Cloud infrastructures for storage and computing capabilities, transforming their architecture into more a distributed one based on edge ... Voir le document complet

... workflow and the underlying framework must be able to support running large numbers of simulations over a relatively short ...experimental data points and is used to asses model usability for ... Voir le document complet

... P.Sethi and al[ 23 ] define The Internet of Tings (IoT) as a paradigm in which objects equipped with sensors, actuators, and processors communicate with each other to serve a meaningful ...Atzori ... Voir le document complet

... optimization and estimation ...algorithm for the newsvendor problem with censored demand data (i.e., data is on sales instead of demand) based on stochastic gradient ...method for ... Voir le document complet

... less resources of soil and water, the irrigated agriculture allows us to increase the yield and the production of several crops in order to meet the high requirements of demands of food and ... Voir le document complet

... nodes and used a content size variation instead of identical ...usage and energy ...varies for each data size value. EC and LCD record the lowest energy saving among the rest of the ... Voir le document complet

... manner and hosted by different data-dependent virtual entities, it will be necessary to choose which and how services should be migrated to ensure the communication between them during the ...process ... Voir le document complet

... Keywords: Cloud computing, resource sharing, dominant resource fairness, proportional ...Introduction Cloud computing systems serve extremely diverse jobs in terms of resource requirements (CPU, RAM, ... Voir le document complet

... cuted and only support data transfers as a side effect, usually based on rudimentary mechanisms ...the data source. D-Streams [48] provides tools for scalable stream processing across ... Voir le document complet

... bandwidth and oversubscription requirements. This system must be deployed by cloud providers rather than tenants, but offers more stable workload completion times (the goal of Oktopus is to improve the ... Voir le document complet

... reliable distributed ML framework, has gained popularity in the ...workload and compute capacity. KungFu aims to provide an adaptive distributed framework [38] by allowing the training to dynamically ... Voir le document complet

... ‘Everyone’, and ‘Turtle’ (a basic ...breed across all the projects in our samples should mainly contain Procedure blocks, if they contain anything at ...common for breeds to all share the same ... Voir le document complet

... studied placement algorithms to map an ex- periment onto a set of physical machines ...physical resources of the nodes (i.e., processing and memory) and links ...nodes and links ... Voir le document complet

... Braatz, for giving me the re- search opportunity and being an exceptional mentor throughout the ...energy, and intellect in advising me was ...research and asked questions that I would have ... Voir le document complet

... by data placement, in particular data replication in distributed storage and retrieval ...A placement consists in finding a family of b subsets of V (representing the files) ... Voir le document complet

... by data placement, in particular data replication in distributed storage and retrieval ...A placement consists in finding a family of b subsets of V (representing the files) ... Voir le document complet