Big data pRocessing and Artificial Intelligence at the Network Edge

Leistungen

First project report on the status of WP3

This deliverable will be the first technical report that communicates the detailed status of all the tasks, the indicators that show how much progress has been achieved with regard to the completion of the deliverables, the limitations, as well as the potential changes in the plans and the corrective actions taken (if needed) to compensate for the deviations.

O-RAN physical demonstration in BRAINE

Report on the implementation and performance of the ORAN implementation on the EMDC environment This deliverable will provide demonstration of 5G vRAN prototype for EMDC cooperating with remote radio head to validate proposed architecture

Final project report on the status of WP3 - Part 1

This deliverable will be the technical report that communicates the final outcome of WP3 (Part 1). This includes the following sections and results: (1) Mapping of AI data-processing workloads in Edge Nodes (VMware)This deliverable section consists of API specifications, implementation, and endpoints, for vertical and horizontal communication interfaces and execution between edge nodes, as well as a distributed Knowledge Base service for data propagation in edge nodes.(2) Blockchain algorithms for resource collaboration (IMC)This deliverable section consists of adaptations and optimizations to Byzantine agreement protocols used in KB from D3.1.2 based on findings of physical broadcast effects on edge resources collaboration.(3) Repository of the edge node capabilities (VMware)This deliverable section is a software system providing a service that represents a repository of edge node capabilities derived from instrumentation, monitoring, and classification sources.

Dissemination strategy

This report lies down the dissemination plans for BRAINE.

First report on the status of WP4

This deliverable will be the first technical report that communicates the detailed status of all the tasks, the indicators that show how much progress has been achieved with regard to the completion of the deliverables, the limitations, as well as the potential changes in the plans and the corrective actions taken (if needed) to compensate for the deviations.

BRAINE test and validation Cycle 2

Report on the validation of the BRAINE 2.0 integrated solution

Final project report on the status of WP4 - Part 1

This deliverable will be the technical report that communicates the final outcome of WP4 (part 1). This includes the following sections and results: (1) A data management framework for AI environments (UCC)This deliverable section will be a software system that provides applications at the edge nodes with access to data while ensuring data availability, co-location, replication, provenance and other capabilities as defined in the task.(2) Encapsulation of data sovereignty with data access APIs (LUH)This deliverable section will be a software system that is able to encapsulate a given dataset so that its usages are defined, agreed upon in advance, and controlled during the utilization time. The software guarantees that the data can only be used for the purposes defined and only by the target audience. The software provides access to the contained data only through its defined APIS.(3) Data handling in edge nodes (NEC)This deliverable section will consist of dataset generation to serve as inputs for AI-bound use cases, as well as software systems for their resource-efficient ingestion and processing at the edge.(4) vRAN optimizations based on AI/ML use-cases analysis (ISW)This deliverable section will identify optimization strategies for vRAN, based on the contextual information produced by the AI/ML models delivered in the work package.

Second project report on the status of WP2

This deliverable will be the second technical report that communicates the detailed status of all the tasks the indicators that show how much progress has been achieved with regard to the completion of the deliverables the limitations as well as the potential changes in the plans and the corrective actions taken if needed to compensate for the deviations

Second report on the status of WP4

This deliverable will be the second technical report that communicates the detailed status of all the tasks the indicators that show how much progress has been achieved with regard to the completion of the deliverables the limitations as well as the potential changes in the plans and the corrective actions taken if needed to compensate for the deviations

Report on dissemination and standardization activities at M24

This deliverable will include the following sections1 Global Dissemination Report and Exploitation Factsheet 2 SSSAThis report highlights the dissemination efforts and outcome of activities during the second year of the project2 Development report of standards in edge computing and AI SIC M24This report highlights the standardization efforts and outcome of activities during the second year of the project

BRAINE smart cities use case

Final report on the validation of the BRAINE solution on the smart cities use case

BRAINE healthcare assisted living use case

Final report on the validation of the BRAINE solution on the healthcare assisted living use case

Infrastructure linking in BRAINE use case test facilities

Report on the lab infrastructures and capabilities for test validation required to conduct the use cases in BRAINE

Final project report on the status of WP2 - Part 1

D2.3. Final project report on the status of WP2 – Part 1(MLNX,M34)This deliverable will be the technical report that communicates the final outcome of WP2 Tasks (Part 2). This includes the following sections and results:(1) Offloading apps and AI. Here the following artefacts will be delivered:● The data format of the offloading apps that considers the policies and underlying (smart)-NIC● The transformations of the chosen intrusion detection policies to a set of Edge Network Functions.● The formulation of an optimal NF placement mechanism● The prototype of an appropriate constraint satisfaction-solver● The implementation of the policy and requirement enforcer that is able to monitor and verify the execution behaviour and communication patterns between a set of network devices.(2) Support of secure 5G by an edge node (ISW)This deliverable section will focus on the following contributions:● Secure edge node design for low latency communication will be proposed● Fiber and wireless connectivity will be studied● Most demanding radio protocol stack suitable for micro-data center will be identified based on possible 3GPP split option● RRM mechanisms considering hierarchy of data centers (EMDC and central one) will be studied to support KPIs for benefit of 5G implementation(3) Crypto-acceleration for secure edge node communications (MLNX)A set of pluggable HW&SW that add security at low cost to the communication between the nodes in a network as well as between the network and external entities. An implementation of a crypto-acceleration approach that secures edge node communications with low-latency for AI-related communications will also be delivered.

Final project report on the status of WP4 - Part 2

This deliverable will be the technical report that communicates the final outcome of WP4 (part 2). This includes the following sections and results: (1) Workflow definition language and authoring tool WP4 (ECC)This deliverable section provides a working ontology, suitable to describe data workflows as well as an authoring tool to visually create these workflows.(2) Flow-based telemetry with ML-based network analyzers (MLNX)This deliverable section is a software system providing a framework for telemetry collection of specific network infrastructure metrics, effectively streaming selected measurements to ML-powered network analyzers.

Final project report on the status of WP3 - Part 2

This deliverable will be the technical report that communicates the final outcome of WP3 (Part 2). This includes the following sections and results: (1) AI-based workload placement in an edge environment (LUH)This deliverable section is a trained AI software (and documentation) that accepts workloads and chooses the node(s) that should accept and execute the workload. Its decision will be based on the available data about the resources, priorities, and other constraints.(2) Improved scalability, predictability and stability for edge nodes SLAs (SSSA)This deliverable section is a set of ML model and a software service that provides forecasts of and actions based on the availability of edge nodes according to models of traffic, connectivity, and workload behaviour.(3) DevOps for edge computing supporting AI (ECC)This deliverable section provides an interface application service that allows access to the work and data flows, operations, control logics and knowledge graphs.(4) Monitoring and SLA broker incorporation for transparency and enforcement (DELL)This deliverable section is a software system that is part of monitoring infrastructure through an agent that provides resource metrics and is able to enforce corrective actions to provide SLA KPIs.

First project report on the status of WP2

This deliverable will be the first technical report that communicates the detailed status of all the tasks, the indicators that show how much progress has been achieved with regard to the completion of the deliverables, the limitations, as well as the potential changes in the plans and the corrective actions taken (if needed) to compensate for the deviations.

BRAINE industry 4.0 use case

Final report on the validation of the BRAINE solution on the industry 4.0 use case

Second project report on the status of WP3

This deliverable will be the second technical report that communicates the detailed status of all the tasks the indicators that show how much progress has been achieved with regard to the completion of the deliverables the limitations as well as the potential changes in the plans and the corrective actions taken if needed to compensate for the deviations

Final report on dissemination and standardization

This deliverable will include the following sections:(1) Final Standards and Recommendation Report (SIC)This report highlights the standardization efforts and outcome of activities during the lifetime of the project.(2) Final Global Dissemination Factsheet (SSSA)This report highlights the dissemination efforts and outcome of activities during the third year of the project

BRAINE robotics use case

Final report on the validation of the BRAINE solution on the robotics use case

Impact of ethics in Edge technologies enabling AI

This deliverable will report on the preliminary requirements and impact of ethics in Edge technologies enabling AI

Final project report on the status of WP2 - Part 2

D2.4. Final project report on the status of WP2 – Part 2 (MLNX,M41)This deliverable will be the technical report that communicates the final outcome of WP2 Tasks (Part 2). This includes the following subsections and results:BRAINE Edge Micro Data Center (EMDC) prototype description and performance assessment. The prototype includes:(1) Integrated switch into EMDC motherboard (section editor: PCB). An integrated /software switch will be delivered along with all the reports and analyses obtained from high-speed simulations, thermal analysis, and latency-bounded service requirement analysis. The artefact design documents, PCBs, firmware image, and APIs.(2) Integration of HW/SW of EMDC enabling AI (CNIT). The software is packaged in unified extensible firmware interface (UEFI), board support package (BSP), and a Programmable system on a chip (Psoc.). SW API defined.(3) FPGA hardware accelerated AI application and OpenCL program for Low-PHY.

Functional requirements for BRAINE infrastructure and platform service

Report on the final requirements and KPIs of the whole BRAINE project, including the use cases

BRAINE test and validation Cycle 1

Report on the validation of the BRAINE 10 integrated solution

Dissemination Report and Factsheet

This report highlights the dissemination efforts and outcome of activities during the first year of the project

Veröffentlichungen

Augmented In-Band Telemetry to the User Equipment for Beyond 5G Converged Packet-Optical Networks

Autoren: D. Scano, F. Paolucci, K. Kondepu, A. Sgambelluri, L. Valcarenghi, P. Castoldi, F. Cugini
Veröffentlicht in: 2020 European Conference on Optical Communications (ECOC), 2020, Seite(n) 1-4, ISBN 978-1-7281-7361-0
Herausgeber: IEEE
DOI: 10.1109/ecoc48923.2020.9333353

Re-architecting Traffic Analysis with Neural Network Interface Cards

Autoren: Giuseppe Siracusano, NEC Laboratories Europe; Salvator Galea, University of Cambridge; Davide Sanvito, NEC Laboratories Europe; Mohammad Malekzadeh, Imperial College London; Gianni Antichi, Queen Mary University of London; Paolo Costa, Microsoft Research; Hamed Haddadi, Imperial College London; Roberto Bifulco, NEC Laboratories Europe
Veröffentlicht in: USENIX NSDI '22, Ausgabe April 2022, 2022, ISBN 978-1-939133-27-4
Herausgeber: USENIX

hXDP: Efficient Software Packet Processing on FPGA NICs

Autoren: Brunella, M. S.; Belocchi, G.; Marco Bonola; Pontarelli, S.; Siracusano, G.; Bianchi, G.; Cammarano, A.; Palumbo, A.; Petrucci, L.; Bifulco, R.
Veröffentlicht in: Scopus - Elsevier, Ausgabe 2, 2020
Herausgeber: Usenix

Telemetry in Disaggregated Optical Networks

Autoren: Francesco Paolucci, Andrea Sgambelluri
Veröffentlicht in: 2020 International Conference on Optical Network Design and Modeling (ONDM), 2020, Seite(n) 1-3, ISBN 978-3-903176-21-8
Herausgeber: IEEE
DOI: 10.23919/ondm48393.2020.9132992

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