The goal of NEARDATA is to create an extreme data infrastructure mediating data flows between Object Storage and Data Analytics platforms across the Compute Continuum.
Research Group:
Data Centric Computing
Researcher/s:
Aaron Call
Description:
Type of asset:
Category:
Problem:
To create and standardize secured methods to move and process exa-scale health data from the edge to the cloud. This data is highly confidential (health data) thus ensuring confidential transfers is a must as well as challenging.
Solution:
Our novel XtremeDataHub platform is an intermediary data service that intercepts and optimises data flows (S3 API, stream APIs) with highperformance near-data connectors (Cloud/Edge). Finally, our unique Data Broker service will provide secure data access and orchestration of dispersed data sources thanks to TEEs and federated learning architectures.
Aplication areas:
To allow efficient distribution of health data to sequence the genome and better understand human DNA. Create generalised machine-learning models that can aid surgeons during surgery and allow video data to be analysed in real-time and with low latency. Expand the analysis of metabolomics raw data and boost external access and efficient re-use of open data.
Novelty:
Create a novel intermediary data service (XtremeDataHub) providing serverless data connectors that optimize data management operations (partitioning, filtering, transformation, aggregation) and interactive queries (search, discovery, matching, multi-object queries) to efficiently present data to analytics platforms. As a second novelty mechanisms to enable real-time streaming and processing of health data will be provided. Finally, a novel data broker service enabling trustworthy data sharing and confidential orchestration of data pipelines across the compute continuum will be created.
Protection:
Open-source licenses and open-data repositories.
Target market:
Universities, hospitals, health institutes, SME with expertise on security and confidentiality.
Keywords:
TRL: 3
CRL: N/A
BRL: N/A
IPRL: N/A
TmRL: N/A
FRL: N/A
More information
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