Holistic Integration of Emerging Supercomputing Technologies

Project Information

Hi-EST

Grant agreement ID: 639595

DOI

10.3030/639595

Project closed

EC signature date 20 February 2015

Start date 1 May 2015

End date 30 April 2020

Funded under

• EXCELLENT SCIENCE - European Research Council (ERC)

Total cost

€ 1 467 783,00

EU contribution

€ 1 467 783,00

Coordinated by

BARCELONA SUPERCOMPUTING CENTER CENTRO NACIONAL DE SUPERCOMPUTACION
Spain

CORDIS provides links to public deliverables and publications of HORIZON projects.

Links to deliverables and publications from FP7 projects, as well as links to some specific result types such as dataset and software, are dynamically retrieved from OpenAIRE .

Publications

Peer reviewed articles (11)

Improving maritime traffic emission estimations on missing data with CRBMs

Author(s): Alberto Gutierrez-Torre, Josep Ll. Berral, David Buchaca, Marc Guevara, Albert Soret, David Carrera
Published in: Engineering Applications of Artificial Intelligence, Issue 94, 2020, Page(s) 103793, ISSN 0952-1976
Publisher: Pergamon Press Ltd.
DOI: 10.1016/j.engappai.2020.103793

ALOJA: A Framework for Benchmarking and Predictive Analytics in Hadoop Deployments

Author(s): Josep Lluis Berral, Nicolas Poggi, David Carrera, Aaron Call, Rob Reinauer, Daron Green
Published in: IEEE Transactions on Emerging Topics in Computing, Issue 5/4, 2017, Page(s) 480-493, ISSN 2168-6750
Publisher: IEEE Computer Society
DOI: 10.1109/TETC.2015.2496504

Automatic Generation of Workload Profiles using Unsupervised Learning Pipelines

Author(s): David Buchaca Prats, Josep Lluis Berral, David Carrera
Published in: IEEE Transactions on Network and Service Management, Issue 4, 2018, Page(s) 1-1, ISSN 1932-4537
Publisher: Institute of Electrical and Electronics Engineers
DOI: 10.1109/TNSM.2017.2786047

A resilient and distributed near real-time traffic forecasting application for Fog computing environments

Author(s): Juan Luis Pérez, Alberto Gutierrez-Torre, Josep Ll. Berral, David Carrera
Published in: Future Generation Computer Systems, Issue 87, 2018, Page(s) 198-212, ISSN 0167-739X
Publisher: Elsevier BV
DOI: 10.1016/j.future.2018.05.013

Considerations in using OpenCL on GPUs and FPGAs for throughput-oriented genomics workloads

Author(s): Nicola Cadenelli, Zoran Jaks̆ić, Jordà Polo, David Carrera
Published in: Future Generation Computer Systems, Issue 94, 2019, Page(s) 148-159, ISSN 0167-739X
Publisher: Elsevier BV
DOI: 10.1016/j.future.2018.11.028

Real-Time Data Center's Telemetry Reduction and Reconstruction Using Markov Chain Models

Author(s): Shuja-ur-Rehman Baig, Waheed Iqbal, Josep Lluis Berral, Abdelkarim Erradi, David Carrera
Published in: IEEE Systems Journal, Issue 13/4, 2019, Page(s) 4039-4050, ISSN 1932-8184
Publisher: Institute of Electrical and Electronics Engineers
DOI: 10.1109/jsyst.2019.2918430

Adaptive Prediction Models for Data Center Resources Utilization Estimation

Author(s): Shuja-Ur-Rehman Baig, Waheed Iqbal, Josep Lluis Berral, Abdelkarim Erradi, David Carrera
Published in: IEEE Transactions on Network and Service Management, Issue 16/4, 2019, Page(s) 1681-1693, ISSN 1932-4537
Publisher: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tnsm.2019.2932840

Constant-Time Sliding Window Framework with Reduced Memory Footprint and Efficient Bulk Evictions

Author(s): Alvaro Villalba, Josep Lluis Berral, David Carrera
Published in: IEEE Transactions on Parallel and Distributed Systems, Issue 30/3, 2019, Page(s) 486-500, ISSN 1045-9219
Publisher: Institute of Electrical and Electronics Engineers
DOI: 10.1109/TPDS.2018.2868960

A highly parameterizable framework for Conditional Restricted Boltzmann Machine based workloads accelerated with FPGAs and OpenCL

Author(s): Zoran Jakšić, Nicola Cadenelli, David Buchaca Prats, Jordà Polo, Josep Lluís Berral Garcia, David Carrera Perez
Published in: Future Generation Computer Systems, Issue 104, 2020, Page(s) 201-211, ISSN 0167-739X
Publisher: Elsevier BV
DOI: 10.1016/j.future.2019.10.025

Adaptive sliding windows for improved estimation of data center resource utilization

Author(s): Shuja-ur-Rehman Baig, Waheed Iqbal, Josep Lluis Berral, David Carrera
Published in: Future Generation Computer Systems, Issue 104, 2020, Page(s) 212-224, ISSN 0167-739X
Publisher: Elsevier BV
DOI: 10.1016/j.future.2019.10.026

Sequence-to-sequence models for workload interference prediction on batch processing datacenters

Author(s): David Buchaca, Joan Marcual, Josep LLuis Berral, David Carrera
Published in: Future Generation Computer Systems, Issue 110, 2020, Page(s) 155-166, ISSN 0167-739X
Publisher: Elsevier BV
DOI: 10.1016/j.future.2020.03.058

Conference proceedings (10)

Topology-aware GPU scheduling for learning workloads in cloud environments

Author(s): Marcelo Amaral, Jordà Polo, David Carrera, Seetharami Seelam, Malgorzata Steinder
Published in: Proceedings of the International Conference for High Performance Computing, Networking, Storage and Analysis on - SC '17, Issue 1, 2017, Page(s) 1-12, ISBN 9781450351140
Publisher: ACM Press
DOI: 10.1145/3126908.3126933

The state of SQL-on-Hadoop in the cloud

Author(s): Nicolas Poggi, Josep Ll. Berral, Thomas Fenech, David Carrera, Jose Blakeley, Umar Farooq Minhas, Nikola Vujic
Published in: 2016 IEEE International Conference on Big Data (Big Data), Issue 1, 2016, Page(s) 1432-1443, ISBN 978-1-4673-9005-7
Publisher: IEEE
DOI: 10.1109/BigData.2016.7840751

A quick view on current techniques and machine learning algorithms for big data analytics

Author(s): Josep Lluis Berral-Garcia
Published in: 2016 18th International Conference on Transparent Optical Networks (ICTON), Issue 1, 2016, Page(s) 1-4, ISBN 978-1-5090-1467-5
Publisher: IEEE
DOI: 10.1109/ICTON.2016.7550517

Database Integrated Analytics Using R: Initial Experiences with SQL-Server + R

Author(s): Josep Ll. Berral, Nicolas Poggi
Published in: 2016 IEEE 16th International Conference on Data Mining Workshops (ICDMW), Issue 1, 2016, Page(s) 1-7, ISBN 978-1-5090-5910-2
Publisher: IEEE
DOI: 10.1109/ICDMW.2016.0009

Accelerating K-mer Frequency Counting with GPU and Non-Volatile Memory

Author(s): Nicola Cadenelli, Jorda Polo, David Carrera
Published in: 2017 IEEE 19th International Conference on High Performance Computing and Communications; IEEE 15th International Conference on Smart City; IEEE 3rd International Conference on Data Science and Systems (HPCC/SmartCity/DSS), Issue 1, 2017, Page(s) 434-441, ISBN 978-1-5386-2588-0
Publisher: IEEE
DOI: 10.1109/HPCC-SmartCity-DSS.2017.57

Characterizing BigBench Queries, Hive, and Spark in Multi-cloud Environments

Author(s): Nicolas Poggi, Alejandro Montero, David Carrera
Published in: Technology Conference on Performance Evaluation and Benchmarking (TPCTC 2017), Issue 1, 2017, Page(s) 55-74, ISBN 978-3-319-72400-3
Publisher: Springer International Publishing
DOI: 10.1007/978-3-319-72401-0_5

Performance Evaluation of Microservices Architectures Using Containers

Author(s): Marcelo Amaral, Jorda Polo, David Carrera, Iqbal Mohomed, Merve Unuvar, Malgorzata Steinder
Published in: 2015 IEEE 14th International Symposium on Network Computing and Applications, Issue 1, 2015, Page(s) 27-34, ISBN 978-1-5090-1849-9
Publisher: IEEE
DOI: 10.1109/NCA.2015.49

ALOJA-ML - A Framework for Automating Characterization and Knowledge Discovery in Hadoop Deployments

Author(s): Josep Lluís Berral, Nicolas Poggi, David Carrera, Aaron Call, Rob Reinauer, Daron Green
Published in: Proceedings of the 21th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining - KDD '15, Issue 1, 2015, Page(s) 1701-1710, ISBN 9781-450336642
Publisher: ACM Press
DOI: 10.1145/2783258.2788600

Performance Characterization of Spark Workloads on Shared NUMA Systems

Author(s): Shuja-ur-Rehman Baig, Marcelo Amaral, Jorda Polo, David Carrera
Published in: 2018 IEEE Fourth International Conference on Big Data Computing Service and Applications (BigDataService), Issue yearly, 2018, Page(s) 41-48, ISBN 978-1-5386-5119-3
Publisher: IEEE
DOI: 10.1109/BigDataService.2018.00015

Constant- Time Approximate Sliding Window Framework with Error Control

Author(s): Alvaro Villalba, David Carrera
Published in: 2019 IEEE 22nd International Symposium on Real-Time Distributed Computing (ISORC), Issue yearly, 2019, Page(s) 99-107, ISBN 978-1-7281-0151-4
Publisher: IEEE
DOI: 10.1109/ISORC.2019.00031

Book chapters (2)

Disaggregating Non-Volatile Memory for Throughput-Oriented Genomics Workloads

Author(s): Aaron Call, Jordà Polo, David Carrera, Francesc Guim, Sujoy Sen
Published in: Euro-Par 2018: Parallel Processing Workshops - Euro-Par 2018 International Workshops, Turin, Italy, August 27-28, 2018, Revised Selected Papers, Issue 11339, 2019, Page(s) 613-625, ISBN 978-3-030-10548-8
Publisher: Springer International Publishing
DOI: 10.1007/978-3-030-10549-5_48

Multi-tenant Pub/Sub Processing for Real-Time Data Streams

Author(s): Álvaro Villalba, David Carrera
Published in: Euro-Par 2018: Parallel Processing Workshops - Euro-Par 2018 International Workshops, Turin, Italy, August 27-28, 2018, Revised Selected Papers, Issue 11339, 2019, Page(s) 251-262, ISBN 978-3-030-10548-8
Publisher: Springer International Publishing
DOI: 10.1007/978-3-030-10549-5_20

Intellectual Property Rights

Patent (3)

FOG COMPUTING SYSTEMS AND METHODS

Application/Publication number: 20 18068367
Date: 2018-07-06
Applicant(s): BARCELONA SUPERCOMPUTING CENTER CENTRO NACIONAL DE SUPERCOMPUTACION

A COMPUTER-IMPLEMENTED AND REFERENCE-FREE METHOD FOR IDENTIFYING VARIANTS IN NUCLEIC ACID SEQUENCES

Application/Publication number: 17 714441
Date: 2017-03-30
Applicant(s): BARCELONA SUPERCOMPUTING CENTER CENTRO NACIONAL DE SUPERCOMPUTACION

DISTRIBUTED DATA STRUCTURES FOR SLIDING WINDOW AGGREGATION OR SIMILAR APPLICATIONS

Application/Publication number: 20 17063054
Date: 2017-05-30
Applicant(s): BARCELONA SUPERCOMPUTING CENTER CENTRO NACIONAL DE SUPERCOMPUTACION