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Employment (2)

University of Bologna: Bologna, IT

2020-11-01 to present | PhD student (Department of Electrical, Electronic and Information Engineering "Guglielmo Marconi")
Employment
Source: Self-asserted source
Martin Molan

Alma Mater Studiorum Universita' di Bologna: Bologna, Emilia-Romagna, IT

2020-11-01 to present | Dottorandi (DIPARTIMENTO DI INGEGNERIA DELL'ENERGIA ELETTRICA E DELL'INFORMAZIONE "GUGLIELMO MARCONI")
Employment
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Alma Mater Studiorum Università di Bologna - IRIS

Works (16)

GRAAFE: GRaph Anomaly Anticipation Framework for Exascale HPC systems

Future Generation Computer Systems
2024-11 | Journal article
DOI: 10.1016/j.future.2024.06.032
Contributors: Martin Molan; Mohsen Seyedkazemi Ardebili; Junaid Ahmed Khan; Francesco Beneventi; Daniele Cesarini; Andrea Borghesi; Andrea Bartolini
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Crossref
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LIDAROC: Realistic LiDAR Cover Contamination Dataset for Enhancing Autonomous Vehicle Perception Reliability

IEEE Sensors Letters
2024-09 | Journal article
DOI: 10.1109/LSENS.2024.3434624
Contributors: Grafika Jati; Martin Molan; Francesco Barchi; Andrea Bartolini; Giuseppe Mercurio; Andrea Acquaviva
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Crossref

TinyLid: a RISC-V accelerated Neural Network For LiDAR Contaminant Classification in Autonomous Vehicle

2024-05-07 | Conference paper
DOI: 10.1145/3649153.3649201
Contributors: Grafika Jati; Martin Molan; Francesco Barchi; Andrea Bartolini; Andrea Acquaviva
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Crossref
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AutoGrAN: Autonomous Vehicle LiDAR Contaminant Detection using Graph Attention Networks

2024-01-01 | Conference paper
DOI: 10.1145/3629527.3652896
HANDLE: 11585/969960
EID:

2-s2.0-85193985707

WOSUID:

WOS:001227617500025
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Alma Mater Studiorum Università di Bologna - IRIS
grade
Preferred source (of 2)‎

ExaQuery: Proving Data Structure to Unstructured Telemetry Data in Large-Scale HPC

2024-01-01 | Conference paper
DOI: 10.1145/3629527.3652898
HANDLE: 11585/993116
EID:

2-s2.0-85193951397

WOSUID:

WOS:001227617500027
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Alma Mater Studiorum Università di Bologna - IRIS
grade
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Exploring the Utility of Graph Methods in HPC Thermal Modeling

2024-01-01 | Conference paper
DOI: 10.1145/3629527.3652895
HANDLE: 11585/1005028
EID:

2-s2.0-85193934087

WOSUID:

WOS:001227617500024
Source: check_circle
Alma Mater Studiorum Università di Bologna - IRIS
grade
Preferred source (of 2)‎

Graph Neural Networks for Anomaly Anticipation in HPC Systems

2023-01-01 | Conference paper
DOI: 10.1145/3578245.3585335
HANDLE: 11585/952312
EID:

2-s2.0-85158852071
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Alma Mater Studiorum Università di Bologna - IRIS
grade
Preferred source (of 2)‎

M100 ExaData: a data collection campaign on the CINECA's Marconi100 Tier-0 supercomputer

2023-01-01 | Journal article
DOI: 10.1038/s41597-023-02174-3
HANDLE: 11585/952314
EID:

2-s2.0-85159763037

PMID: 37202400
WOSUID:

WOS:000992447400002
Source: check_circle
Alma Mater Studiorum Università di Bologna - IRIS

Machine Learning Methodologies to Support HPC Systems Operations: Anomaly Detection

2023-01-01 | Conference paper
DOI: 10.1007/978-3-031-31209-0_24
HANDLE: 11585/952304
EID:

2-s2.0-85161389021
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Alma Mater Studiorum Università di Bologna - IRIS
grade
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Model for Quantitative Estimation of Functionality Influence on the Final Value of a Software Product

2023-01-01 | Journal article
DOI: 10.1109/ACCESS.2023.3325338
HANDLE: 11585/952307
EID:

2-s2.0-85174798702

WOSUID:

WOS:001095973400001
Source: check_circle
Alma Mater Studiorum Università di Bologna - IRIS
grade
Preferred source (of 2)‎

RUAD: Unsupervised anomaly detection in HPC systems

2023-01-01 | Journal article
DOI: 10.1016/j.future.2022.12.001
HANDLE: 11585/912941
EID:

2-s2.0-85144310165

WOSUID:

WOS:000906476700001
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Alma Mater Studiorum Università di Bologna - IRIS
grade
Preferred source (of 2)‎

The Graph-Massivizer Approach Toward a European Sustainable Data Center Digital Twin

2023-01-01 | Conference paper
DOI:

11585/962683

HANDLE: 11585/962683
EID:

11585/962683

WOSUID:

11585/962683
Source: check_circle
Alma Mater Studiorum Università di Bologna - IRIS

Anomaly Detection and Anticipation in High Performance Computing Systems

IEEE Transactions on Parallel and Distributed Systems
2022-04-01 | Journal article
DOI: 10.1109/tpds.2021.3082802
Part of ISSN: 1045-9219
Part of ISSN: 1558-2183
Part of ISSN: 2161-9883
Source: Self-asserted source
Martin Molan
grade
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Analysing Supercomputer Nodes Behaviour with the Latent Representation of Deep Learning Models

2022-01-01 | Conference paper
DOI: 10.1007/978-3-031-12597-3_11
HANDLE: 11585/894555
EID:

2-s2.0-85135811012

WOSUID:

WOS:000851326500011
Source: check_circle
Alma Mater Studiorum Università di Bologna - IRIS
grade
Preferred source (of 2)‎

Semi-supervised anomaly detection on a Tier-0 HPC system

2022-01-01 | Conference paper
DOI: 10.1145/3528416.3530867
HANDLE: 11585/901546
EID:

2-s2.0-85130681589

WOSUID:

WOS:000934076200030
Source: check_circle
Alma Mater Studiorum Università di Bologna - IRIS

An Explainable Model for Fault Detection in HPC Systems

2021-01-01 | Conference paper
DOI: 10.1007/978-3-030-90539-2_25
HANDLE: 11585/844129
EID:

2-s2.0-85119866819

WOSUID:

WOS:000763168300028
Source: check_circle
Alma Mater Studiorum Università di Bologna - IRIS
grade
Preferred source (of 2)‎
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