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ALOHA SIGNED

software framework for runtime-Adaptive and secure deep Learning On Heterogeneous Architectures

Total Cost €

EC-Contrib. €

Partnership

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Outcomes and
results

ALOHA project word cloud

Explore the words cloud of the ALOHA project. It provides you a very rough idea of what is the project "ALOHA" about.

energy inference paradigm algorithms coexist deployment consumption smart intelligence middleware recognition adoption scope automation designed adaptivity severe line architecture computing algorithm industry architectures mapping identification productivity savings porting limitations dl programming performance unaffordable primitives edge smes automating aloha tools surveillance tool heterogeneous learning flow considering precision software optimized security tight constraints scheduling nevertheless deep moved power unfortunately efficient skills parallel shift medical pervasive classification artificial platforms extremely instrument device starting posing markets platform extensibility optimize execute midcaps domains effort vast

Project "ALOHA" data sheet

The following table provides information about the project.

Coordinator	STMICROELECTRONICS SRL Organization address address: VIA C.OLIVETTI 2 city: AGRATE BRIANZA postcode: 20864 website: www.st.com contact info title: n.a. name: n.a. surname: n.a. function: n.a. email: n.a. telephone: n.a. fax: n.a.
Coordinator Country	Italy [IT]
Project website	https://www.aloha-h2020.eu/
Total cost	5˙976˙415 €
EC max contribution	5˙976˙415 € (100%)
Programme	1. H2020-EU.2.1.1. (INDUSTRIAL LEADERSHIP - Leadership in enabling and industrial technologies - Information and Communication Technologies (ICT))
Code Call	H2020-ICT-2017-1
Funding Scheme	RIA
Starting year	2018
Duration (year-month-day)	from 2018-01-01 to 2020-12-31

Partnership

Take a look of project's partnership.

#	participants	country	role	EC contrib. [€]
1	STMICROELECTRONICS SRL STMICROELECTRONICS SRL Organization address address: VIA C.OLIVETTI 2 city: AGRATE BRIANZA postcode: 20864 website: www.st.com contact info title: n.a. name: n.a. surname: n.a. function: n.a. email: n.a. telephone: n.a. fax: n.a.	IT (AGRATE BRIANZA)	coordinator	879˙950.00
2	IBM ISRAEL - SCIENCE AND TECHNOLOGY LTD IBM ISRAEL - SCIENCE AND TECHNOLOGY LTD Organization address address: 94 DERECH EM-HAMOSHAVOT city: PETACH TIKVA postcode: 49527 website: www.haifa.il.ibm.com contact info title: n.a. name: n.a. surname: n.a. function: n.a. email: n.a. telephone: n.a. fax: n.a.	IL (PETACH TIKVA)	participant	838˙675.00
3	UNIVERSITA DEGLI STUDI DI CAGLIARI UNIVERSITA DEGLI STUDI DI CAGLIARI Organization address address: VIA UNIVERSITA 40 city: CAGLIARI postcode: 9124 website: n.a. contact info title: n.a. name: n.a. surname: n.a. function: n.a. email: n.a. telephone: n.a. fax: n.a.	IT (CAGLIARI)	participant	631˙987.00
4	EIDGENOESSISCHE TECHNISCHE HOCHSCHULE ZUERICH EIDGENOESSISCHE TECHNISCHE HOCHSCHULE ZUERICH Organization address address: Raemistrasse 101 city: ZUERICH postcode: 8092 website: https://www.ethz.ch/de.html contact info title: n.a. name: n.a. surname: n.a. function: n.a. email: n.a. telephone: n.a. fax: n.a.	CH (ZUERICH)	participant	481˙250.00
5	SOFTWARE COMPETENCE CENTER HAGENBERG GMBH SOFTWARE COMPETENCE CENTER HAGENBERG GMBH Organization address address: SOFTWAREPARK 21 city: HAGENBERG postcode: 4232 website: n.a. contact info title: n.a. name: n.a. surname: n.a. function: n.a. email: n.a. telephone: n.a. fax: n.a.	AT (HAGENBERG)	participant	361˙333.00
6	SYSTHMATA YPOLOGISTIKIS ORASHS IRIDA LABS AE SYSTHMATA YPOLOGISTIKIS ORASHS IRIDA LABS AE Organization address address: MAGOULA city: RIO postcode: 26500 website: www.iridalabs.gr contact info title: n.a. name: n.a. surname: n.a. function: n.a. email: n.a. telephone: n.a. fax: n.a.	EL (RIO)	participant	357˙500.00
7	UNIVERSITEIT VAN AMSTERDAM UNIVERSITEIT VAN AMSTERDAM Organization address address: SPUI 21 city: AMSTERDAM postcode: 1012WX website: www.uva.nl contact info title: n.a. name: n.a. surname: n.a. function: n.a. email: n.a. telephone: n.a. fax: n.a.	NL (AMSTERDAM)	participant	352˙687.00
8	PKE HOLDING AG PKE HOLDING AG Organization address address: COMPUTERSTRASSE 6 city: WIEN postcode: 1100 website: n.a. contact info title: n.a. name: n.a. surname: n.a. function: n.a. email: n.a. telephone: n.a. fax: n.a.	AT (WIEN)	participant	322˙392.00
9	UNIVERSITEIT LEIDEN UNIVERSITEIT LEIDEN Organization address address: RAPENBURG 70 city: LEIDEN postcode: 2311 EZ website: www.universiteitleiden.nl contact info title: n.a. name: n.a. surname: n.a. function: n.a. email: n.a. telephone: n.a. fax: n.a.	NL (LEIDEN)	participant	321˙625.00
10	SANTER REPLY SPA SANTER REPLY SPA Organization address address: VIA ROBERT KOCH 1/4 city: MILANO postcode: 20152 website: n.a. contact info title: n.a. name: n.a. surname: n.a. function: n.a. email: n.a. telephone: n.a. fax: n.a.	IT (MILANO)	participant	303˙991.00
11	MEDYMATCH TECHNOLOGY LTD MEDYMATCH TECHNOLOGY LTD Organization address address: ALON YIGAL 76 city: TEL AVIV postcode: 6706701 website: n.a. contact info title: n.a. name: n.a. surname: n.a. function: n.a. email: n.a. telephone: n.a. fax: n.a.	IL (TEL AVIV)	participant	301˙500.00
12	PLURIBUS ONE SRL PLURIBUS ONE SRL Organization address address: VIA VINCENZO BELLINI 9 city: CAGLIARI postcode: 9128 website: n.a. contact info title: n.a. name: n.a. surname: n.a. function: n.a. email: n.a. telephone: n.a. fax: n.a.	IT (CAGLIARI)	participant	250˙000.00
13	UNIVERSIDAD POMPEU FABRA UNIVERSIDAD POMPEU FABRA Organization address address: PLACA DE LA MERCE, 10-12 city: BARCELONA postcode: 8002 website: www.upf.edu contact info title: n.a. name: n.a. surname: n.a. function: n.a. email: n.a. telephone: n.a. fax: n.a.	ES (BARCELONA)	participant	246˙312.00
14	UNIVERSITA DEGLI STUDI DI SASSARI UNIVERSITA DEGLI STUDI DI SASSARI Organization address address: PIAZZA UNIVERSITA 21 city: SASSARI postcode: 7100 website: www.uniss.it contact info title: n.a. name: n.a. surname: n.a. function: n.a. email: n.a. telephone: n.a. fax: n.a.	IT (SASSARI)	participant	217˙000.00
15	CA TECHNOLOGIES DEVELOPMENT SPAIN SA CA TECHNOLOGIES DEVELOPMENT SPAIN SA Organization address address: PLAZA DE LA PAU SN WTC ALAMEDA PARK EDIFICIO 2 PLANTA 4 city: CORNELLA DE LLOBREGAT BARCELONA postcode: 8940 website: n.a. contact info title: n.a. name: n.a. surname: n.a. function: n.a. email: n.a. telephone: n.a. fax: n.a.	ES (CORNELLA DE LLOBREGAT BARCELONA)	participant	110˙210.00

Map

Project objective

Deep Learning (DL) algorithms are an extremely promising instrument in artificial intelligence, achieving very high performance in numerous recognition, identification, and classification tasks. To foster their pervasive adoption in a vast scope of new applications and markets, a step forward is needed towards the implementation of the on-line classification task (called inference) on low-power embedded systems, enabling a shift to the edge computing paradigm. Nevertheless, when DL is moved at the edge, severe performance requirements must coexist with tight constraints in terms of power/energy consumption, posing the need for parallel and energy-efficient heterogeneous computing platforms. Unfortunately, programming for this kind of architectures requires advanced skills and significant effort, also considering that DL algorithms are designed to improve precision, without considering the limitations of the device that will execute the inference. Thus, the deployment of DL algorithms on heterogeneous architectures is often unaffordable for SMEs and midcaps without adequate support from software development tools. The main goal of ALOHA is to facilitate implementation of DL on heterogeneous low-energy computing platforms. To this aim, the project will develop a software development tool flow, automating: • algorithm design and analysis; • porting of the inference tasks to heterogeneous embedded architectures, with optimized mapping and scheduling; • implementation of middleware and primitives controlling the target platform, to optimize power and energy savings. During the development of the ALOHA tool flow, several main features will be addressed, such as architecture-awareness (the features of the embedded architecture will be considered starting from the algorithm design), adaptivity, security, productivity, and extensibility. ALOHA will be assessed over three different use-cases, involving surveillance, smart industry automation, and medical application domains

Deliverables

List of deliverables.
Report on tool flow integration	Documents, reports	2020-01-14 15:01:00
Report on the exploitation activities	Documents, reports	2020-01-14 15:01:15
Open Data Management Plan â€“ First Update	Open Research Data Pilot	2020-01-14 15:01:02
First release of the automated tool for application partitioning and mapping	Demonstrators, pilots, prototypes	2020-01-14 15:01:14
Second progress and management report	Documents, reports	2020-01-14 15:00:58
First release of the hardware abstraction layer utilities	Demonstrators, pilots, prototypes	2020-01-14 15:01:15
Plan for the dissemination and communication - First Update	Documents, reports	2020-01-14 15:01:16
Report on hardware abstraction layer techniques â€“ Update	Documents, reports	2020-01-14 15:01:17
Report on automated application partitioning and mapping â€“ Update	Documents, reports	2020-01-14 15:01:13
Dissemination and communication report	Documents, reports	2020-01-14 15:00:58
Exploitation plan â€“ First Update	Documents, reports	2020-01-14 14:24:29
Report on automated algorithm configuration â€“ Update	Documents, reports	2020-01-14 15:02:05
First release of the automated algorithm configuration tool	Demonstrators, pilots, prototypes	2020-01-14 15:01:14
Report on hardware abstraction layer techniques	Documents, reports	2019-10-02 13:38:37
Project quality handbook	Documents, reports	2019-10-02 13:38:37
Report on general specifications and interface definition	Documents, reports	2019-10-02 13:38:37
Kick-off progress report	Documents, reports	2019-10-02 13:38:37
Plan for the dissemination and communication	Documents, reports	2019-10-02 13:38:37
Report on automated algorithm configuration	Documents, reports	2019-10-02 13:38:37
First progress and management report	Documents, reports	2019-10-02 13:38:37
Report on automated application partitioning and mapping	Documents, reports	2019-10-02 13:38:37
Project digital presence	Demonstrators, pilots, prototypes	2019-10-02 13:38:37
Open Data Management Plan	Open Research Data Pilot	2019-10-02 13:38:37
Exploitation plan	Documents, reports	2019-10-02 13:38:37

Take a look to the deliverables list in detail: detailed list of ALOHA deliverables.

Publications

List of publications.
year	authors and title	journal	last update
2018	Battista Biggio, Fabio Roli Wild patterns: Ten years after the rise of adversarial machine learning published pages: 317-331, ISSN: 0031-3203, DOI: 10.1016/j.patcog.2018.07.023	Pattern Recognition 84	2019-10-02
2019	Lin Li, Carlo Sau, Tiziana Fanni, Jingui Li, Timo Viitanen, FranÃ§ois Christophe, Francesca Palumbo, Luigi Raffo, Heikki Huttunen, Jarmo Takala, Shuvra S. Bhattacharyya An integrated hardware/software design methodology for signal processing systems published pages: 1-19, ISSN: 1383-7621, DOI: 10.1016/j.sysarc.2018.12.010	Journal of Systems Architecture 93	2019-10-02

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