The features of the architecture that will execute the inference are taken into account during the whole development process, starting from the early stages such as pre-training hyperparameter optimization and algorithm configuration.
The tool flow implements support for agile development methodologies, to be easily adopted by SMEs and midcaps.
The development process considers that the system should adapt to different operating modes at runtime.
The development process is conceived to support novel processing platforms to be exploitable beyond the end of the project.
The development process automates the introduction of algorithm features and programming techniques improving the resilience of the system to attacks.
In DL, good precision levels can be also obtained using algorithms with reduced complexity. All the optimization utilities in the ALOHA tool flow will consider the effects of algorithm simplification on precision, execution time, energy and power.
The video presents the initial version of the smart industry demonstrator, where Deep Learning is used for speech recognition. Santer Reply, responsible for this this use case, realized, using the ALOHA toolflow, an embedded keyword spotting system to control a robot without relying on a cloud backend.
Video by Cristina Chesta, Santer Reply.
SINNOVA is the most important Sardinian exhibition dedicated to innovation, organized every year in Cagliari (Italy). More than 150 exhibitors, among innovative ICT companies, universities, investors, present their products and the results of their research activities.
UNICA and Pluribus One presented their research activities and the goals of the ALOHA project at the 7thrd edition of SINNOVA (Cagliari, Italy, October 3-4, 2019).
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Cyber-physical systems are complex and autonomous ensembles of different components that directly cooperate to offer smart and adaptive functionalities. They are composed of sensors, actuators, and processing components that are deeply entangled: they constantly exchange information and actively interact with the external environment. So they are increasingly used in a variety of applications with a growing market. CPS summer school was targeted at students, research scientists, and R&D experts from academia and industry, who wanted to learn about CPS engineering and applications.
ALOHA participated through several actions at the 3rd edition of the CPS School (Alghero, Italy, September 23-27, 2019).
On September 25th, day of the school dedicated to “Modelling and Programming”, a session was dedicated to a practical Tutorial on the technologies developed in the context of the ALOHA Project.
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