The project dealt with real time monitoring of the server hosting the FPGA for Convolution Neural Network inference for the Proto-DUNE Project. I also investigated methods to deal with the numerical overflow of the weights and activation while working with fixed point arithmetic in FPGA.
CERN is one of the most heterogeneous network in the world and in order to keep its traffic safe we’ve to inspect it in real time.
We have already an Intrusion Detection System that inspect CERN traffic firewall, but we're looking to make it more powerfull and more reliable.
In my work I've focused on IDS upgrade in order to support multiple hardware vendors to improve its scalability...
OpenStack is a popular open source cloud-computing software platform used widely at CERN. EOS is a disk-based, low-latency storage service powering user, project, and experiment data on services such as CERNBox.
This project strives to improve user experience by integrating EOS into OpenStack Manila, a shared storage system. This way, users are able to request and access project space via...
Using Micron's FPGA-based inference engines and FWDNXT firmware + software for compiling models and running the inference
In order to benefit of modern machine learning in the early stages of the data acquisition of a typical HEP experiment, one has to be able to execute ML model inference within the
latency of the L1 trigger system. At the LHC, this time is of O(10) μs. The aim of this project is to deploy a set of LHC-related neural networks to the Intel FPGAs.
Tool that generates report on the status of inveniosoftware repositories and suggests suitable actions.