Assessment of AI performance and software optimisation on edge computing devices

Testing, identifying, and addressing bottlenecks in complex, AI-driven apps operating in low-connectivity environments to boost efficiency and reliability.

Interested in this service? Contact us at rgiaffreda@fbk.eu 

Overview

The tests in this service are aimed at products that run complex apps (based on a multitude of microservices, including heavy AI algorithms) in the fields, with limited to no connectivity to the cloud. In these cases, we propose a benchmarking designed to understand what the bottlenecks are in the implemented solution architecture to help TEF customers improve the efficiency and reliability of such products/solutions. The service may also encompass virtual facility elements (enriched datasets, virtual machines hosting containerised modules) blended with physical sensors and infrastructure in our test field or directly installed at the client's premises if need be for the duration of the experimentation.

More about the service

Discover more about our service, including how it can benefit you, the delivery process, and the options for customisation tailored to your specific needs!

After using this service, the customer can identify where there might be bottlenecks (related to computational power, storage, and bandwidth) in the proposed solution and gather important feedback to address any identified issues.

The customer provides access to the solution hardware and source code (under NDA) and access to fields, if needed. The service provider will test on its premises and produce a detailed test report with suggestions for improvement in efficiency and reliability based on test field data analysis.The service execution lasts approximately 16 weeks, adjustable as needed.

Customisation for this service is possible given the wide spectrum of algorithms that can be used for many different purposes. For these reasons customisation is a requirement that is addressed through a related desk assessment that helps better understand how the solution is working, offered in a related NewService1 (XXX)
Location
At user's premises
Italy
Remote
Type of Sector
Arable farming
Food processing
Greenhouse
Horticulture
Livestock farming
Tree Crops
Viticulture
Type of service
Collection of test data
Performance evaluation
Test design
Test execution
Test setup
Accepted type of products
Design / Documentation
Software or AI model