Elevating AI on the Edge: A Demonstration of MIMaaS (Machine Intelligence with Microcontroller-as-a-Service)

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Authors: Association for Artificial Intelligence 2026, René Groh, Andreas M. Kist, Sebastian Zimmermann
Cited by: 0

Abstract

Deploying AI on microcontrollers is challenging. We introduce MIMaaS, a Microcontroller-as-a-Service platform that enables users to upload a model, select a target device, and receive a detailed performance report. A key innovation is our measurement of real-world power consumption, alongside latency and memory usage, directly from the physical hardware. MIMaaS empowers researchers and developers to easily create and validate hardware-aware AI models without needing physical hardware access.

Fields of Study & Subjects

IoT and Edge/Fog Computing Energy Efficiency in Computing Advanced Neural Network Applications

Publication details

Journal / source
Underline Science Inc.
Publication date
7 January 2026
Language
EN