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ROS is a large federated ecosystem. You likely can get some of the core ROS packages installed on that system, but with your limited storage the number of packages you will be able to install will be small.
Likewise with a limited CPU you will be able to use ROS components, but you will be limited in how much data processing you can do by the CPU.