Real-time operating systems (RTOS) are specialized systems designed to manage tasks with strict timing requirements, essential for applications like industrial control, medical imaging, and automobile systems. They feature fixed time constraints, with hard RTOS ensuring critical tasks complete on time, while soft RTOS allows some flexibility. Memory and I/O management in RTOS focus on quick access and response times, prioritizing task completion over resource utilization.