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Robotics & Artificial Intelligence

What are the difficulties in creating autonomous systems?

Decision making in Machines

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Answer

The difficulties in creating autonomous systems are:

  1. Safety: The system must work safely in all situations and should not harm people or property.
  2. Accuracy and reliability: It should give correct results consistently, even with new or unexpected inputs.
  3. Sensing and understanding the environment: Using sensors/cameras to detect objects, distance, and obstacles correctly is difficult, especially in poor light, rain, dust, etc.
  4. Decision making in real time: The system must take quick and correct decisions without delay.
  5. Handling unexpected situations: Real life has surprises (sudden obstacles, unusual behaviour of people/vehicles), which are hard to predict.
  6. Privacy: Protecting people’s personal data collected by the system (images, location, etc.) is challenging.
  7. Security: Autonomous systems can be hacked, so strong protection is required.
  8. Accountability: It is difficult to decide who is responsible if the system makes a mistake—developer, company, or user.
  9. Transparency: The system’s decisions should be explainable so humans can understand and trust them.
  10. Cost and maintenance: Sensors, software updates, and repairs can be expensive and need regular maintenance.

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