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Question 1: How would you address data integrity challenges in a real-time system when collecting sensor data in a chemical processing environment?

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Question 2: In the development of embedded control systems for chemical reactors, what is the best method for ensuring system robustness?

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Question 3: What is the purpose of a confusion matrix in machine learning?

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Question 4: In control system integration, what is the role of a gateway device when connecting a DCS to a PLC in a petrochemical process?

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Question 5: What is the primary advantage of using FPGA-based embedded systems in industrial automation for chemical plants?

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Question 6: What is the key challenge in PLC programming when dealing with safety-critical applications in chemical processing?

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