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How to Identify Data Poisoning in Industrial AI
Data poisoning reduces AI accuracy by influencing what an industrial system learns and how it responds to inputs. -
Closer to the Process: Uncovering the Hidden Benefits of Utilizing Remote I/O in Process Control Systems
By digitizing instrumentation signals at or near the process and transmitting multiple measurements over a single communications link, Remote I/O helps facilities improve installation efficiency, simplify maintenance, and accommodate future expansion without extensive modifications to existing control infrastructure. -
Why Johnny Can’t Authenticate, But Asset Owners Can Secure OT Deployments
Following the creation of CISA guidance for asset owners, a group of authors created a document for automation suppliers about how they might improve their OT cybersecurity offerings. OPC UA brings strong cybersecurity protections to the entire automation industry. -
Honeywell Technologies Report Reveals Significant Gaps in Industry's OT Cybersecurity Protection
In the face of rising AI-enabled critical infrastructure threats, industrials average 16 hours of downtime and up to $500,000 in losses from significant cyber incidents, says the report. -
How Can We Improve Data Historian Use?
In the latest edition of the Ask the Automation Pros column, the pros discuss how to set up a data historian to transform data into information that can be used for process monitoring, diagnosis, prediction, optimization and continuous improvement.




