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Sponsored Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt

Author

Jin-Cheng Ye

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Book Open access Sep 2026

Using Physiological Signals to Diagnose Driver Situation Awareness Deficits for Takeover Support in Automated Driving

Takeover support requires identifying the situation awareness (SA) deficit affecting a driver’s response. A single SA measure cannot identify the deficit or support need. This study therefore defines support-relevant SA across two layers. The traffic-event layer identifies support timing and location through temporal (...

Wei-Hsiang Lo, Jin-Cheng Ye, Man-Hua Wang · 0 citations
Book Open access Sep 2026

Not All Situation Awareness Is the Same: Decoding Driver Awareness with Physiological Signals

Takeover warnings in conditionally automated vehicles are typically triggered when the automated driving system detects that it is approaching its operational limits. However, without evidence of what drivers have perceived, interpreted, and anticipated about traffic events, such warnings may not provide precise suppor...

Wei-Hsiang Lo, Jin-Cheng Ye, Man-Hua Wang · 0 citations

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