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Physics, 21.01.2021 22:40 Nunez610

We are in the age of semi-autonomous cars, where the driver is in control most of the time, but during critical scenarios when the system understands that the driver is incapable of taking actions, the car takes over the decision making. In such a system, consider a brain mobile interface application that assists drivers in a freeway by monitoring their drowsiness. The driver wears a Neurosky headset that senses brain signals (EEG) at 500 Hz. Each brain data point is a 32 bit floating point number. The brain signal is collected by a smartphone and sent to a server, where complex machine learning algorithms are employed to determine the drowsiness level of the driver. In addition, the car is equipped with sensors on the wheel and 360 camera, which are again interfaced with the smartphone of the individual. The data rate from the sensors is 2 kbps, while that from the camera is 200 kbps. Using such data the driver assist system also attempts to predict impending accidents. If the driver is detected to be drowsy and an impending accident is predicted, the driver assist system should react with some actuation, either automatic braking or steering. The driver assist system only has 3 seconds to decide after collecting 5 seconds worth of data. There are two options for performing all the related computation: a) use a datacenter, and b) use a fog server such as a laptop with internet connectivity that is travelling with the driver. The datacenter upload speed is 1 Mbps, while that of the fog server is 3 Mbps. However, computation speed of the datacenter is 750 kbps, i. e., it can finish the computation on 250 kb of data in 1 second, on the other hand the fog server has a computational speed of 400 kbps. Required:
Which server should be used by the driver assist system and why?

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