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Lidar Safety Envelopes (Robotics & Computer Science) Solution

In autonomous vehicle design, a lidar sensor scans the surroundings by emitting light pulses across a specific field of view. The domain of the range-finding function is restricted by the sensor's physical limits: the horizontal scanning angle θ\theta is restricted to [−π3,π3]\left[-\frac{\pi}{3}, \frac{\pi}{3}\right] radians, and the radial distance dd is restricted to [0.1,150][0.1, 150] meters.

To determine how the vehicle should respond to obstacles, software engineers program a piecewise control function A(d)A(d) to evaluate safety zones:

A(d)={Full Emergency Braking:0.1≤d<3Proportional Deceleration:3≤d<15Maintain Cruise Speed:15≤d≤150A(d) = \begin{cases} \text{Full Emergency Braking} & : 0.1 \le d < 3 \\ \text{Proportional Deceleration} & : 3 \le d < 15 \\ \text{Maintain Cruise Speed} & : 15 \le d \le 150 \end{cases}

Determine the vehicle's response and safety state if an obstacle is detected at a distance of:

  1. d=2 metersd = 2\text{ meters}
  2. d=10 metersd = 10\text{ meters}
  3. d=80 metersd = 80\text{ meters}

Step-by-Step Solution:

  1. For d=2 md = 2\text{ m}, since 0.1≤2<30.1 \le 2 < 3, we use the first piecewise condition:
    A(2)=Full Emergency BrakingA(2) = \text{Full Emergency Braking}
  2. For d=10 md = 10\text{ m}, since 3≤10<153 \le 10 < 15, we use the second piecewise condition:
    A(10)=Proportional DecelerationA(10) = \text{Proportional Deceleration}
  3. For d=80 md = 80\text{ m}, since 15≤80≤15015 \le 80 \le 150, we use the third piecewise condition:
    A(80)=Maintain Cruise SpeedA(80) = \text{Maintain Cruise Speed}

Meaning of the Answer & Real-Life Application:

Identifying domain constraints and evaluating piecewise functions in real-time allows the vehicle's onboard computer to calculate safe velocity profiles without executing undefined operations or misinterpreting out-of-range sensor noise. For example, if an obstacle is detected outside the sensor's domain (d>150d > 150 or d<0.1d < 0.1), the system ignores the signal or triggers a sensor fault handler.