Page 132 - Introduction to Autonomous Mobile Robots
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Perception

                                           2f vcos θ                                           117
                                             t
                                ∆f =  f –  f =  ---------------------                        (4.17)
                                     t
                                        r
                                              c
                                     ∆f c⋅
                                v =  ------------------                                      (4.18)
                                    2f cos θ
                                      t
                             where
                             ∆f   = Doppler frequency shift;
                             θ   = relative angle between direction of motion and beam axis.

                             The Doppler effect applies to sound and electromagnetic waves. It has a wide spectrum
                           of applications:

                           • Sound waves: for example, industrial process control, security, fish finding, measure of
                             ground speed.
                           • Electromagnetic waves: for example, vibration measurement, radar systems, object
                             tracking.
                             A current application area is both autonomous and manned highway vehicles. Both
                           microwave and laser radar systems have been designed for this environment. Both systems
                           have equivalent range, but laser can suffer when visual signals are deteriorated by environ-
                           mental conditions such as rain, fog, and so on. Commercial microwave radar systems are
                           already available for installation on highway trucks. These systems are called VORAD
                           (vehicle on-board radar) and have a total range of approximately 150 m. With an accuracy
                           of approximately 97%, these systems report range rates from 0 to 160 km/hr with a resolu-
                           tion of 1 km/hr. The beam is approximately 4 degrees wide and 5 degrees in elevation. One
                           of the key limitations of radar technology is its bandwidth. Existing systems can provide
                           information on multiple targets at approximately 2 Hz.

                           4.1.8   Vision-based sensors
                           Vision is our most powerful sense. It provides us with an enormous amount of information
                           about the environment and enables rich, intelligent interaction in dynamic environments. It
                           is therefore not surprising that a great deal of effort has been devoted to providing machines
                           with sensors that mimic the capabilities of the human vision system. The first step in this
                           process is the creation of sensing devices that capture the same raw information light that
                           the human vision system uses. The next section describes the two current technologies for
                           creating vision sensors: CCD and CMOS. These sensors have specific limitations in per-
                           formance when compared to the human eye, and it is important that the reader understand
                           these limitations. Afterward, the second and third sections describe vision-based sensors
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