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ON THE COVER









                                                                                   THE SUPERIORITY
                                                                                   OF LIDAR OVER
                                                                                   CAMERA SYSTEMS IN

                                                                                   LANE DETECTION IS
                                                                                   ATTRIBUTED TO ITS
                                                                                   ABILITY TO GENERATE
                                                                                   PRECISE THREE-
                                                                                   DIMENSIONAL MAPS OF
                                                                                   THE SURROUNDINGS,
                                                                                   PROVIDING GREATER
                                                                                   ACCURACY ACROSS
                                                                                   VARIOUS DRIVING
                   Research indicates that in-vehicle   to significant accidents and losses.
                LDWS can reduce crashes by 18%,     Addressing these shortcomings,   SCENARIOS AND LESS
                injuries by 24%, and fatalities by   a novel approach has been     SUSCEPTIBILITY TO
                86%. LDWS operates by sensing     developed at IIT Roorkee, which   LIGHTING VARIATIONS.
                the road environment through      employs a cost-effective 3D LiDAR
                optical cameras, LiDAR, and       sensor capable of operating
                infrared sensors, determining the   effectively regardless of lighting
                likelihood  of  a  vehicle  drifting   conditions. This innovative system
                from its lane, and issuing warnings   utilizes a sparse point cloud data
                through audible, tactile, or      obtained from a 16-laser LiDAR
                visual  means  if  a  lane  departure   sensor.  This  not  only  aids  in
                is imminent without the turn      maintaining lane discipline but also
                indicator being activated.
                                                  significantly enhances road safety
                   IIT Roorkee developed ADAS     by alerting drivers of potential
                is tailored to Indian drivers and   lane departures before they occur.
                designed to operate effectively   By adopting a more economical
                under various lighting conditions.   16-laser LiDAR setup, the system
                Researchers have collected data   also circumvents the high costs
                from expressway and developed     associated with more sophisticated
                LDWS for high-speed corridors     sensors, making it a viable option
                using LiDAR sensor (Figure 1).    for widespread implementation
                                                  in developing regions with similar
                  Traditional  LDWS  are  often
                based on camera sensors that      driving conditions to India.
                suffer from significant limitations,   Through this research, researchers
                including decreased reliability   have not only addressed a vital
                under poor lighting. In India, it   gap in LDWS development under
                is  common  to  observe  drivers   varied driving conditions but also
                disregarding lane markings,       contributed to the broader goal
                demonstrating poor lane discipline   of improving vehicular safety
                and obstructing traffic flow in both   and reducing accident rates on
                lanes. This behavior is particularly   roads worldwide. Three different
                prevalent on high-speed corridors,   types of lateral movements have
                where even minor errors can lead   been taken care of: (a) Driving on


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