#Lidar System Application Meta
#Enabling Objects Moving Observing
#Unmanned Autonomous System (UAS)
#Unmanned Helicopter
#Unmanned Aerial Vehicle
#Unmanned Autonomous Vehicle
#Autonomous Vehicle
#Mobile Mapping System
#Pedestrian Detection
#Illuminating Scene
#Surveying Scene
#Detection For Offroad Industrial Systems
#Object Detection
#Object Tracking
#Autonomous Driving Applications
#Obstacle Detection
#Measuring Plant Canopies
#Resource Inventory
#Terrain Mapping System
#Coastal Research
#Aerosol Profiling
#Spacecraft Relative Navigation
#Highway Speed Data Collection
#Vegetation Analysis
#Documentation Of Cultural Heritage
#Pest Detection
#Remote Biomass Sensing
#Deriving Forest Attributes
#Natural Forest Inventory
#Mine Detection
#Anticipating Natural Hazards
#Monitoring Natural Hazards
#Self Driving Car
#Assisting Human Driver
#Creating Reference Data
#Autonomous TruckvConvoy
#Advanced 3D Sensing
#Construction Site Safety
#Mobile Robotics
#Port Automation
#Security Robots
#Off-road Surveillance Robots
#Flying Drones
#3D Real-Time Situation Awareness
#Detection Power Lines From Helicopters
#Security Of Bridges In Waterways
#Assisting In Offshore Wind Farm Building
#Localising Vessels In GPS-Denied Environments
#Harbour Surveillance And Observation
#Distant Supervision And Operation
#Remote OperationIn Third-Person Point Of View
#Vegetation Monitoring
#Forestry Administration
#Smart Cities
#Anonymously Tracking People And Objects In Real-Time
#Roboticists
#Producing Digital Twins
#Mapping
#Surveying
#Inspection
#Autonomous waypoint navigation
#Lidar based localization
#Autonomous Yard Operations
#Distribution centers
#Agricultural environment | Dust | Shock | Vibration | Temperature range from -6 to 46 °C in California central valley
#Sensor suite
#Drone based inspection
#1550nm LiDAR | Advantages: safety, range, and performance in various environmental conditions | Enhanced Eye Safety: absorbed more efficiently by cornea and lens of eye, preventing light from reaching sensitive retina | Longer Detection Range | Improved Performance in Adverse Weather Conditions such as as fog, rain, or dust | Reduced Interference from Sunlight and Other Light Sources | More expensive due to complexity and lower production volumes of their components
#SLAM | Simultaneous Localization and Mapping
#California wildfire | Challenges | Access roads too steep for fire department equipment | Brush fires | Dangerously strong winds for fire fighting planes | Drone interfering with wildfire response hit plane | Dry conditions fueled fires | Dry vegetation primed to burn | Faults on the power grid | Fires fueled by hurricane-force winds | Fire hydrants gone dry | Fast moving flames | Hilly areas | Increasing fire size, frequency, and susceptibility to beetle outbreaks and drought driven mortality | Keeping native biodiversity | Looting | Low water pressure | Managing forests, woodlands, shrublands, and grasslands for broad ecological and societal benefits | Power shutoffs | Ramping up security in areas that have been evacuated | Recoving the remains of people killed | Retardant drop pointless due to heavy winds | Smoke filled canyons | Santa Ana winds | Time it takes for water-dropping helicopter to arrive | Tree limbs hitting electrical wires | Use of air tankers is costly and increasingly ineffective | Utilities sensor network outdated | Water supply systems not built for wildfires on large scale | Wire fault causes a spark | Wires hitting one another | Assets | California National Guard | Curfews | Evacuation bags | Firefighters | Firefighting helicopter | Fire maps | Evacuation zones | Feeding centers | Heavy-lift helicopter | LiDAR technology to create detailed 3D maps of high-risk areas | LAFD (Los Angeles Fire Department) | Los Angeles County Sheriff Department | Los Angeles County Medical Examiner | National Oceanic and Atmospheric Administration | Recycled water irrigation reservoirs | Satellites for wildfire detection | Sensor network of LAFD | Smoke forecast | Statistics | Beachfront properties destroyed | Death tol | Damage | Economic losses | Expansion of non-native, invasive species | Loss of native vegetation | Structures (home, multifamily residence, outbuilding, vehicle) damaged | California wildfire actions | Animals relocated | Financial recovery programs | Efforts toward wildfire resilience | Evacuation orders | Evacuation warnings | Helicopters dropped water on evacuation routes to help residents escape | Reevaluating wildfire risk management | Schools closed | Schools to be inspected and cleaned outside and in, and their filters must be changed