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Path planner based on time potential function in dynamic environment
2022-06-25 07:32:00 【Programmer base camp】

Dynamic environment refers to the environment in which obstacles or targets or both move at the same time . In most current studies , Robots that try to navigate in dynamic environments use reaction systems . Although reactive systems have the advantages of fast execution and low overhead , But in terms of path optimization, there are still performance tradeoffs . Usually , The robot will eventually track the target , To follow the path of the goal , And deviating from this strategy is just to avoid collision with obstacles it may encounter . In the path planner , The path from the starting point to the target is calculated before the robot starts . If the target or obstacle changes position , The path must be recalculated . In a dynamic environment , This happens all the time . One compensation method is to consider the target speed and the speed of obstacles when planning the path . therefore , Robots don't have to follow their goals , It's about estimating the best place to reach your goal , And plan the path to the location . In this package , We simulate a method of path planning in a dynamic environment . This method uses the potential function method , In this method, time is regarded as a variable in the calculation of potential value . The potential value of a specific position and time represents the probability of collision between the robot and the obstacle , Suppose the robot starts to walk randomly from this position . The robot uses the current velocity to extrapolate the object's motion and calculates the potential value up to the predicted limit to plan the path , The potential value is determined by calculating the minimum path length using connectivity assessment and then determining the utility of expanding the foresight limit . This method is very fast , So if the initial conditions change during execution , You can re plan your path with little overhead .
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