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Mobile sensor path planning for iceberg monitoring using a MILP framework

机译:使用MILP框架进行冰山监测的移动传感器路径规划

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We look at the task of iceberg monitoring using a single mobile sensor, and we suggest a modular framework for this. The focus is on path planning for which we come up with a novel strategy, which includes solving a static optimization problem often to account for changes. We formulate the optimization problem in a MILP framework, and we illustrate how this yields acceptable computational time for problem size of about 15 icebergs. We also suggest a tuning rule for weighting between different objectives in the optimization formulation, which we demonstrate in simulations. Initializing the optimization with the previous solution can improve computational time dramatically. Finally, we discuss how we easily can add extra features to our framework.
机译:我们着眼于使用单个移动传感器进行冰山监视的任务,并为此建议了一个模块化框架。重点是路径规划,我们为此提出了一种新颖的策略,其中包括解决静态优化问题(通常考虑到变化)。我们在MILP框架中制定了优化问题,并说明了如何为大约15个冰山的问题大小产生可接受的计算时间。我们还建议了优化公式中优化不同目标之间权重的调整规则,我们将在仿真中进行演示。使用先前的解决方案初始化优化可以大大缩短计算时间。最后,我们讨论如何轻松地向框架中添加其他功能。

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