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Partial Satisfaction Planning under Time Uncertainty with Control on When Objectives Can Be Aborted

机译:在可能中止目标时,在时间不确定性的局部满意度规划

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In real world planning problems, it might not be possible for an automated agent to satisfy all the objectives assigned to it. When this situation arises, classical planning returns no plan. In partial satisfaction planning, it is possible to satisfy only a subset of the objectives. To solve this kind of problems, an agent can select a subset of objectives and return the plan that maximizes the net benefit, i.e. the sum of satisfied objectives utilities minus the sum of the cost of actions. This approach has been experimented for deterministic planning. This paper extends partial satisfaction planning for problems with uncertainty on time. For problems under uncertainty, the best subset of objectives can not be calculated at planning time. The effective duration of actions at execution time may dynamically influence the achievable subset of objectives. Our approach introduces special abort actions to explicitly abort objectives. These actions can have deadlines in order to control when objectives can be aborted.
机译:在现实世界的规划问题中,自动代理可能无法满足分配给它的所有目标。出现这种情况时,古典规划没有计划。在部分满意的规划中,只能满足目标的子集。为了解决这种问题,代理商可以选择目标的子集并返回最大化净利益的计划,即满足目标实用程序的总和减去行动成本的总和。这种方法已经尝试了确定性规划。本文延长了局部满意的规划对时间不确定性的问题。对于不确定性的问题,无法在规划时间计算最佳目标子集。执行时间的有效行动持续时间可以动态影响可实现的目标子集。我们的方法介绍了特殊的中止行动以明确地中止目标。这些操作可以有截止日期,以便控制目标时可以中止。

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