Quality Metrics to Evaluate Flexible Timeline-Based Plans
نویسندگان
چکیده
Timeline-based Planning has been successfully applied in several contexts to solve Planning and Scheduling (P&S) problems. A key enabling feature of the timeline-based approach to planning is its capability of dealing with temporal flexibility. Temporal flexibility is an important feature in real world scenarios. Indeed, it can be exploited by an executive system for robust on-line execution of flexible plans in order to absorb possible delays during the execution. In this regard, it is useful to define quality metrics to evaluate the robustness of flexible timeline-based plans. In this paper, a set of quality metrics for flexible timelinebased plans are defined and discussed when applied to a specific timeline-based framework. In fact, we consider the framework EPSL, developed to support the design of P&S applications, that allows the definition of different planners endowed with specific heuristics. Then, an experimental analysis is presented exploiting the planners to solve planning problem instances related to a real-world manufacturing case study. And, finally, an evaluation of planners performance is presented and discussed comparing results also considering robustness of generated plans.
منابع مشابه
Using Similarity Metrics for Matching Lifelong Learners
The L4All system provides an environment for the lifelong learner to access information about courses, personal development plans, recommendation of learning pathways, personalised support for planning of learning, and reflecting on learning. Designed as a web-based application, it offers lifelong learners the possibility to define and share their own timeline (a chronological record of their r...
متن کاملVerifying Flexible Timeline-Based Plans
The synthesis of flexible temporal plans has demonstrated wide applications possibilities in heterogeneous domains. We are currently studying the connection between plan generation and execution from the particular perspective of verifying a flexible plan before actual execution. This paper explores how a model-checking verification tool, based on UPPAALTIGA, is suitable for verifying flexible ...
متن کاملFlexible Timeline-Based Plan Verification
Flexible temporal planning is a general technique that has demonstrated wide applications possibilities in heterogeneous domains. A key problem for widening applicability of these techniques is the robust connection between plan generation and execution. This paper describes how a model-checking verification tool, based on UPPAAL-TIGA, is suitable for verifying flexible temporal plans. Moreover...
متن کاملA flexible temporal planner
The idea of including a flexible management of time in a temporal planner is the aim of this work. We propose an extension of a previous work of the authors [4] based on the use of fuzzy temporal intervals by defining a possibility measure over the continuous time line. This gives the planner some very interesting features like obtaining valid plans when the knowledge is ill defined, obtaining ...
متن کاملPlanning with Flexible Timelines in the Real World
Planning is a core field of Artificial Intelligence since its beginnings. Broadly speaking, planning techniques aim at providing artificial agents with the capability to autonomously solve ”complex” problems. Several planning techniques have been introduced in the literature that employ different approaches for modeling and solving planning problems. My PhD research activities concern timeline-...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
عنوان ژورنال:
دوره شماره
صفحات -
تاریخ انتشار 2015