Planning with Flexible Timelines in the Real World

نویسندگان

  • Alessandro Umbrico
  • Marta Cialdea Mayer
  • Andrea Orlandini
چکیده

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-based approach to planning. Timeline-based planning is a particular Temporal Planning paradigm which has been successfully applied to solve real-world problems. Despite it practical success there is not a shared view of this planning approach. There are several timeline-based frameworks that have been introduced in the literature each of which applies its own interpretation of timelines, timeline-based plans and planning domains. In this regard the objective of my PhD is to analyze the features of the different existing timeline-based systems and to provide a complete characterization of timeline-based approach by providing a semantics for the related planning concepts, defining a methodology to model domains and problems and by defining domain independent heuristics and develop a suited timeline-based planning framework, called EPSL.

برای دانلود رایگان متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Dynamic Hub Covering Problem with Flexible Covering Radius

Abstract One of the basic assumptions in hub covering problems is considering the covering radius as an exogenous parameter which cannot be controlled by the decision maker. Practically and in many real world cases with a negligible increase in costs, to increase the covering radii, it is possible to save the costs of establishing additional hub nodes. Change in problem parameters during the pl...

متن کامل

A fixed and flexible maintenance operations planning optimization in a parallel batch machines manufacturing system

Scheduling has become an attractive area for artificial intelligence researchers. On other hand, in today's real-world manufacturing systems, the importance of an efficient maintenance schedule program cannot be ignored because it plays an important role in the success of manufacturing facilities. A maintenance program may be considered as the heath care of manufacturing machines and equipments...

متن کامل

Resource-based Planning with Timelines

Real world planning applications typically involve making decisions that consumes limited resources, which requires both planning and scheduling. In this paper we propose a new approach that bridges the gap between planning and scheduling by explicitly modeling the problem in terms of resources, state variables and actions. We show that it is an intuitive way to formulate real world problems wi...

متن کامل

Real-time Scheduling of a Flexible Manufacturing System using a Two-phase Machine Learning Algorithm

The static and analytic scheduling approach is very difficult to follow and is not always applicable in real-time. Most of the scheduling algorithms are designed to be established in offline environment. However, we are challenged with three characteristics in real cases: First, problem data of jobs are not known in advance. Second, most of the shop’s parameters tend to be stochastic. Third, th...

متن کامل

The proposed cost and profit models in presence of flexible measures

In conventional DEA, measures are classified as either input or output. However, in some real cases there are variables whose status is not known as input or output before assessment. These variable are known as flexible measures. One of the most important economic dimensions for ensuring the success of a company is the efficiency with which it uses its resources. Therefore, centering on Asses...

متن کامل

ذخیره 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 2016