SMarTplan: a Task Planner for Smart Factories

06/19/2018
by   Arthur Bit-Monnot, et al.
0

Smart factories are on the verge of becoming the new industrial paradigm, wherein optimization permeates all aspects of production, from concept generation to sales. To fully pursue this paradigm, flexibility in the production means as well as in their timely organization is of paramount importance. AI is planning a major role in this transition, but the scenarios encountered in practice might be challenging for current tools. Task planning is one example where AI enables more efficient and flexible operation through an online automated adaptation and rescheduling of the activities to cope with new operational constraints and demands. In this paper we present SMarTplan, a task planner specifically conceived to deal with real-world scenarios in the emerging smart factory paradigm. Including both special-purpose and general-purpose algorithms, SMarTplan is based on current automated reasoning technology and it is designed to tackle complex application domains. In particular, we show its effectiveness on a logistic scenario, by comparing its specialized version with the general purpose one, and extending the comparison to other state-of-the-art task planners.

READ FULL TEXT

page 1

page 2

page 3

page 4

research
04/23/2018

An Empirical Comparison of PDDL-based and ASP-based Task Planners

General purpose planners enable AI systems to solve many different types...
research
05/14/2019

Timeline-based Planning and Execution with Uncertainty: Theory, Modeling Methodologies and Practice

Automated Planning is one of the main research field of Artificial Intel...
research
10/02/2020

Deliberative Acting, Online Planning and Learning with Hierarchical Operational Models

The most common representation formalisms for automated planning are des...
research
12/31/2021

A Research Agenda for AI Planning in the Field of Flexible Production Systems

Manufacturing companies face challenges when it comes to quickly adaptin...
research
03/04/2019

Enso: A general-purpose virtual machine

In this paper we introduce Enso, a virtual machine designed to be used a...
research
01/28/2020

Learning Occupational Task-Shares Dynamics for the Future of Work

The recent wave of AI and automation has been argued to differ from prev...
research
06/09/2011

A Critical Assessment of Benchmark Comparison in Planning

Recent trends in planning research have led to empirical comparison beco...

Please sign up or login with your details

Forgot password? Click here to reset