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With autonomous mobile robots receiving increased
attention in industrial contexts, the need for benchmarks
becomes more and more an urgent matter. The RoboCup
Logistics League (RCLL) is one specific industry-inspired scenario
focusing on production logistics within a Smart Factory.
In this paper, we describe how the RCLL allows to assess the
performance of a group of robots within the scenario as a
whole, focusing specifically on the coordination and cooperation
strategies and the methods and components to achieve them.
We report on recent efforts to analyze performance of teams in
2014 to understand the implications of the current grading
scheme, and derived criteria and metrics for performance
assessment based on Key Performance Indicators (KPI) adapted
from classic factory evaluation. We reflect on differences and
compatibility towards RoCKIn, a recent major benchmarking
European project.
Niemueller, Tim ; Neumann, Tobias ; Henke, Christoph ; Schönitz, Sebastian ; Reuter, Sebastian ; Ferrein, Alexander ; Jeschke, Sabina ; Lakemeyer, Gerhard
Niemueller, Tim ; Neumann, Tobias ; Henke, Christoph ; Schönitz, Sebastian ; Reuter, Sebastian ; Ferrein, Alexander ; Jeschke, Sabina ; Lakemeyer, Gerhard
Niemueller, Tim ; Reuter, Sebastian ; Ewert, Daniel ; Ferrein, Alexander ; Jeschke, Sabina ; Lakemeyer, Gerhard
Niemueller, Tim ; Reuter, Sebastian ; Ewert, Daniel ; Ferrein, Alexander ; Jeschke, Sabina ; Lakemeyer, Gerhard
Niemueller, Tim ; Zwilling, Frederik ; Lakemeyer, Gerhard ; Löbach, Matthias ; Reuter, Sebastian ; Jeschke, Sabina ; Ferrein, Alexander
Cyber-physical systems are ever more common in manufacturing industries. Increasing their autonomy has been declared an explicit goal, for example, as part of the Industry 4.0 vision. To achieve this system intelligence, principled and software-driven methods are required to analyze sensing data, make goal-directed decisions, and eventually execute and monitor chosen tasks. In this chapter, we present a number of knowledge-based approaches to these problems and case studies with in-depth evaluation results of several different implementations for groups of autonomous mobile robots performing in-house logistics in a smart factory. We focus on knowledge-based systems because besides providing expressive languages and capable reasoning techniques, they also allow for explaining how a particular sequence of actions came about, for example, in the case of a failure.
Niemüller, Tim ; Ewert, Daniel ; Reuter, Sebastian ; Ferrein, Alexander ; Jeschke, Sabina ; Lakemeyer, Gerhard
A new trend in automation is to deploy so-called cyber-physical systems (CPS) which combine computation with physical processes. The novel RoboCup Logistics League Sponsored by Festo (LLSF) aims at such CPS logistic scenarios in an automation setting. A team of robots has to produce products from a number of semi-finished products which they have to machine during the game. Different production plans are possible and the robots need to recycle scrap byproducts. This way, the LLSF is a very interesting league offering a number of challenging research questions for planning, coordination, or communication in an application-driven scenario. In this paper, we outline the objectives of the LLSF and present steps for developing the league further towards a benchmark for logistics scenarios for CPS. As a major milestone we present the new automated referee system which helps in governing the game play as well as keeping track of the scored points in a very complex factory scenario.