A model of fuzzy spatio-temporal knowledge representation and reasoning based on high-level Petri nets

被引:27
|
作者
Ribaric, Slobodan [1 ]
Hrkac, Tomislav [1 ]
机构
[1] Univ Zagreb, Fac Elect Engn & Comp, Zagreb 41000, Croatia
关键词
Knowledge representation; Fuzziness; Spatio-temporal reasoning; Multi-agent systems; High-level Petri nets; QUALITATIVE TRAJECTORY CALCULUS; MOVING-OBJECTS; GEOGRAPHICAL INFORMATION; TRACKING; SYSTEMS; LOGIC;
D O I
10.1016/j.is.2011.09.010
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In many application areas there is a need to represent human-like knowledge related to spatio-temporal relations among multiple moving objects. This type of knowledge is usually imprecise, vague and fuzzy, while the reasoning about spatio-temporal relations is intuitive. In this paper we present a model of fuzzy spatio-temporal knowledge representation and reasoning based on high-level Petri nets. The model should be suitable for the design of a knowledge base for real-time, multi-agent-based intelligent systems that include expert or user human-like knowledge. The central part of the model is the knowledge representation scheme called FuSpaT, which supports the representation and reasoning for domains that include imprecise and fuzzy spatial, temporal and spatio-temporal relationships. The scheme is based on the high-level Petri nets called Petri nets with fuzzy spatio-temporal tokens (PeNeFuST). The FuSpaT scheme integrates the theory of the PeNeFuST and 117 spatio-temporal relations. The reasoning in the proposed model is a spatio-temporal data-driven process based on the dynamical properties of the scheme, i.e., the execution of the Petri nets with fuzzy spatio-temporal tokens. An illustrative example of the spatio-temporal reasoning for two agents in a simplified robot-soccer scene is given. (C) 2011 Elsevier Ltd. All rights reserved.
引用
收藏
页码:238 / 256
页数:19
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