Probabilistic temporal reasoning and its application to fossil power plant operation

Temporal uncertainty reasoning networks for evidence fusion with applications to object detection and tracking

“…For instance, other researchers have applied combinations of temporal reasoning and Bayesian networks in applications such as clinical simulation [21], understanding visual field deterioration [22], power plant operation [16], reliability modeling and analysis [23], and human-computer interfaces [24]; we expect that our approach will be useful for these and other applications as well.…”

“…Arroyo-Figueroa et al [16] have developed a model called Temporal Nodes Bayesian Network (TNBN), further elaborated by Liu et al [17], wherein each node represents an event or a variable's state change, and the edge between two nodes describes a causal or temporal relation. The time of an observation is used as a temporal reference for all nodes in the network.…”

An overview of accident forecasting methodologies

“…Tawfik and Neufeld (1994) represented probabilities as functions of time. Arroyo-Figueroa, Sucar, and Villavicencio (1998) considered each node composing of two parts, i.e. a state value of a random variable and a time interval associated to the change of the state.…”

Comparison of Two Types of Event Bayesian Networks: A Case Study

“…Arroyo-Figueroa and Sucar (1999) developed TNBNs as a type of temporal BN, and applied this formalism to fault diagnosis and prediction for the steam generator of a fossil power plant (Arroyo-Figueroa et al 1998).…”

“…This paper presents a comparative evaluation of TNBNs and NPEDTs by means of a case study: the diagnosis and prediction of the temporal faults that may occur in the steam generator of a fossil power plant. Arroyo-Figueroa et al (1998) applied TNBNs to this domain. The application of NPEDTs to the same domain is presented in this article.…”