Development of a method for the probabilistic inference of sequences of a business process activities to support the business process management
Journal Title: Восточно-Европейский журнал передовых технологий - Year 2018, Vol 5, Issue 3
Abstract
<p class="a"><span lang="EN-US">Models of temporal rules of execution of the business process actions were proposed for the use in absence in the process model of complete information on the reasons for execution of these actions caused by interference of the work executors. The rules are formed on the basis of analysis of the sequence of events in the business process log which makes it possible to determine temporal conditions and constraints on execution of the corresponding actions. The rule models can be applied as an element of knowledge representation for the process management system since they reflect experience of the business process execution recorded in the log. The use of rules allows one to limit the number of possible versions of execution of the business process taking into account its current state. As a result, the time of making decisions on the process management is reduced for the case of contradiction between the current version of the business process and the model.</span></p><p class="a"><span lang="EN-US">A new method of probabilistic inference was proposed that uses the presented rules to form new, admissible sequences of actions in an atypical situation that arose as a result of adjustment of the business process by its executors. The method applies knowledge representations based on the Markov logic network which makes it possible to arrange new sequences of actions according to the probability of their execution using weighed temporal rules. Use of a combination of rules for pairs of sequential and spaced in time actions ensures higher accuracy of calculating the probability of execution of new business process versions. The proposed method takes into account information from the event log when rules are supplemented. This enables continuous supplementing of rules in execution of the business process. The above enables practical realtime application of the method in automated formation and expansion of knowledge bases for the process management systems.</span></p>
Authors and Affiliations
Viktor Levykin, Oksana Chala
Keywords
Related Articles
- EP ID EP528159
- DOI 10.15587/1729-4061.2018.142664
- Views 63
- Downloads 0
Optimized smoothing of discrete models of the implicitly defined geometrical objects' surfaces
<p>When using many modern methods of automatic generation of surface meshes of implicitly defined geometric objects, the accuracy of approximation in the vicinity of surface singularities (holes, breaks, etc.) is lost. T...
Development of a method for the creation of 3d advertising printing products
<p>The analysis of characteristic features of 3D advertising design is carried out. It was found that since the input information concerning the task of structuring the stages of creation of 3D advertising printing produ...
Development of the information technology for decision making support when managing refrigeration units
<p>We have studied patterns in the decision-making process related to the managerial influence on the part of the operator of a refrigerating unit as a multifactor energy system with internal and external disturbances.</...
Development of a method for optimization calculation of a group of sound-insulating panels for airborn noise protection
<p>Various designs and procedures for calculating soundproof panels for protecting premises against airborne noise were considered. These procedures make it possible to calculate single-layer, two-layer and three-layer p...
Quality assessment of measurement instrument software with analytic hierarchy process
<p>A comparative analysis of the results of conformity assessment of software for measuring instruments (MI) was carried out. For comparative evaluation, eight MI software with built-in and universal computers were selec...