IT4BI Master Thesis Representing ETL Flows with BPMN 2.0

نویسندگان

  • Petar Jovanovic
  • Alberto Abelló
  • Oscar Romero
چکیده

Extract, Transform and Load (ETL) processes are widely used in Data Warehousing in order to extract, cleanse and load data into a centralized location for better analysis and decision-making. As users become more demanding for on-line decision making, ETL processes grow large and more complex. Most processes are deployed at the physical level without any abstraction, thus costs of maintenance and efforts for reuse are considerable. Therefore, having logical and conceptual abstractions of ETL processes makes such tasks substantially easier. In this thesis, given a logical ETL representation, we provide an algorithm that automatically translates logical ETL flows into their BPMN representation. To achieve this goal, we create a dictionary that defines simple and composite ETL flow patterns and their corresponding BPMN elements. The pattern dictionary follows a formalized grammar and can be further extended with additional ETL flow patterns. As a result, we can produce conceptual ETL flows in BPMN 2.0 format that can be further edited by the business user. The patterns defined in the dictionary help to move away from technical details and complexity of the ETL flows and make the output model semantics more intuitive and understandable for the business users, as shown during the approach validation.

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Generating event logs for high-level process models

Business Process Model and Notation (BPMN) is a de-facto standard for practitioners working in the Business Process Management (BPM) field. The BPMN standard [1] offers highlevel modeling constructs, such as subprocesses, events, data and message flows, lanes, and is widely used to model processes in various domains. Recently several BPMN-based process mining techniques [2, 3, 4] were introduce...

متن کامل

BPMN-Based Conceptual Modeling of ETL Processes

Business Intelligence (BI) solutions require the design and implementation of complex processes (denoted ETL) that extract, transform, and load data from the sources to a common repository. New applications, like for example, real-time data warehousing, require agile and flexible tools that allow BI users to take timely decisions based on extremely up-to-date data. This calls for new ETL tools ...

متن کامل

Detecting Data-Flow Errors in BPMN 2.0

Data-flow errors in BPMN 2.0 process models, such as missing or unused data, lead to undesired process executions. In particular, since BPMN 2.0 with a standardized execution semantics allows specifying alternatives for data as well as optional data, identifying missing or unused data systematically is difficult. In this paper, we propose an approach for detecting data-flow errors in BPMN 2.0 p...

متن کامل

Business Process Modelling in Production Logistics: Complementary Use of BPMN and UML

This paper investigates the suitability and sufficincy of BPMN language in business process modelling. Production logistics system is modeled at the highest domain level using case study in car component industry to examine the language in every aspect. Modelling is carried out in a modular basis for three main sub-systems generally using BPMN 2.0. Complementary use of other modeling tool to co...

متن کامل

Diploma / Master Thesis

BPMN 2.0 [1] is the de facto standard for business process modeling that provides a graphical notation for specifying business processes in a diagram. In order to re-use parts of the business process, the term of “Process Fragments” has been introduced [2]. A process fragment is a “connected graph, however with significantly relaxed completeness and consistency criteria compared to an executabl...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

عنوان ژورنال:

دوره   شماره 

صفحات  -

تاریخ انتشار 2015