Improving pseudo-optimal Kalman-gain localization using the random shuflle method

In present days, Iterative ensemble smoothers (IES) are among the main methods to perform ensemble-based history matching in petroleum reservoirs. Generally, some localization technique is applied to the IES to pre- vent ensemble collapse, which is the consequence of an excessive reduction of the posterior ensemble variance. When the standard distance-based localization is applied, the assimilation of non-local parameters is difficult, and besides that, this kind of methodology has also several intrinsic parameters that need to be defined before the assimilation. In contrast, adaptive localization methods aim to overcome the noticed problems of distance-based localization, by using some statistical method to define the localization. This article proposes a novel adaptive localization scheme, on top of two preexisting techniques: pseudo-optimal and correlation-based localizations. The motivation here is to further improve the adaptive localization scheme, by combining the strengths of these two preexisting techniques. The efficacy of the proposed localization scheme is tested in one 2D and one 3D case studies, whereas the latter case study involves a field-scale reservoir model with both local and non-local pa- rameters, which often impose challenges on the conventional localization schemes. In comparison to other evaluated localization schemes, our results indicate that the proposed adaptive localization scheme achieves improved history matching performance.

 

4th EPIC Conference

Atualização (21/10/2022): diante da grande procura e como o número de vagas era limitado, as inscrições para a 4th EPIC Conference estão encerradas.


O EPIC gostaria de convidar estudantes de pós-graduação, pesquisadores e profissionais da área de engenharia de reservatórios para a 4th. EPIC Conference, evento anual voltado à divulgação dos trabalhos em desenvolvimento no centro. A 4th. EPIC Conference ocorrerá entre os dias 07 e 09 de novembro de 2022* no campus da Universidade Estadual de Campinas (UNICAMP), localizado em Campinas – SP – Brasil.

As atividades da 4th EPIC Conference estarão distribuídas em dois locais:

Para mais informações, consulte o Programa da Conferência, logo abaixo, ou

Baixe o Programa da Conferência (em PDF)

Em caso de dúvidas, contacte-nos em epic@unicamp.br


* O minicurso intitulado “Electric Submersible Pumps (ESPs): Fundamentals, Failure Analysis & Reliability, and Emulsion as a Flow Assurance Issue” terá uma sessão extra no dia 10 de novembro de 2022, às 8:30.

Programa da Conferência

Day 1: General Program
Day 1: Poster Session
Day 2: General Program
Day 2: Poster Session
Day 3: General Program