Internet Explorer 9 and Safari users must enable TLS in their browser settings
(The new Ocean website uses TLS for enhanced security).
Accept
*
Internet Explorer version 9: Enable TLS versions 1.0. 1.1 and 1.2 in your Browser settings (Internet options > Advanced > Settings > Security).
*
Safari: Enable TLS versions 1.0. 1.1 and 1.2 in your Browser settings (Preferences > Advanced Icon > Change Settings > Advanced Tab > Settings).
Ocean does not support Internet Explorer versions 8 and below.
Get Latest Version
If you still have trouble, you should also clear your browser cache: press Shift-Ctrl-Delete [any browser, except Safari] and delete all items.
Further questions can be submitted via
Contact Us
Welcome
Sign out
Register/Login
Contact Us
Plug-Ins
Featured
Plug-in Webinars
Plug-in Status
Platforms
Petrel
Studio
Techlog
Domains
Drilling
Geology & Modelling
Geophysics
Information Management
Reservoir Engineering
Reservoir Geomechanics
View All
OCEAN APIs
Ecosystem
Academia
Competitions
Software Companies
Partner Program
Become a Certified Partner
Knowledge Base
Getting Started
Developing Plug-ins
Testing Plug-ins
Publishing Plug-ins
References
Learning
Developer
Petrel
Getting Started
Developing Plug-ins
Testing Plug-ins
Publishing Plug-ins
References
Learning
Technical Alerts
Studio
Getting Started
Developing Plug-ins
Testing Plug-ins
Learning
Techlog
Getting Started
Developing Plug-ins
Testing Plug-ins
Learning
Submit/View Ticket
Services
Consulting
Training
Ocean Training Schedules
Support
Ocean Software Support
 
 
Home
>
Plug-ins
>
Plug-in Details
Sirenn
By
Terra 3E
Previous
Next
Previous
Next
14days - Evaluation
Quantity:
Request Quote
Neural network
Sirenn is a very powerful and flexible tool to build proxy models of reservoir simulators; very useful for history-matching studies. The proxy models are developed using artificial neural networks. This tool identifies the best neural network for your problem with the "Optimal neural network" option. This tool allows you to save computation time while keeping high accuracy of your results.
Improve your history-matching and optimization workflows
Sirenn aims to improve history matching and optimization workflows using a proxy model based on neural network to avoid time-consuming reservoir simulation. For example, Sirenn allows you to history-match all production data (pressure, water-cut, etc.) or maximize the production (wells placement, production rates).
Example: Water cut prediction
Sirenn shows its superiority over other proxies. With three new cases, which we’re not used to learning, the water cut predictions provided by Sirenn are extremely close to those provided by Eclipse.
Simulation vs. proxy
Sirenn shows its superiority over other proxies. With 30 new cases, which we’re not used to learning, the pressure predictions provided by Sirenn are extremely close to those provided by Eclipse.
Show Me Video
Plug-in Attributes
Platform:
Petrel
Lifecycle
Domain:
Geology and Modelling
|
Reservoir Engineering
Challenges:
ECCN:
France, EAR99
Version
2013
Supporting Documents
Installation Guide
2013
|
Release Notes
2013
|
User Manual
Others
Product Flyer
|
Training Steps
|
Application
|
Overview
Sirenn is a very powerful and flexible tool to build proxy models of reservoir simulators. The proxy models are developed using neural networks, a technique that has been expanding rapidly in petroleum engineering applications. Sirenn can be used for many applications, including: well-placement optimization, field development scheduling, history matching, and global optimization of oil production systems.
Specifications
Allows bypassing time-consuming reservoir simulations
Can be very useful, particularly for inverse problems, sensitivity analysis and uncertainty analysis
Shows its superiority knowing that it is possible to build neural networks that are polynomials
Fully integrated in Petrel
Designs the optimized neural network of your problem (number of hidden layer, number of neuron by layer)
Fully parameterizable (number of hidden layer, number of neuron by layer, learning rate, etc.)
Accuracy can be controlled by the user
Features
Sirenn allows bypassing time consuming reservoir simulations, while maintaining a good approximation of results. With Sirenn, you will be able to handle cases that could not be handled using directly reservoir simulators. Sirenn identifies the best neural network for your problem with the option "Optimal neural network".
Additional Information
Videos
Plug-in Webinar
Associated Plug-ins
×