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--- start [2023/01/30 11:59] – [Acknowledgements] bp
+++ start [2025/11/22 13:38] (current) – bp
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 {{ :wiki:images:mupif-logo.png?100|}}
+{{keywords> Open Simulation Platform, Digital twin, Interoperability, Modelling, Simulations, Workflows}}
+====== MuPIF - Empowering Complex Multiphysics Simulations with Open-Source, Modular Integration and Digital Twin Technology ======
-====== MuPIF ======
-MuPIF is open-source, modular, object-oriented integration platform allowing to create complex, distributed, multiphysics simulation workflows across the scales and processing chains by combining existing simulation tools. MuPIF is written in Python 3.5 and is independent on operating system.
+MuPIF is an open-source, modular, and object-oriented simulation platform designed to create complex, distributed, multiphysics simulation workflows with integrated Digital Twin technology.
-MuPIF utilizes an object-oriented approach, with abstract classes defining standardized interfaces introduced to represent simulation models and data types.
+**Key MuPIF features**
-This concept allows to manipulate and steer all models using generic interface. It will also allow to abstract from a particular internal data representation of a data type, including storage and location.
+  * Distributed Design: Allows execution of simulation scenarios involving remote applications and data.
-In turn, the models working with the data obtain required information from data objects using services, rather than obtaining them by interpreting raw data (which yields the data format dependence). One can think of abstract classes as representing data as “data bricks” with standardized connectors able to be used in their appropriate place in workflows to represent abstract data containers.
+  * Data Management System (DMS): Builds digital twin representations of physical systems, enhancing predictive simulations. Provides full traceability.
-MuPIF achieves interoperability with standardization of application and data component interfaces and it is not reliant on standardized data structures or protocols. Any existing data representation or simulation model can be plugged in and used transparently, provided the corresponding data interface is implemented.
+  * Interoperability: Standardizes application and data component interfaces, enabling seamless integration of different simulation models and data types.
+  * Graphical Workflow Editor: Facilitates low-code workflow development and makes implementation more accessible.
+  * Security: Supports SSL or VPN-based secure communication and data exchange.
+  * Portability: Written in Python supporting various operating systems, making it a versatile tool for various applications.
+  * Performance: HPC integration to address high computational needs
+  * Open Source: Available under LGPL Open source license
+Read more [[about|about MuPIF and its design]].
+{{ :wiki:videos:mupif_introduction.mp4| MuPIF Introduction}}
-Even though the platform can be used locally on a single computer orchestrating installed applications, the real strength of the MuPIF platform is its distributed design, allowing to execute simulation scenarios involving remote applications and data. MuPIF provides a transparent distributed object system, which takes care of the network communication between the objects when they are distributed over different machines on the network.
-{{ :wiki:images:mupif-distributed-v2-cropped.png?nolink |}}
-The simulation workflows are implemented as Python scripts built on top of MuPIF. The graphical workflow editor is available to make the workflow implementation more accessible and convenient.
-MuPIF comes with a Data Management System (DMS) called MuPIFDB. The DMS is used to track integrated simulation workflows, their executions including execution inputs and outputs. It also provides a generic Digital Twin model, which is based on the user-defined Entity Data Model (EDM). The EDM identifies the individual entities, their attributes and relations between them. The EDM is defined using JSON schema, and the DMS structure is generated from this schema. When designing the EDM, one should introduce Entities and their States, following the EMMO Reductionistic perspective. The EDM allows to map State attributes to simulation workflow inputs (determining the initial conditions) and simulation workflow outputs can be mapped to new State representing updated configuration(s). The EDM can thus be regarded as hypergraph, where nodes represent entity states and edges representing processes.
-==== MuPIF highlights ====
-  * Design based on interacting, distributed components (objects), representing simulation models, workflows, and data (such as properties, spatial fields, microstructures, etc.)
-  * Instead of trying to standardize data structures, MuPIF is focused on identification and standardization of component services
-  * Data, metadata and services (algorithms) operating on data encapsulated in a component are exchanged between applications → Models will get data and operations on data in one consistent package, do not have to interpret data themselves
-  * MuPIF components can be local as well as remote objects → distributed workflows, distributed data, enabling business model based on software or data as service and marketplaces integration
-  * MuPIF supports SSL or VPN based secure communication and data exchange
-  * Interfacing to commercial, closed source as well as open source simulation tools and databases.
-  * MuPIF comes with own database solution (MuPIFDB) to track and store simulations and workflow scheduler. Both tools come with REST API allowing easy integration
-  * Graphical workflow editor
 ====== Documentation & Resources ======
+  * <wrap hi>New</wrap> [[tutorials|MuPIF platform video tutorials]]
   * The Musicode project MuPIF training video recording is available on YouTube: [[https://youtu.be/oaN78pB8vxw | Musicode MuPIF training]].
   * The mupif/jupyter-demos repository on GitHub contains
-      * [[https://github.com/mupif/jupyter-demos/blob/main/Introduction/index.ipynb | A MuPIF Tutorial for beginners]]
+      * [[https://github.com/mupif/jupyter-demos/blob/main/Introduction/index.ipynb | MuPIF Tutorial for beginners]]
-      * [[https://github.com/mupif/jupyter-demos/blob/main/API-development/index.ipynb | A model API development tutorial]]
+      * [[https://github.com/mupif/jupyter-demos/blob/main/API-development/index.ipynb | MuPIF Model API development tutorial]]
   * Online [[https://mupif.readthedocs.io/en/latest/#|User manual]] and [[https://mupif.readthedocs.io/en/latest/ref.html|Reference manual]]
   * [[https://github.com/mupif/mupif.git| MuPIF github repository]]
@@ Line 54: / Line 45: @@
 ===== License =====
 MuPIF is available under GNU Library or Lesser General Public License version 3.0 (LGPLv3)
-===== Support =====
-The GitHub issue subsystem to report any bugs or get a support [[https://github.com/mupif/mupif| MuPIF GitHub page]]
 ===== Authors & Credits =====
+{{ :wiki:images:mupif_team_2024.jpg?nolink&280|MuPIF 2024 team (From left S.Šulc, B. Patzák and V. Šmilauer)}}
 Mupif developpers:
   * [[http://mech.fsv.cvut.cz/~bp|Bořek Patzák]] (Lead Developper)
@@ Line 66: / Line 58: @@
   * Former developpers: Daniel Rypl, Jaroslav Kruis, Guillaume Pacquaut
 Contact: Borek.Patzak(at)cvut.cz
+===== How to cite MuPIF =====
+When referencing MuPIF in a publication, please cite at least one of the following papers:
+  * B. Patzák, S. Šulc and V. Šmilauer. Towards digital twins: Design of an entity data model in the MuPIF simulation platform, Advances in Engineering Software, Volume 197, 2024.
+  * B. Patzák, D. Rypl, and J. Kruis. Mupif – a distributed multi-physics integration tool. Advances in Engineering Software, 60–61(0):89 -- 97, 2013.
+In addition, you can also cite MuPIF web pages as
+  * B. Patzák, MuPIF project home page. http://www.mupif.org, 2024.
 ===== Related Publications =====
-  * B. Patzák, D. Rypl, and J. Kruis. Mupif – a distributed multi-physics integration tool. Advances in Engineering Software, 60–61(0):89 -- 97, 2013 (http://www.sciencedirect.com/science/article/pii/S0965997812001329).
+  * <wrap hi>New, Open Access:</wrap> **B. Patzák, S. Šulc and V. Šmilauer. Towards digital twins: Design of an entity data model in the MuPIF simulation platform, Advances in Engineering Software, Volume 197, 2024 (https://www.sciencedirect.com/science/article/pii/S0965997824001406).**
-  * B. Patzák. Design of a multi-physics integration tool. In B. H. V. Topping, J. M. Adam, F. J. Pallares, R. Bru, and M. L. Romero, editors, Proceedings of the Seventh International Conference on Engineering Computational Technology, Stirlingshire, United Kingdom, 2010. Civil-Comp Press. paper 127.
+  * <wrap hi>New</wrap> D. Campagna, A. Del Piccolo, K. Kaklamanis, S. Šulc, M. De Bernardi, F. Ellero, S. Kalourazi, K. Reimann, M. Andrea, K. Kordos, M. Selzer, B. Nestler, D. Papageorgiou, A. Kneer, D. Di Stefano, B. Patzák, and E Lidorikis. Streamlining multi-scale materials modeling: The musicode low-code approach for simulation workflows and executable modas. Integrating Materials and Manufacturing Innovation, April 2025 (https://link.springer.com/article/10.1007/s40192-025-00395-5).
-  * B. Patzak, V. Smilauer, and G. Pacquaut, presentation & paper “Design of a Multiscale Modelling Platform” at the 15 th International Conference on Civil, Structural, and Environmental Engineering Computing, 1st - 4th of September 2015, Prague (Czech Republic).
+  * B. Patzák , S. Šulc , V. Šmilauer. MuPIF: Framework for Digital Twins and Interoperable Simulation Platform for Advanced Material Design. 9th European Congress on Computational Methods in Applied Sciences and Engineering (ECCOMAS 2024), 3-7 June 2024, Lisboa, Portugal.
-  * B. Patzák, V. Šmilauer, M. Apel, R. Altenfeld, L. Thielen, A. Lankhorst, [[http://congress.cimne.com/icme2016/admin/files/filepaper/p67.pdf|Multi-Physics Integration Framework MuPIF – design, operation and application to simulate CIGS thin film growth for photovoltaics]], 2nd International Workshop on Software Solutions for ICME, April 2016, Barcelona, Spain.
+  * S. Belouettar, C. Kavka, B. Patzák, H. Koelman, G. Rauchs, G. Giunta, A. Madeo, S. Pricl, S. et al. Integration of material and process modelling in a business decision support system: Case of COMPOSELECTOR H2020 project. Composite Structures, 204, 778-790, 2018.
    * B. Patzák, V. Šmilauer and M. Horák. MuPIF: Multi-Physics Integration Platform. 6th European Conference on Computational Mechanics (ECCM 6), Glasgow, 2018.
-   * S. Belouettar, C. Kavka, B. Patzák, H. Koelman, G. Rauchs, G. Giunta, A. Madeo, S. Pricl, S. et al. Integration of material and process modelling in a business decision support system: Case of COMPOSELECTOR H2020 project. Composite Structures, 204, 778-790, 2018.
+  * B. Patzák, V. Šmilauer, M. Apel, R. Altenfeld, L. Thielen, A. Lankhorst, [[http://congress.cimne.com/icme2016/admin/files/filepaper/p67.pdf|Multi-Physics Integration Framework MuPIF – design, operation and application to simulate CIGS thin film growth for photovoltaics]], 2nd International Workshop on Software Solutions for ICME, April 2016, Barcelona, Spain.
+  * B. Patzak, V. Smilauer, and G. Pacquaut, presentation & paper “Design of a Multiscale Modelling Platform” at the 15 th International Conference on Civil, Structural, and Environmental Engineering Computing, 1st - 4th of September 2015, Prague (Czech Republic).
+  * B. Patzák. Design of a multi-physics integration tool. In B. H. V. Topping, J. M. Adam, F. J. Pallares, R. Bru, and M. L. Romero, editors, Proceedings of the Seventh International Conference on Engineering Computational Technology, Stirlingshire, United Kingdom, 2010. Civil-Comp Press. paper 127.
+  * **B. Patzák, D. Rypl, and J. Kruis. Mupif – a distributed multi-physics integration tool. Advances in Engineering Software, 60–61(0):89 -- 97, 2013 (http://www.sciencedirect.com/science/article/pii/S0965997812001329).**
 ===== Projects using MuPIF=====
+  * MuPIF used in INODIN project (Innovative methods for materials diagnostics and monitoring of engineering infrastructure to improve its durability and service life) to provide digital twin platform, MŠMT project CZ.02.01.01/00/23_020/0008487
   * **MuPIF spotted by EU Innovation Radar as innovation exploring value creation opportunities** [[https://www.innoradar.eu/innovation/35416]]
-  * MuPIF used as modeling platform in H2020 [[http://composelector.net|Composelector]] and [[http://musicode.eu|Musicode]] projects
+  * MuPIF used as modeling platform in EU H2020 [[http://composelector.net|Composelector]] and [[http://musicode.eu|Musicode]] projects
-  * Platform is used to simulate the effect of fire on structural response, project GACR 16-18448S
+  * MuPIF has been used to simulate CIGS selenization and Light conversion in LEDs in EU FP7 [[http://mmp-project.eu|MMP]] project
+  * SUMO: Sustainable design empowered by materials modelling, semantic interoperability and multi-criteria optimization, Czech Science Foundation,  project no. 22-35755K, 2022-2024.
+  * DeeMa project (Deep-Learning and Optimisation Enabled Material Microstructure Design), funded by Technology Agency of the Czech Republic, grant agreement no. TH75020002.
+  * Platform has facilitated simulations of the effect of fire on structural response, project GACR 16-18448S
   * Platform has been used to model moisture condensation in tunnels, project [[http://cesti.cz|CESTI]]
   * MuPIF has been used to simulate CIGS selenization and Light conversion in LEDs in EU FP7 [[http://mmp-project.eu|MMP]] project.
@@ Line 86: / Line 99: @@
 ===== Events =====
   * Ioannina Summer School on Multiscale Modelling and Open Innovation Platforms, 18-23 July 2022, Ioannina, Greece (online event), http://musicode.eu/events/summer-schools/2022
+===== Support =====
+The GitHub issue subsystem to report any bugs or get a support [[https://github.com/mupif/mupif| MuPIF GitHub page]]
 ===== Course =====
@@ Line 97: / Line 113: @@
 ===== Acknowledgements=====
   * The original development of MuPIF has been funded by Grant Agency of the Czech Republic - Project No. P105/10/1402.
-  * The development has been supported by several EU project:
+  * The development has been supported by several EU/Natinal project:
      * MMP - Multiscale Modelling Platform: Smart design of nano-enabled products in green technologies (FP7 project number 604279),
      * [[http://composelector.net|COMPOSELECTOR: Multi-scale Composite Material Selection Platform with a Seamless Integration of Materials Models and Multidisciplinary Design Framework]], Project no 721105, 2017-2020.
+     * [[http://musicode.eu|H2020 MuSICODE project: An experimentally-validated multi-scale materials, process and device modeling & design platform enabling non-expert access to open innovation in the organic and large area electronics industry]], Grant agreement no. 953187, 2021-2024.
-At present, the MuPIF development is supported by following projects
+    * DeeMa project (Deep-Learning and Optimisation Enabled Material Microstructure Design), funded by Technology Agency of the Czech Republic, grant agreement no. TH75020002.
-  * [[http://musicode.eu|H2020 MuSICODE project: An experimentally-validated multi-scale materials, process and device modeling & design platform enabling non-expert access to open innovation in the organic and large area electronics industry]], Grant agreement no. 953187, 2021-2024.
+    * INODIN project (Innovative methods for materials diagnostics and monitoring of engineering infrastructure to improve its durability and service life), funded by MŠMT, grant agreement CZ.02.01.01/00/23_020/0008487.
-  * DeeMa project (Deep-Learning and Optimisation Enabled Material Microstructure Design), funded by Technology Agency of the Czech Republic, grant agreement no. TH75020002.
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