LinksThe Ptolemy project actively collaborates with other research and development projects, and welcomes both commercial and non-commercial applications of our software. The following list summarizes some of the current public and historical interactions. Uses of Ptolemy software in internal company projects are not reported here.
To have your project included, please send email to Christopher Brooks.
Current Public Projects
- Building Controls Virtual Test Bed
- DAWB - Data Analysis Workbench
- DDEMA - Data Driven Environment for Multiphysics Applications
- University of Florida
- Kepler - Scientific Workflow Management System
- Kieler Project - University of Kiel
- RSoft Design Group
- Thales (formerly Thomson CSF)
- UT Austin
Current unannounced corporate users of Ptolemy IIBelow are some of the corporations that are using Ptolemy II, but have not publically announced details of their use.
- Bosch - Center for Hybrid and Embedded Software Systems (CHESS) Sponsors of the
Bosch and Berkeley have mentored groups of Carnegie Mellon Master of Software Engineering students in their Studio Projects:
- National Instruments - CHESS Sponsors
- Toyota - CHESS Sponsors
- In addition, corporations that sent attendees to Biennial Ptolemy Conferences can be found on the attendees pages of the Ptolemy Conferences.
- Boston University
- Università degli Studi di Cassino
- Dresden University
- Kepler - Ptolemy Classic redevelopment
- Lockheed Martin
- Lyre Technologies
- POLIS Project (U.C. Berkeley)
- University of Pittsburgh and U.C. San Diego
- Radioplan, GmbH, Dresden
- Research in Motion
- Sanders Algorithm Analysis and Mapping Project
- Sanders RASSP Project
- SP-Process spa
- Structured Software Systems
- Universidad de Vigo, Spain
- U.C. Berkeley
- White Eagle Systems Technology
Agilent (formerly Hewlett Packard) produces the
Systems (ADS), which is based partly on Ptolemy Project software.
The ADS is design software for analog, RF, and mixed-signal design,
primarily targeted to wireless systems development.
The website states that it "provides HP Ptolemy hybrid dataflow and time-domain design and simulation capability for design and verification of DSP algorithms with realistic RF and analog distortions DSP, analog and RF systems."
The press release announcing the product mentions its roots in the Ptolemy project.
- Researchers at the
Lawrence Berkeley National Laboratory
have developed the BCVTB:
"The Building Controls Virtual Test Bed is a software environment that allows expert users to couple different simulation programs for co-simulation, and to couple simulation programs with actual hardware. For example, the BCVTB allows to simulate a building in EnergyPlus and the HVAC and control system in Modelica, while exchanging data between the software as they simulate. The BCVTB is based on the Ptolemy II software environment. The BCVTB allows expert users of simulation to expand the capabilities of individual programs by linking them to other programs. Due to the different programs that may be involved in distributed simulation, familiarity with configuring programs is essential."
The BCVTB interface shipped in Ptolemy II 8.0.1. The source code is in
$PTII/lbnl. For a BCVTB-specific interface, run
- The European Synchrotron Radiation Facility
has created Data Analysis Workbench (DAWB) (See also the Google Site).
In a comment on the Dr. Dobb site, Matthew Gerring said:
"At the ESRF we have been using Ptolemy II for dataflow pipelines. We also call them 'workflows' or 'zero dead time' depending on the particular scientist using them. Typically we use the pipelines to link data collection and analysis but are still exploring the full potential of this design. The data analysis algorithms are often longer to run than the collection. Therefore a data flow design such as yours allows the analysis to be multi-threaded and parallel and therefore happen at a faster rate given the available hardware. "DAWB uses Passerelle from iSencia.
"You can read more and download our version of dataflow for free at www.dawb.org."
DAWB is GPL3.
Matthew Gerring has moved jobs and renamed Dawb to Data Analysis WorkbeNch (DAWN). In January, 2013, Dawn-1.1 beta was released.
DDEMA:Data Driven Environment for Multiphysics Applications is a
"research Multidisciplinary Problem Solving Environment (MPSE) with
emphasis on complex multiphysics applications. Large amounts of
collected data in a-priori or real-time fashion are used to determine
and form the appropriate behavioral model and its implementation to
enable on-board or remote system behavior prediction for mission
relevant decision support."
DDEMA uses Ptolemy II both as a "Visual Programing Desighn Editor" for application-specific workflows and as and Agent/Services Management system.
Paul Fishwick at the University of Florida supervised
Zach Ezzel's 2010 work on interfacing Ptolemy II to
"an open source multi-platform, multi-user 3D application server."
For details, see Ptolemy
Meets Virtual Environments and Ptolemy
and OpenSim Tutorials. Zach updated Ptolemy II's Petri Net model
of computation and added a Cellular Automata model of computation.
- iSencia has created
"Passerelle is iSencia's toolkit for defining and deploying solutions based on our Model Driven Solution Assembly approach, offering a graphical IDE, an execution engine, a large collection of reusable solution building blocks and a number of essential framework services."
Passerelle is based on Ptolemy II and is used to prepare experiments for the
- code.google code base. Passerelle is released under the Apache License 2.0.
- 2004 presentation about Passerelle
- March, 2007 presentation about software used by Soleil
- A short paper about Passerelle: Gwenaëlle Abeillé, Majid Ounsy, Alain Buteau, "A Graphical Sequencer for SOLEIL Beamlines Acquisitions", 2007 International Conference on Accelerator and Large Experimental Physics Control Systems (ICALEPCS), Knoxville (USA), 14th October 2007.
System for Scientific Workflows, is a cross-project collaboration
to develop open source tools for Scientific Workflow Management and is currently
based on the Ptolemy II system for heterogeneous concurrent modeling
bioKepler 1.0, released in August, 2013, uses Ptolemy II as its execution engine.
"The bioKepler suite facilitates rapid development and scalable distributed execution of bioinformatics workflows in Kepler while simplifying access to a wide range of bioinformatics tools executed locally or distributedly. bioKepler 1.0 contains a set of Kepler actors, called "bioActors", which are specialized for running bioinformatics tools along with Kepler directors for distributed data-parallel (DDP) execution on Hadoop and Stratosphere engines. Additionally, over 40 example workflows demonstrating how to use these actors and directors have been packaged in this first release of bioKepler."
"bioKepler can be installed using the Module Manager in Kepler 2.4. If you have an older version of Kepler, we recommend that you first download and install Kepler 2.4, and then use the Module Manager to install bioKepler 1.0. Kepler 2.4 can be downloaded from the Kepler website (https://kepler-project.org/users/downloads). bioKepler is built on top of DDP, provenance, reporting, and workflow run manager modules, and does not require a separate installation of these modules. The bioKepler website (http://www.biokepler.org) provides more information about the project including the bioKepler User Guide and descriptions of the bioActors and demo workflows."
"We are building virtual machine images with bioKepler 1.0 for Amazon EC2 and OpenStack. These images are based on CloudBioLinux and include many bioinformatics tools. A separate announcement will be sent when the virtual machine images are completed."
at the University of Kiel is "a research project about enhancing the
graphical model-based design of complex systems. The basic idea is to
consistently employ automatic layout to all graphical components of
the diagrams within the modeling environment. This opens up new
possibilities for diagram creation and editing on the one hand and
also new methods for dynamic visualizations of e.g. simulation runs on
the other hand. Hence the focus of this project is the pragmatics of
model-based system design, which can improve comprehensibility of
diagrams, shorten development and change actions, and improve the
analysis of dynamic behaviour."
has developed VisualSim, which is built on top of Ptolemy II.
VisualSim focuses on performance analysis and system architecture,
rapid system modeling and dynmaic mapping (hardware/software tradeoff)
See also the October 6, 2003 EE Times article about Mirabilis Design.
"is an integrated platform for modelling and analyzing the architecture, function and performance of high level system designs - either as a standalone system or as a system operating in the context of larger systems and scenarios (i.e., missions)."
- Developed at the Codesign and Parallel Processing Lab
at Seoul National University, Korea, PeaCE (Ptolemy extension as Codesign Environment) is a codesign environment for rapid development of heterogeneous digital systems targeting from system-on-chip (SOC) design to distributed heterogeneous system design. The 'Ptolemy' of the PeaCE acronym refers to the well-known design tool developed at the Univ. of California at Berkeley, on top of which we're building a hardware-software codesign environment. It provides the design framework common to all system level design activities: specification, cosimulation, design space exploration, interactive partitioning, synthesis of SW, HW and their interface.
Thales (formerly Thomson-CSF),
has had many interactions with the Ptolemy group.
Thales and the Ptolemy team are working on the Pthales model of computation which implements multidimensional dataflow, similar to what is in ArrayOL and Multidimensional Synchronous Dataflow.
Individuals from Thales worked on Caltrop actor language effort. Thales contributed the Ptolemy II/Java Native Interface and the single window interface to the Ptolemy II codebase.
In the past, Thales has developed their own Ptolemy domain and performed a valuable evaluation of Ptolemy A summary of their work with Ptolemy is available. Internally, they have developed a multidimensional dataflow domain called ArrayOL which is based on the Ilog Views C++ graphical user-interface library. They have also performed an in-depth evaluation of Ptolemy II 0.4.1.
RSoft Design Group
is a merger of RSoft Inc. and Network Design Tools, Inc.,
a Telcordia Technologies spinout.
RSoft Design Group has a product called LambdaSIM:
"LambdaSIMcan rapidly simulate networks with thousands of components. The tool has undergone substantial validation as part of its use in the designing and understanding of the Multiwavelength Optical Network (MONET) project in Washington DC. LambdaSIM is built on a new Ptolemy-based dataflow simulation framework."
OptSim is another RSoft Design Group project that Ptolemy II and Ptolemy Classic. A Demonstration version of OptSim is available. This version of OptSim is for use with the book "Lightwave Technology: Components and Devices" by Govind P. Agrawal.
Ptolemy II includes Ptplot, a 2D data plotter. Ptplot has a number of
third party uses.
- The University of Texas at Austin
uses Ptolemy in both research and education.
Prof. Brian Evans
uses Ptolemy Classic as a laboratory for students in
Embedded Software Systems to explore computational models,
synthesis of embedded software, and heterogeneous system
In addition, Professor Evans group has been doing
Process Networks Research.
Contact: Prof. Brian Evans.
Agile Design provided support and customization of Ptolemy Software.
Berkeley Design Technology, Inc.,
in Fremont, CA, developed a prototype of a layer on top of the
Ptolemy kernel called Ptolemy HSIM (Heterogeneous Simulation).
Ptolemy HSIM served as a simulation backplane that allows
Signal Processing WorkSystem (SPW), Cadence's Bones, and
Precedence's SimMatrix environments to cooperate during a simulation.
SimMatrix is a synchronization mechanism for connecting 30 different
VHDL and Verilog simulators together.
The Ptolemy HSIM prototype was developed by BDTI for Lockheed-Martin,
but there are no plans to release Ptolemy HSIM. For further information,
contact Bernie Schaming
Boston University, in Boston, MA,
through its Knowledge-Based
Signal Processing Group, has developed an environment called
the Integrated Processing and Understanding of Signals (IPUS)
that has been encapsulated into Ptolemy as a new domain.
Ptolemy serves as the organizing framework and provides
a computational engine through its other domains.
IPUS can apply a family of knowledge-based techniques for
iteratively refining a computation by dynamically selecting the
algorithms to be applied to the data on the basis of results
provided by previous algorithms.
Thus, IPUS is a reasoning framework for signal reprocessing,
incremental refinement, and signal understanding.
Contact: Prof. S. Hamid Nawab
developed a new architecture for "full-system, mixed-level, and
mixed-domain simulation" based in part
on research from the Ptolemy Project.
They leveraged Ptolemy's "system-level design framework that allows
mixing of multiple models of computation".
The first press release
describes the CONVERGENCE Simulation Architecture and mentions
its roots in the Ptolemy project.
The computational model and scheduling algorithms in Cadence's Signal
Processing WorkSystem (SPW) were heavily influenced by Ptolemy's
Synchronous Dataflow domain and its scheduling algorithms.
Università degli Studi di Cassino has developed
a general distributed optimization package called
(PDF Slides from the 4/01 Ptolemy Miniconference)
- Dimensions in Quick Design Turnaround
in Carlsbad, CA, has derived a new VHDL domain to serve as a front-end
specification and VHDL code generation environment for behavioral modeling
and synthesis of Application-Specific Integrated Circuits.
They applied the same approach using Mentor Graphics DSP Station as a
They have also customized the edit parameters dialogue to support
For example, instead of typing in
NOfor a boolean parameter, you could click on a yes or no button. They have also modified the schematic entry to support connections that are made by name (reference) instead of by creating a wire. Contact: cesear at dqdt com or powell at dqdt com .
- Dresden University of Technology has developed WiNeS -
Wireless Network System Simulator. This is based on Ptolemy Classic,
although the research team has also been experimenting with
Contact: rave at ifn et tu-dresden de
Giotto is middleware that offers a principled, tool-supported design methodology for implementing embedded control systems on platforms of possibly distributed sensors, actuators, CPUs, and networks. Giotto is based on the organizing principle that time-triggered task invocations together with time-triggered mode switches can form the abstract essence of programming real-time control systems. Giotto consists of a time-triggered programming language with a formal semantics, which provides an abstract programmer's model, as well as a compiler and a runtime library which can be targeted toward various platforms. Giotto supports the automation of the control systems design process by strictly separating platform-independent functionality and timing concerns from platform-dependent scheduling and communication issues. The time-triggered predictability of Giotto makes it particularly suitable for safety-critical applications with hard real-time constraints.
- FOKUS, Research Institute for Open Communication Systems, in Berlin,
has developed a TCP Simulator using Ptolemy.
sisalem at fokus gmd de
Master's Thesis describes the work.
is an effort to redevelop Ptolemy Classic by simplify the class structure
and making other changes.
- Lockheed Martin sponsored CHESS via the New Associative Object Model of Integration (NAOMI) project.
Lyre Technologies offers the
family of rapid-prototyping DSP tools for embedded systems
development. These tools support code generation for
Motorola 56000 and Analog Devices SHARC families of DSP
processors. The product includes a standalone box with a DSP,
a general-purpose microprocessor, and a Xilinx FPGA, plus
Ptolemy-based software for code generation.
- University of Pittsburgh Optical Computing Group
and University of California at San Diego
OptoElectronic Computing Group
use Ptolemy Classic in designing and simulating
Free Space Optoelectronic Information Processing Systems.
"Computer Aided Design and Simulation of Free Space
Optoelectronic Information Processing Systems".
Contact: steve at ee pitt edu
project at UC Berkeley uses Ptolemy II as a software framework for
their work in developing reusable architectural platforms that can be
easily programmed to meet the requirements for a variety of
- The UC Berkeley CAD group is using
Ptolemy Classic as a framework for the
which is a hardware/software codesign package, with application to
automatic control. POLIS has formed the basis for the Felix design
environment being marketed by Cadence Design Systems.
Radioplan GmbH, Dresden
offers software solutions for optimization of wireless information networks by dynamic simulations.
In contrast to conventional planning tools, this software
is able to include time-dependent algorithms that model dynamic aspects of
a living radio network. This software is based on PtolemyII software
Radioplan cooperates with Dresden University's WiNeS project, which is completely built on top of Ptolemy software. Contact: Jens.Voigt at radioplan com
Research In Motion, creators
of the Blackberry handheld have contributed the Ptolemy II Matlab interface
and worked on the Higher Order Components (HOC) in Ptolemy II.
Developers at RIM have also worked on the Ptolemy II expression actor
and provided the Ptolemy group with feedback on design and
- Sanders, a Lockheed Martin Company
is extending Ptolemy as part of an Algorithm Analysis and Mapping DARPA research
This project includes retargettable design with fixed-point
analysis and hardware synthesis targetted at FPGAs.
- Sanders' Rapid-Prototyping Group
in Nashua, NH, has developed three different extensions to Ptolemy,
as a prime contractor on the ARPA Rapid Prototyping of Application
Specific Signal Processors
They have written their own graphical front-end to Ptolemy that
allows a user to sketch a target architecture and quickly map
the stars in an SDF graph to the processors in the architecture.
Extensions to the DE domain have been implemented to allow a
performance-level model of the architecture to be simulated.
They create a DE domain model representing the mapping of the
algorithm to the architecture and use the Ptolemy kernel to
simulate the performance. The product of the simulation is a
Gantt chart showing the execution of stars and memory usage over
time as well as estimates of certain other system level metrics
(weight, size, power, reliability, etc.). This capability has
been developed as a front-end architectural trade tool for the
Sanders RASSP Program.
Contact: SmithD at aticorp org
A demonstration is available as a patch to Ptolemy 0.6.
- They have developed their own custom code generation domain for
FPGAs that uses the DE domain to partition the graph onto
multiple FPGA and then automatically insert registers to
compensate for pipelining.
They apply perl scripts to the resulting ptcl code to generate
the FPGA layout in a Xilinx format.
- They have integrated Ptolemy into their RASSP Design Environment
(RDE), a set of a fifteen CAD tools for hardware/software codesign
and thirteen CAD tools for electrical and physical design
for embedded signal processors.
Reference: Rick Ong, Rob Costantino, and Rodger Philips,
"ENvironment and Tools for an Intergrated RDE (ENTIRE),"
Proc. ARPA Rapid Prototyping of Application-Specific Signal
Processors Conference, pp. 115-121, Arlington, VA, July, 1995.
Contact: rcostantino at sanders com
- They have written their own graphical front-end to Ptolemy that allows a user to sketch a target architecture and quickly map the stars in an SDF graph to the processors in the architecture. Extensions to the DE domain have been implemented to allow a performance-level model of the architecture to be simulated. They create a DE domain model representing the mapping of the algorithm to the architecture and use the Ptolemy kernel to simulate the performance. The product of the simulation is a Gantt chart showing the execution of stars and memory usage over time as well as estimates of certain other system level metrics (weight, size, power, reliability, etc.). This capability has been developed as a front-end architectural trade tool for the Sanders RASSP Program. Contact: SmithD at aticorp org
SP-Process spa has
a product called Recito:
Recito is a graphical modeling and process simulation platform. Developed in java only using Open Source technologies, it runs seamlessly on Windows, Linux, Mac OS and Solaris operating systems. With Recito the user can model, simulate and design concurrent real-time systems. Recito is based on Ptolemy II from which it inherits motor and actor libraries. Recito adds support of data access and manipulation (database, XML dataflow), reports creation, document management and model remote execution.
Structured Software Systems,
is working on automated securities trading systems based on Ptolemy Classic.
SSS uses a derivative of the DE domain for both historical testing and
live execution of trading systems. SSS has also made numerous small
improvements in the Ptolemy infrastructure, most of which have found
their way back to Berkeley for inclusion in future releases.
Contact: frank at strsoft com or
tgl at sss pgh pa us .
- Universidad de Vigo, Spain,
a COFDM-based digital TV transmission systems simulator, which
California at Berkeley,
Department of Electrical
Engineering and Computer Sciences,
has used Ptolemy in both research and education.
- The Infopad Project
used Ptolemy as a design, simulation, and test generation tool .
The Infopad Project is an indoor wireless communications network
consisting of a computer network backbone connecting rooms together,
with optical transmitters and hand-held computer-receivers in each
Simulation of communications protocols between the hand-held
terminals and the rest of the Infopad system have been performed
in Communicating Processes domain, which is not included in
the Ptolemy 0.6 release.
Infopad designers also made use of the Synchronous Dataflow (SDF)
model of computation to generate standalone demonstrations using
the compile-SDF target and the Code Generation in C domain.
The primary use of Ptolemy was in designing the hand-held computers,
e.g. simulating their behavior, determining bit widths of the
internal data paths, and test vector generation.
ssheng at zabriskie eecs berkeley edu
- Javier Contreras in Prof. Felix Wu's group is using Ptolemy
as a framework for studying power systems transmission planning.
Using Ptolemy, he is studying tradeoffs in using different
optimization techniques provided by library routines and
commercial software such as MATLAB.
The optimization procedures are chosen graphically using
hierarchical block diagrams and interactive Tcl/Tk interfaces.
- Alberto Ferrari in the CAD
group is interfacing MatrixX to Ptolemy to leverage their
previous implementations of automatic control strategies in MatrixX.
- Students in the undergraduate and graduate signal processing courses
use Ptolemy as an
Contact: Prof. Edward A.
- Ptolemy was the platform to show real-time signal processing
demonstrations in a sophomore class entitled
to Real-Time Digital Systems.
Contact: Prof. Edward A.
- The Infopad Project used Ptolemy as a design, simulation, and test generation tool . The Infopad Project is an indoor wireless communications network consisting of a computer network backbone connecting rooms together, with optical transmitters and hand-held computer-receivers in each room. Simulation of communications protocols between the hand-held terminals and the rest of the Infopad system have been performed in Communicating Processes domain, which is not included in the Ptolemy 0.6 release. Infopad designers also made use of the Synchronous Dataflow (SDF) model of computation to generate standalone demonstrations using the compile-SDF target and the Code Generation in C domain. The primary use of Ptolemy was in designing the hand-held computers, e.g. simulating their behavior, determining bit widths of the internal data paths, and test vector generation. Contact: ssheng at zabriskie eecs berkeley edu
- University of Texas, Austin. Brian Evans' group has used Ptolemy over
the years. See above for current Ptolemy activities.
Below are some historical activities:
Srikanth Gummadi is using Ptolemy to develop, simulate, and synthesize real-time constant modulus arrays for smart antennas. The arrays can be modelled completely in the Synchronous Dataflow model of computation.
Ashutosh Kulkarni is using Ptolemy in benchmarking code generation methodologies.
Biao Lu is using Ptolemy for modeling, simulating, and synthesizing heterogeneous sytems composed of neural network and signal/image processing subsystems by mixing dataflow models. Most (artificial) neural network and signal/image processing subsystems can be modeled using Synchronous Data. Some neural networks, such as Cellular Neural Networks, and some signal processing subsystems, such as timing recovery in modems, require Boolean Dataflow.
- VPIsystems makes enterprise-class software systems that support technical workforces across the communications industry: service providers, network operators, equipment vendors and component and system manufacturers.
VPI's software provides all necessary tools and project management systems for photonic design automation. The platform delivers a complete range of interoperable design and simulation tools that investigate and capture component and system innovations to explore their impact on the network. Technologies include a comprehensive range of models for lasers, SOAs, Raman
amplifiers, PMD mitigation and WDM, CATV and HFC systems.
VPI is a privately held company with headquarters in New Jersey. Sales and support centers are located in New Jersey, Texas, Germany, Australia, and Singapore. The company was incorporated in 1998.
- White Eagle Systems Technology, Inc., uses Ptolemy
in designing systems and developing CAD tools.
One project involves hardware/software codesign of signal processing systems for
speech, RADAR, networking and telecommunications.
They have developed their own Ptolemy code generation domains
for various DSP processors.
Contact: rjjt at qstech com
They have also developed a dataflow CAD tool derived from Ptolemy project
research and the Hyper project at U.C. Berkeley.
The tool assigns, schedules, and generates code for the Mercury
The tool has been used to develop radar and sonar applications on
Mercury systems with over 128 Intel i860 processors.
Contact: rjjt at qstech com
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