Best Engineering Software for Python

FEATool Multiphysics – "Physics Simulator Made Easy" – a fully integrated physics simulation, FEA and CFD toolbox. FEATool Multiphysics provides a fully integrated simulation platform that includes a unified user interface for several multi-physics solvers such as OpenFOAM and Computational fluid dynamics (CFD), including SU2 Code and FEniCS. This allows users to model coupled physics phenomena, such as those found in fluid flow and heat transfer, structural, electromagnetics acoustics and chemical engineering applications. FEATool multiphysics is a trusted tool for engineers and researchers in the energy, automotive and semi-conductor industries.

Simcenter Amesim, the most integrated and scalable platform for system simulation, allows system engineers to simulate and optimize mechatronic system performance. This will increase overall system engineering productivity, from the initial development stages to the final performance validation and controls calibration. Simcenter Amesim is a combination of ready-to-use multiphysics libraries and industry-oriented solutions. It supports powerful platform capabilities that allow you to quickly create models and perform analysis. This open environment can be easily integrated with major computer-aided designing (CAD), computer-aided engineering and controls software packages.

MatDeck is a universal technical software that can be used for mathematics, science, engineering, chemistry, programming, databases, and many other purposes. Our software includes a complete Python IDE, thousands of mathematical functions, a drag-and-drop GUI Designer, and many visualization tools. All this is embedded in a cutting-edge, live document that provides a professional computing environment at a low cost.

Interactive visualizations and analytics allow you to explore hundreds of single-cell transcriptome datasets as well as your own data. The software supports multimodal omics (e.g. CITE-seq and spatial transcriptomic. Explore the world's largest database of single-cell expression interactively. Access and query insights derived from a single cell database of millions of cells. The database is fully annotated, with cell type labels and experimental meta-data. BBrowser does not just create a portal to published works. It is an end-toend solution for YOUR single-cell data. Import your fastq, count matrices or Seurat objects and reveal the biological stories within. With a powerful package of visualizations, analyses and an intuitive interface you can easily mine insights from any single-cell dataset. Import data from single-cell CRISPR or Perturb-seq. Guide RNA sequences can be queried.

Ruffus is a Python computation pipeline library. It is open-sourced and powerful, user-friendly, and widely used for science and bioinformatics. Ruffus was designed to automate scientific and other analyses with minimal fuss and effort. It is suitable for even the most basic tasks. Even complex pipelines can be handled. This will prevent make or scons from becoming cross-eyed and recursive. No "clever magic", no pre-processing. The lightweight syntax, which does one small thing well, is unambitious. Ruffus is licensed under the permissive MIT-free software license. This license allows for free use and inclusion in proprietary software. It is a good idea to run your pipeline in a temporary directory that is not connected to your original data. Ruffus is a lightweight Python module that can be used to build computational pipelines. Ruffus requires Python 2.6 and higher, or Python 3.0 and higher.

MPCPy is a Python package which allows you to test and implement occupant-integrated models predictive control (MPC), for building systems. The package is focused on the use data-driven, simplified statistical or physical models to predict building performance and optimize control. Four modules provide object classes that allow you to import data, interact and validate models and control input. MPCPy is an integration platform. However, it relies upon third-party, free, open-source software packages to implement models, simulates, parameter estimation algorithms, optimization solvers, and other related tasks. This includes Python packages that can be used for data manipulation and scripting, as well as more advanced software packages for specific purposes. Modelica is the language specification that is used for optimization and modeling of physical systems.

CoppeliaSim is a powerful and versatile robot simulation platform developed by Coppelia Robotics. It can be used for rapid algorithm development and factory automation simulations. It also allows for remote monitoring, safety checking, and digital twin creation. It has a distributed control system that allows each object or model be controlled individually via embedded scripts, plugins, remote API clients, or custom solutions. The simulator supports five physics engine, MuJoCo (Bullet Physics), ODE (Orbital Dynamics Engine), Newton (Orbital Dynamics Engine), and Vortex Dynamics for fast and customizable dynamics calculation. This allows realistic simulation of real world physics and object interaction, including collision response and grasping. CoppeliaSim can calculate forward and reverse kinematics for any type mechanism.

Webots by Cyberbotics is a multi-platform, open source desktop application that allows you to model, program, and simulate robots. It provides a comprehensive development tool that includes a large asset library of robots, actuators and sensors. This allows for rapid prototyping, efficient robotics project creation and rapid prototyping. Users can import existing CAD model from tools such as Blender or URDF, and integrate OpenStreetMap to create detailed simulations. Webots offers support for multiple programming languages, including C++, Python Java, MATLAB and ROS. This flexibility allows developers to meet a variety of development needs. The combination of a modern GUI with a physics rendering engine and OpenGL renders allows for realistic simulations of robotic systems such as wheeled and industrial robots, legged robots and autonomous vehicles. The platform is widely used in industry, research, and education for tasks such as robot prototyping and AI algorithm development.

GRASS GIS is a free, open-source Geographic Information System software suite that can be used for geospatial analysis and data management, image processing, graphics, map production, spatial modelling, and visualization. It supports raster and vector processing. It also allows for advanced modeling, data analysis, image processing, and time-series analysis. GRASS GIS can be accessed via a graphical interface or integrated with QGIS. It is compatible with OS X, Windows and Linux. The software includes more than 350 modules that allow users to render maps and images, manipulate raster and vector datasets, process multispectral image files, create, manage, and store spatial data. GRASS GIS has been widely used by government agencies, academics and businesses alike.

Whitebox Geospatial Inc. provides innovative geospatial tools built on open-source platforms. These tools are used for advanced geospatial analysis. WhiteboxTools (WbT) is their flagship product. It contains over 475 tools to process various types of geospatial datasets, including raster and vector data. WbT integrates seamlessly with other GIS programs, such as QGIS or ArcGIS. This enhances their analytical capabilities. It is a versatile tool for geospatial professionals because it makes extensive use of parallel processing, runs without the need for extra libraries like GDAL and can be used from scripting environments. Whitebox Toolset Extension is a paid extension which adds 75 tools to sophisticated geospatial processing. Whitebox Workflows for Python provides geospatial professionals next-level geoprocessing.

ColdStream is an engineering platform for thermal simulation that runs in the cloud. It supports your entire thermal management process, from thermal design to thermal analysis. Diabatix's Thermal Simulation Software allows your business to accelerate product development by using only the latest technologies. Get insights on temperature distribution, heat dissipation and fluid flow, thermal resistance and thermal radiation, cooling capability, and more. ColdStream will find the most suitable heat sinks for your electronic devices and products. In just a few simple clicks, you can upload your geometry, configure the thermal simulator operating conditions, and set the design objectives for your heat sinks.

Microsoft's experience and scale in managing exabyte-scale workloads can be used to reduce the need for you to manage your own data center. Microsoft Genomics on Azure gives you the performance and scalability that comes with a supercomputing facility of the highest caliber, all on demand. Take advantage of an MPI backend network that has a latency of under three microseconds, and a non-blocking throughput of 32 gigabits per seconds (Gbps). This backend network features remote direct memory access, which allows parallel applications to scale up to thousands of cores. Azure offers high memory and HPC class CPUs to help get results quickly. Scale up or down according to your needs and only pay for what you actually use. Azure's worldwide network of data centers can help you meet your compliance needs and address data sovereignty issues. Easy integration into your existing pipeline code with a REST API and simple Python client.

Luminary Cloud, the first modern SaaS platform for computer-aided design, provides engineers with insights in minutes. It allows engineers to perform simulations, analyses, and iterations that were previously impossible. Experience the magic of running cloud-based simulations within minutes using the most advanced GPUs. Store, access and analyze your raw simulation data securely to uncover insights and optimize engineering design. Run experiments faster to improve product design and quality, while reducing defects. Accelerate the time to market with improved engineering efficiency, lower hardware costs, and reduced physical testing and prototyping costs. With the most accessible simulation platform, empower your team to create better designs faster with more insights and results. Run fast simulations of any scale, collaborate with people around the globe using project sharing, and begin analyzing results immediately.

The platform is a modern collaboration tool with low-code for teams of engineers building the next generation complex hardware. Rollup is a browser-based, all-in-one environment that has modules for every aspect your engineering projects. Integrate engineering data and parameters seamlessly over time to evolve your system model. Design reviews and real-time comments are pinpointed on the geometry to speed up the mechanical design. Rollup data sources allow you to write and manage requirements, with real-time approvals and enhanced collaboration. Rollup makes it easy to collaborate across disciplines with your engineering team. Integrated project statuses and tasks to ensure seamless planning, execution and tracking.

The innovative platform enables you to design sustainable processes at the speed that the market demands. AVEVA Process Simulator brings agility to the entire process cycle of design, simulation and training. This allows engineers to accelerate the engineering process. Engineers can work together across disciplines on a single platform that allows them to explore all dimensions of potential designs and quantify their impact on sustainability, feasibility, profitability, and sustainability. You can save time by using the same simulation for all engineering phases, including fluid flow and dynamics modes. So that every engineer can see the impact of their programs, replace dozens of specialized programs. Create an agile engineering workflow that allows concurrent use of process, utility, control, as well as mechanical engineers.

It is based upon a complete representation for the qubit state, but avoids the explicit representation in terms of matrices of gates and other quantum operation. Intel-QS uses the MPI (message-passing-interface) protocol to handle communication between the distributed resources used to store and manipulate quantum states. Intel-QS is built as a library that, when linked to an application program, allows the user to benefit from the high-performance implementations of circuit simulations. The library can run on a wide range of systems, including laptops and HPC server systems.

CoTherm, a coupling software and process automation program, acts as a liaison between CAE programs. CoTherm simplifies process automation. It can be used to run sensitivity studies, design of experiments or multiple CAE models in a single process. This capability can streamline preprocessing, thermal analysis or transient analysis. CoTherm provides templates for common coupling and automation tasks. CoTherm has optimization capabilities to determine the best inputs for your design. The general optimization sub-processes can be used to optimize any CAE analysis. CoTherm’s mathematically rigorous solution, including multiple global and local methods, removes guesswork from your design process. CoTherm supports a wide range of thermal and CFD code. CoTherm’s powerful tools enable the coupling of any program that can be run from the command line or config files.

The XetaBase platform is unique in that it simplifies tertiary analyses by aggregating, indexing and enriching secondary genome data. This allows for a continual reinterpretation of the data to unlock clinical and research insights. XetaBase enables the rapid management of genomic data and its cost-effective use in the laboratory and clinic. XetaBase is a genomic-scale platform. The greater the volume and the complexity, the better the insights and outcomes. XetaBase, a genomic-native platform, is built on the OpenCB open-source software platform. It meets the demands of genomic medicine for speed, scale, and reinterpretation. Zetta Genomics provides genomic data management that is fit for the precision-medicine age. XetaBase offers a novel solution for the challenges of genomic information. It replaces outdated flat file approaches and brings meaningful and actionable genome data to the lab and clinic. XetaBase allows for continual reinterpretation and scales seamlessly as databases expand to include genome sequences.

Design your photonic integrated system in a layout-centric flow. Designers can implement their designs using either drag-and drop or script-driven methodologies. Both are done in the same custom IC layout editor which drives the physical verification process and tape-out. L-Edit Photonics allows the creation of a fast photonic design by using drag-and-drop in an IC Layout Editor, without having to code a single line. Once the design has been completed, a netlist for photonic simulation can be extracted. PIC design with a complete IC Layout Editor. Create a layout in a single click. Supports a flow of design that is layout-centric, where schematics are not required. S-Edit allows for a schematic flow. A simulation netlist is a useful input to a photonic sim. Integration with our partners allows us to support photonic simulation. Multiple foundries offer photonic PDKs.

Choose two custom cell groups and compare their top differentially-expressed genes. Use millions of cells in the integrated CZ CELLxGENE Corpus for powerful analyses. Use an interactive, no-code interface to perform interactive analyses of a dataset. Explore how spatial, environmental and genetic factors influence gene expression patterns. Use published datasets to understand them or as a starting point for identifying new cell subtypes and states. Census allows you to access any custom slice of standard cell data from CZ CELLxGENE in R or Python. Explore an interactive encyclopedia that contains 700+ cell types, detailed definitions, markers genes, lineage and relevant datasets. Browse and download 1,000+ datasets and hundreds of standardized data sets that characterize the functionality of healthy human and mouse tissues.