Alternatives to Aspen DMC3
Compare Aspen DMC3 alternatives for your business or organization using the curated list below. SourceForge ranks the best alternatives to Aspen DMC3 in 2026. Compare features, ratings, user reviews, pricing, and more from Aspen DMC3 competitors and alternatives in order to make an informed decision for your business.
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Epicor Connected Process Control
Epicor Software
Epicor Connected Process Control (CPC), formerly eFlex Systems, provides manufacturers a flexible, no-code/low-code MES solution. No programming or special skills required. Digital work instructions, with multi-media capabilities, along with the ability to integrate virtually any device with communication capabilities, provides 100% historical record of the product and the process. Providing data insight, from production reports, to part history, quality summary and more — address issues quickly, minimize waste and disruptions. Whether you start small in subassembly areas, an entire line, or apply enterprise wide - we work with manufacturers of all sizes and needs. Hosted on prem or in the cloud, you decide what's best for your operations. -
2
Proteus
Xergy
Proteus is the complete project management software built by energy experts for the energy sector. Proteus brings pre-project planning, winning business, resource management, project management, collaboration, project financials, and business intelligence into one integrated solution. Proteus moves companies in oil and gas and renewables away from a fixed cost model to an on-demand model, crucial to staying competitive in a low margin environment. Move faster, win more business, deliver more projects and keep work simplified. Proteus brings everything together in one single view: clients, proposals, projects, invoicing, documents, inventory, and more- all in one place on a centralized platform. Proteus dramatically improves efficiency by improving the way margins are managed, resulting in cost savings to allow your company to scale and grow. Maximize value across the project lifecycle. Get better visibility, better control, better consistency and better productivity.Starting Price: $35 per user per month -
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Cybernetica CENIT
Cybernetica
Cybernetica delivers Nonlinear Model Predictive Control (NMPC) based on mechanistic models. Our software product, Cybernetica CENIT, offers a flexible architecture that can meet any industrial challenge with optimal solutions. Multivariable optimal control, predictive control, intelligent feed forward, optimal constraint handling. Adaptive control through state and parameter estimation, and feedback from indirect measurements through the process model. Nonlinear models are valid over larger operating ranges. Improved control of nonlinear processes. Less need for step-response experiments and improved state and parameter estimates. Control of batch and semi-batch processes, control of nonlinear processes operated under varying conditions. Optimal grade transition in continuous processes. Safe control of exothermal processes and control of unmeasured variables, such as conversion rates and product quality. Reduced energy consumption and carbon footprint. -
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Model Predictive Control Toolbox
MathWorks
Model Predictive Control Toolbox™ provides functions, an app, Simulink® blocks, and reference examples for developing model predictive control (MPC). For linear problems, the toolbox supports the design of implicit, explicit, adaptive, and gain-scheduled MPC. For nonlinear problems, you can implement single- and multi-stage nonlinear MPC. The toolbox provides deployable optimization solvers and also enables you to use a custom solver. You can evaluate controller performance in MATLAB® and Simulink by running closed-loop simulations. For automated driving, you can also use the provided MISRA C®- and ISO 26262-compliant blocks and examples to quickly get started with lane keep assist, path planning, path following, and adaptive cruise control applications. Design implicit, gain-scheduled, and adaptive MPC controllers that solve a quadratic programming (QP) problem. Generate an explicit MPC controller from an implicit design. Use discrete control set MPC for mixed-integer QP problems.Starting Price: $1,180 per year -
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AVEVA APC
AVEVA
AVEVA APC is model predictive advanced process control that improves your process economics. In today’s economic environment, manufacturers are faced with reduced capital budgets and overhead, rising manufacturing and energy costs, and intense global competition. Comprehensive Advanced Process Control from AVEVA, helps you address complex manufacturing challenges with state-of-the-art automatic control solutions that can extract maximum value from your processes. It can improve production yield and quality and reduce energy consumption. It can help you optimize manufacturing operations and make the performance improvements you need to improve your bottom line continuously. AVEVA APC is a comprehensive model predictive advanced process control software that improves process profitability by enhancing quality, increasing throughput, and reducing energy usage. It uses modern, state-of-the-art technology to provide automatic control systems that are capable of releasing process potential. -
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COLUMBO
PiControl Solutions
Closed-loop universal multivariable optimizer for Model Predictive Control (MPC) performance and Model Predictive Control (MPC) quality improvements. Use data in Excel files from DMC (Dynamic Matrix Control) from Aspen Tech, or from RMPCT (Robust Model Predictive Control Technology) from Honeywell, or Predict Pro from Emerson and use it to generate and improve correct models for the various MV-CV pairs. Amazing new optimization technology does not need step tests as required by Aspen tech, Honeywell, and others. It Works entirely in the time domain, is easy to use, compact, and practical. Model Predictive Controls (MPC) can have 10s or 100s of dynamic models. One or more could be wrong. Bad (wrong) Model Predictive Control (MPC) dynamic models produce a bias (model prediction error) between the predicted signal and the measured signal coming from the sensor. COLUMBO will help you to improve Model Predictive Control (MPC) models with either open-loop or completely closed-loop data. -
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PlantPAx
Rockwell Automation
Producers like you are adept at navigating the complexities and challenges of staying competitive. This is true in a variety of industries ranging from pharmaceuticals, consumer packaged goods, and food and beverage to mining and chemical. That’s why it’s so important to implement the latest technological advancements to continue your ever-evolving digital transformation journey. From the control room to the board room, process system users face the persistent challenges of balancing productivity against budget and resource constraints as well as proactively addressing evolving operational risks. Meet these challenges and experience real productivity gains in all areas of your plant with the PlantPAx distributed control system (DCS). System features positively impact the lifecycle of your plant operations by ensuring that plant-wide and scalable systems drive productivity, improve profitability, and reduce overall risks for operations. -
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Pavilion8
Rockwell Automation
Complex industrial processes make it challenging to be both market-driven and sustain profitable operations. Manufacturers must adjust their production methodology to introduce a greater variety of higher-value products and shorter production runs. They need to produce more, run efficiently and improve product quality to the limits of available equipment. For this, they must ensure maximum uptime and more efficient transitions with less waste. In addition, manufacturers are facing stronger public demand to reduce their environmental impact and operate within regulated emissions limits. Rockwell Automation Pavilion8® Model Predictive Control (MPC) technology is an intelligence layer on top of automation systems that continuously drives the plant to achieve multiple business objectives—cost reductions, decreased emissions, consistent quality, and production increases—in real-time. -
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INCA MPC
Inca Tools
Advanced Process Control (APC) is a very cost-effective way to optimize your plant performance without changing the hardware. An APC application stabilizes the operation and optimizes production and/or energy consumption. A very valuable side effect also results in a better understanding of your production process. Advanced process control (APC) refers to a broad range of techniques and technologies that interact with the base layer process control systems (built up with PID controls). Some APC technologies are e.g. LQR, LQC, H_infinity, Neural, fuzzy, and MPC (Model-Based Predictive Control). An APC application optimizes your plant every minute, over and over again, 24 hours per day, 7 days per week. MPC is the most popular APC technology used in the industry. The Model Predictive Control software uses a model of the process to predict the behavior of the plant in the foreseeable future. Typically a couple of minutes to even several hours ahead. -
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MPCPy
MPCPy
MPCPy is a Python package that facilitates the testing and implementation of occupant-integrated model predictive control (MPC) for building systems. The package focuses on the use of data-driven, simplified physical or statistical models to predict building performance and optimize control. Four main modules contain object classes to import data, interact with real or emulated systems, estimate and validate data-driven models, and optimize control input. While MPCPy provides an integration platform, it relies on free, open-source, third-party software packages for model implementation, simulators, parameter estimation algorithms, and optimization solvers. This includes Python packages for scripting and data manipulation as well as other more comprehensive software packages for specific purposes. In particular, modeling and optimization for physical systems currently rely on the Modelica language specification.Starting Price: Free -
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System 800xA is not only a DCS (Distributed Control System) it’s also an Electrical Control System, a Safety system, and a collaboration enabler with the capacity to improve engineering efficiency, operator performance, and asset utilization. With the built-in electrical control system, ABB Ability System 800xA provides ways to be in control of the complete electrical system, from high-voltage switchgear to low-voltage motor control. Whether together with 800xA DCS or not, ABB Ability System 800xA is the ideal solution as your Electrical Control System. Reduce hardwired cabling on switchgear by connecting to intelligent devices, no matter which standard protocol you have. The high reliability on digital communication improves the information flow from the devices and additional electrical measurement equipment can be removed.
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Pitops
PiControl Solutions
Pitops is the only software product that performs truly closed-loop system identification with PID controllers in Auto mode or even of secondary PID controllers in a Cascade mode, without the need to break the cascade chain and to conduct additional time-consuming and intrusive plant step tests. No other competitor tool can do successful transfer function identification using data with PID controllers in Cascade mode (Pitops is the only one). Furthermore, Pitops performs transfer function identification entirely in the time domain whereas all other competitor tools use the more complicated Laplace (S) or Discrete (Z) domain. Pitops can even handle multiple inputs and identify multiple transfer functions simultaneously. Pitops performs multiple inputs closed-loop transfer function system identification in the time domain using a new proprietary breakthrough algorithm, far superior to the older methods like the ARX/ARMAX/Box and Jenkins methods that are used in competitor tools. -
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Emerson DeltaV
Emerson
DeltaV S-series Electronic Marshalling with CHARMs lets you land field cabling wherever you want, regardless of signal type or control strategy. The DeltaV™ Distributed Control System (DCS) is an easy-to-use automation system that simplifies operational complexity and lowers project risk. The state-of-the-art suite of products and services increases plant performance with intelligent control that is easy to operate and maintain. The DeltaV DCS adapts to meet your needs, scaling easily without adding complexity. The inherent integration of the DeltaV system extends to batch, advanced control, change management, engineering tools, diagnostics, and more. -
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Apromon
PiControl Solutions
Apromon is an online software product for monitoring the PID loop control performance of primary and Advanced Process Control (APC) loops. Apromon evaluates single loops, cascade loops, any Advanced Process Control (APC) loops and even signals that have PV only but no controller associated with them. Apromon has the unique power to automatically convert flow controllers, pressure controllers, temperature controllers, level controllers, online analysis controllers, and any Advanced Process Control (APC) controller into a single “grade” factor, just like the grade given by a professor to a student on a test or an examination. 100 indicates the best performance and 0 indicates the worst. Runs automatically every set period so that performance is always being calculated and archived. Runs all the time, and does not skip any period for any tag like some competitor products. -
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Aspen Plus
Aspen Technology
Advance circular economy initiatives and respond to global economic challenges, dynamic market conditions, and competitive pressures by improving performance, quality, and time-to-market with the best-in-class simulation software for chemicals, polymers, life science, and new sustainability processes. Aspen Plus is a market-leading process simulator built on over 40 years of experience, incorporating feedback from top chemical companies and an award-winning physical properties database. It provides integrated process modeling with economic, energy, safety, and emissions analysis to improve time-to-market, process efficiency, and sustainability performance. Aspen Plus advances the performance of chemical processes using best-in-class simulation software for bulk chemicals, specialty chemicals, and pharmaceutical industries. This powerful modeling technology enables optimization of throughput, product quality, and energy use in processes. -
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QMSys GUM
Qualisyst
The QMSys GUM Software is suitable for the analysis of the uncertainty of physical measurements, chemical analyses and calibrations. The software uses three different methods to calculate the measurement uncertainty. GUF Method for linear models, this method is applied to linear and quasi-linear models and corresponds to the GUM Uncertainty Framework. The software calculates the partial derivatives (the first term of a Taylor series) to determine the sensitivity coefficients of the equivalent linear model and then calculates the combined standard uncertainty in accordance with the Gaussian error propagation law. GUF Method for nonlinear models, this method is provided for nonlinear models with the symmetric distribution of the result quantities. In this method, a series of numerical methods are used, e.g. nonlinear sensitivity analysis, second and third-order sensitivity indices, quasi-Monte Carlo with Sobol sequences. -
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Simpack
Dassault Systèmes
Simpack is a general multibody system simulation (MBS) software enabling analysts and engineers to simulate the non-linear motion of any mechanical or mechatronic system. It enables engineers to generate and solve virtual 3D models in order to predict and visualize dynamic motion, coupling forces and stresses. Simpack is used primarily within the automotive, engine, HIL/SIL/MIL, power transmission, railway, and wind energy industrial sectors, but can be applied to any branch of mechanical engineering. Simpack simulation software is particularly well-suited to high frequency transient analyses, even into the acoustic range. Simpack was primarily developed to handle complex non-linear models with flexible bodies and harsh shock contact. -
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SOLIDWORKS Simulation
SolidWorks
Subject your designs to real world conditions to raise product quality while reducing prototyping and physical testing costs. SOLIDWORKS® Simulation is an easy-to-use portfolio of structural analysis tools that use Finite Element Analysis (FEA) to predict a product’s real-world physical behavior by virtually testing CAD models. The portfolio provides linear, non-linear static and dynamic analysis capabilities. SOLIDWORKS Simulation Professional enables you to optimize your design, determine product mechanical resistance, product durability, topology, natural frequencies, and test heat transfer and buckling instabilities. It can also perform sequential multi-physics simulations. SOLIDWORKS Simulation Premium lets you efficiently evaluate your designs for nonlinear and dynamic response, dynamic loading, and composite materials. SOLIDWORKS Simulation Premium includes three advanced studies: Non-Linear Static, Non-Linear Dynamic, and Linear Dynamics. -
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XLfit
IDBS
Industry-standard models built-in with support for designing and sharing your own models. XLfit® is a Microsoft® Excel add-in for Windows that brings the power of scientific mathematics and statistics to Excel, together with supporting charting capabilities. XLfit is the leading statistical and curve fitting package for Excel and is used by the world’s leading pharmaceutical, chemical, engineering industries, and research institutions and is validated by the National Physical Laboratory (NPL). There are over 70 out-of-the-box models for both linear and nonlinear curve fitting available in XLfit, including all commonly used models for describing data from drug discovery-related experiments. An unlimited number of custom or user-defined models may be added. Linear and nonlinear modelling, interactive 3D and 2D charting, automatic and interactive point knock out. Features every scientist needs out of the box. -
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Guidewheel
Guidewheel
Get more from existing assets, lower costs, and set your team up to win with Guidewheel's AI-powered platform. The fastest way to improve factory operations. Accurately track downtime and root causes to improve utilization and efficiency. Forecast throughput and accurately track planned vs. actual production. Monitor OEE in real time and see how you’re trending over time. Accurately track cycles, cycle time, and performance against targets. Monitor energy usage and find opportunities to reduce consumption and cost. Learn of maintenance needs before they develop into issues. Monitor conditions like temperature, flow, humidity, and pressure. Reveal and address losses like preventable downtime, long changeovers, and late starts to unlock hidden capacity. Get AI-driven alerts the moment performance deviates from plan, so your team can take corrective action to stay on track. Build customer trust by delivering on time every time.Starting Price: $59 per month -
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PlanningForce
PlanningForce
Bring A.I. into the heart of S&OP processes to boost overall company performance while making the most of existing ERP systems and scarce human resources. PlanningForce’s Decision Intelligence layer helps you to make the most of human expertise, modeling, databases and A.I. to optimize complex and non-linear decision-making processes. By combining four cornerstones: human experience, modeling, databases and artificial intelligence, PlanningForce provides a layer of Decision Intelligence that helps managers to steer their decision-making with incredible speed and precision. The results obtained by this layer of Decision Intelligence are so powerful – and insightful – that Decision-Makers feel in control of processes that have become increasingly complex and interdependent over time. Decision-Makers can easily juggle the multiple factors at play in non-linear decision-making processes simultaneously, thanks to the simulation capabilities of the system. -
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Statistix
Analytical Software
lf you have data to analyze—but you're a researcher, not a statistician—Statistix is designed for you. You'll be up and running in minutes—without programming or using the manual! This easy to learn and simple to use software saves you valuable time and money. Statistix combines all the basic and advanced statistics and powerful data manipulation tools you need in a single, inexpensive package. Statistix offers powerful data manipulation tools, import/export support for Excel and text files, linear models (including linear regression, logistic regression, Poisson regression, and ANOVA), nonlinear regression, nonparametric tests, time series, association tests, survival analysis, quality control, power analysis, and more.Starting Price: $395 one-time payment -
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VSDC Video Editor
Flash-Integro
This free multimedia suite brings a set of tools for editing video, improving audio, recording voiceovers, capturing desktop screen, and more. We’re proud to have over 5 million happy users worldwide and help creators on a budget visualize their ideas. As a non-linear program, VSDC allows for producing professional-level videos where multiple layers of footage can be blended into a single composition. Non-linear also means that video files and images do not necessarily have to follow a linear (direct) sequence – they can appear in various positions in the scene synchronously with other objects, and at any point in time. As a result, you can easily apply a picture-in-picture effect, a split-screen effect, make objects change their appearance or position overtime during the playback. -
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Solver SDK
Frontline Systems
Use optimization and simulation models in your desktop, Web or mobile application. Use the same high-level objects (like Problem, Solver, Variable and Function), collections, properties and methods across different programming languages. The same object-oriented API is exposed "over the wire" through Web Services WS-* standards to remote clients in PHP, JavaScript, C# and other languages. Procedural languages can use conventional calls that correspond naturally to the properties and methods of the Object-Oriented API. Linear and quadratic programming, mixed-integer programming, smooth nonlinear optimization, global optimization, and non-smooth evolutionary and tabu search are all included. The world's best optimizers, from Gurobi™, XPRESS™ and MOSEK™ for linear, quadratic and conic models to KNITRO™, SQP and GRG methods for nonlinear models "plug into" Solver SDK. Easily create a sparse DoubleMatrix object with 1 million rows and columns.Starting Price: $2495 one-time payment -
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Aspen HYSYS
AspenTech
Maximize safety, throughput and profits by optimizing the entire site in one environment using industry-validated simulation and time-saving workflows. Optimize upstream, midstream and refining processes in one environment. Integrate models from gathering networks to processing facilities. Sustain refinery profits with faster updates to planning models. Employ seamless, integrated tools for equipment design, costing, energy management, safety analysis and sustainable operations, enhancing a process engineer's workflow. Create more accurate, AI-powered models by enabling tighter collaboration across functions and optimizing increasingly complex assets to achieve multiple objectives simultaneously. Rely on the industry's preferred process simulator, trusted for nearly 40 years and make informed decisions from design through operations. Experience the latest innovations in process simulation. -
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RabbitHoles AI
RabbitHoles AI
RabbitHoles AI is an app to have AI conversations on an Infinite canvas. Each node on the canvas is a conversation. Multiple conversations can be connected to share context, along with adding other data sources like PDF files, YouTube videos, etc. Key Features: - Multiple Chats On Canvas: Have multiple connected chats with AI on the same canvas. - Unlimited Canvases: Create unlimited canvases - Latest Pro Models: Chat with all the popular LLM models from ChatGPT, Claude, Perplexity, Gemini, and Grok (xAI) Benefits - No loss of context: As a side effect of branching chats, you control the length of the conversation; this prevents loss of context - Spatial Conversation: Learn/research faster on a whiteboard like canvas - Non-linear chats: Our brains don't think or learn linearly, so why should our chatbots be linear? Use Case Advanced AI Users can get what they want out of AI by having long explorative conversations with different AI models on an infinite canvas.Starting Price: $39 lifetime deal -
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SteelSync
SteelSync
Are you a Tech team struggling with Linear’s limitations? SteelSync is your solution to transform these challenges into streamlined efficiency. Our tool supercharges Linear, directly targeting the pain points you face every day: Automated “Business” Interactions: Say goodbye to the tedious manual process of handling feature requests and bug reports. SteelSync automates these interactions, saving time and reducing errors. Centralized Updates: Struggling to keep “the Business” and non-Linear users informed? Our platform centralizes updates with monthly views, ensuring everyone is on the same page with real-time information. Unified, Real-Time Board: Overwhelmed with disjointed tools? Our unified public board brings all your project management in one place, providing a cohesive and real-time view. Streamlined Public Roadmaps: Share the next steps with stakeholders easily. SteelSync's public roadmap feature is designed for transparency, enabling you to share project milestones.Starting Price: $19 per month -
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Calculix
Calculix
With CalculiX finite element models can be built, calculated, and post-processed. The pre-and post-processor is an interactive 3D tool using the OpenGL API. The solver is able to do linear and non-linear calculations. Static, dynamic, and thermal solutions are available. Because the solver makes use of the abaqus input format it is possible to use commercial pre-processors as well. In turn the pre-processor can write mesh-related data for nastran, abaqus, ansys, code-aster, and for the free-cfd codes dolfyn, duns, ISAAC and OpenFOAM. A simple step reader is included. In addition, external CAD interfaces are available. The program is designed to run on Unix platforms like Linux and Irix computers but also on MS Windows. -
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Aspen Petroleum Scheduler
Aspen Technology
Gain a comprehensive refinery-wide view of the schedule while simultaneously scheduling all key refinery activities. Maximizing diesel while minimizing mogas can seem impossible. Scheduling and blending models are invaluable to help find these unintuitive solutions. Reduce the gap between planning and scheduling with shared assays, production targets, process unit representation and blending correlations with the industry-leading planning solution, Aspen PIMS™. Enable schedulers to work simultaneously on the same schedule with automated alerts to changes. Improve responsiveness and decision making with refinery-wide scheduling that simultaneously schedules all key activities from within a single platform to increase production throughput. Gain a comprehensive refinery-wide view of the schedule while simultaneously scheduling all key refinery activities. -
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NLREG
NLREG
NLREG is a powerful statistical analysis program that performs linear and nonlinear regression analysis, surface and curve fitting. NLREG determines the values of parameters for an equation, whose form you specify, that cause the equation to best fit a set of data values. NLREG can handle linear, polynomial, exponential, logistic, periodic, and general nonlinear functions. Unlike many "nonlinear" regression programs that can only handle a limited set of function forms, NLREG can handle essentially any function whose form you can specify algebraically. NLREG features a full programming language with a syntax similar to C for specifying the function that is to be fitted to the data. This allows you to compute intermediate work variables, use conditionals, and even iterate in loops. With NLREG it is easy to construct piecewise functions that change form over different domains. Since the NLREG language includes arrays, you can even use tabular look-up methods to define the function. -
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Inventor Nastran
Autodesk
CAD-embedded finite element analysis software. Use a wider variety of study types and materials in your analysis. Inventor® Nastran® delivers finite element analysis (FEA) tools for engineers and analysts. Simulation covers multiple analysis types, such as linear and nonlinear stress, dynamics, and heat transfer. Inventor Nastran is available only in the Product Design & Manufacturing Collection. The Product Design & Manufacturing Collection delivers tools that work right inside Inventor—including advanced simulation, 5-axis CAM, and nesting, plus AutoCAD and Fusion 360. -
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Wave RMS
SHR
Offering the best of AI with a human touch, Wave allows today’s revenue managers to break free from having to solely trust the ‘black box’ they are normally bound to by other revenue management systems, and start enjoying an ease and control not currently found in most of today’s RMSs. With its unique strategy builder tool, Wave brings revenue managers AI models that can be adjusted to fit your hotel’s particular strategy, while allowing for more transparency in pricing recommendations, so you can get back to running your hotel. Hoteliers who may not be using an RMS, and who need a revenue management strategy. Hotels that need a more intelligent RMS workspace for deployment of revenue strategies. Any size hotel struggling with the ability and resources to effectively analyze and execute on their data. Provide automated forecast demand using non-linear calculations for price elasticity. -
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Thangs Sync
Thangs
Thangs Sync is a desktop application, that when mapped to a folder will back up 3D assets to the Thangs free, unlimited, and secure, 3D-native cloud. Thangs + Sync supports more than 30 3D file formats. When a new model or 3D file is saved to the synced folder, the file is securely saved in the user's Thangs Workspace and 3D-native cloud. When a newer version is saved to the folder, overriding the prior version, the new version is synced to Thangs Workspace. All models and all versions are securely backed up in Workspace where there is a 3D-native viewer, visual revision control, and non-linear collaborative workflow tools.Starting Price: $0 -
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ExecSims
Powersim Solutions
Dynamic simulations, rated highly by corporate trainers and business school professors, provide the best experiential learning. Our simulations have proven to be valuable in revealing links between strategy, operating decisions and performance outcomes. The simulation will also serve as a practice field for developing skills in observing, assessing and engaging in effective conversations. To get the best hands on management learning experience, business simulations ought to mimic the real world as best as possible. Our simulations are built on dynamic simulation modeling platform capturing non-linear relationships, time delays and causal relationships to realistically evaluate the consequences of team decisions on the business outcomes. -
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Oneplanetcrowd
Oneplanetcrowd
They find each other on the platform oneplanetcrowd.com. Via crowdfunding, Oneplanetcrowd offers both an attractive financial return and a positive impact on people and the environment. With this double return, Oneplanetcrowd strives to accelerate the transition to a sustainable economy. A loan is provided to a company that has already made a turnover and wants to take the next step, or to a sustainable energy project with relatively predictable cash flows. The company is expected to generate enough cash flow during the term of the loan to repay the loan with interest. The interest rate of this type of investment is generally between 4% and 10%. The term of the loan is generally between 1 year and 10 years. Repayment can be done in three ways: linear, bullet or annuity. The risk profile of an investment depends on the type of company and the type of financing (loan or convertible loan). Crowdfunding has a high-risk profile, due to the funding of innovative or fast-growing companies. -
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Bitwig Studio
Bitwig
Bitwig Studio inspires you to take greater control of your music, giving you access to every aspect of your production. Streamline your creative process and quickly evolve your ideas into complete songs, tracks, and compositions. Record and arrange, improvise and perform, or do it all at once. Linear and non-linear workflows for sound design, recording, live performance, and beyond. Enjoy over 10 GB (and counting) of world-class sound content from Bitwig and selected partners. The modulation system in Bitwig Studio allows you to use Macro controls, Note Expressions, LFOs, and Envelopes to modulate any device, VST plug-in, or hardware parameter. With 30+ modulators (and counting) the potential for creative expression is endless. -
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DeepEX
Deep Excavation LLC
DeepEX is a powerful, advanced geotechnical application for the design and analysis of deep excavation projects. It enables engineers to perform structural and geotechnical design of any deep excavation model in one package, supporting wall types such as soldier piles, secant/tangent piles, sheet piles, and diaphragm walls, multiple support systems, including anchored walls, braced excavations with struts or rakers, top-down excavations with slabs and deadman walls, and allows modelling in 2D or full 3D. It supports various analysis methods, including limit equilibrium, non-linear (using elastoplastic Winkler springs) and finite element analysis; it integrates both structural and geotechnical checks, works with international steel member databases and design codes, offers automated workflows for rapid modelling (including voice-command entry and model wizards), and can export drawings and sketches or immersive 3D visualizations. -
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ACE
u-he
Compact, clear, careful selection of modules and semi-modular architecture makes ACE easy to learn. Simple but not simplistic. Compact but not limited, clear but definitely not underpowered. With the ability to connect any output to any input, ACE is a powerful synth with tools and features ready for beginners or seasoned users. The “boxes and cables” philosophy of modular synthesizers gives you the freedom to create your own custom instruments. Once you start connecting the sixteen modules in ACE, exploring new combinations, and cross-pollinating ideas, the vast potential of modular soon becomes clear. The two VCOs act as the main sound generators, but as ACE does not differentiate between audio and control (modulation) signals, the full-range LFOs can also be used to generate audio frequencies. ACE’s oscillators are modeled on analog circuits, including instabilities and various non-linear characteristics.Starting Price: €69 one-time payment -
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Microwave Office
Cadence Design Systems
Microwave Office supports the design of RF passive components such as filters, couplers, and attenuators, as well as active devices operating under small-signal (AC) conditions such as low noise and buffer amplifiers. The linear configuration provides simulation of S-parameters (Y/Z/H/ABCD), small-signal gain, linear stability, noise figure, return loss/voltage standing wave ratio (VSWR), and more, as well as real-time tuning, optimization, and yield analysis. All E-series Microwave Office portfolios include synchronous schematic / layout editors, 2D/3D viewers, comprehensive libraries of high-frequency distributed transmission models, surface-mount vendor component RF models with footprints, measurement-based simulations, and RF plotting. Microwave Office PCB enables linear and nonlinear RF circuit design with the robust APLAC HB simulator and its powerful multi-rate HB, transient-assisted HB, and time-variant simulation engine, supporting analysis of RF/microwave circuits. -
40
ndCurveMaster
SigmaLab Tomas Cepowski
ndCurveMaster is a specialized software designed for multivariable curve fitting. It automatically applies nonlinear regression equations to your datasets, which can consist of observed or measured values. The software supports curve and surface fitting in 2D, 3D, 4D, 5D, ..., nD dimensions. This means that no matter how complex your data is or how many variables it has, ndCurveMaster can handle it with ease. For example, ndCurveMaster can efficiently derive an optimal equation for a dataset with six inputs (x1 to x6) and an output Y, such as: Y = a0 + a1 · exp(x1)^-0.5 + a2 · ln(x2)^8 + ... + a6 · x6^5.2, to accurately match measured values. Utilizing machine learning numerical methods, ndCurveMaster automatically fits the most suitable nonlinear regression functions to your dataset and discovers the relationships between the inputs and output. This robust tool offers linear, polynomial, and nonlinear curve fitting, utilizes crucial validation and goodness-of-fit tests.Starting Price: €289 -
41
MSC Nastran
MSC Software
MSC Nastran is a multidisciplinary structural analysis application used by engineers to perform static, dynamic, and thermal analysis across the linear and nonlinear domains, complemented with automated structural optimization and award winning embedded fatigue analysis technologies, all enabled by high performance computing. Engineers use MSC Nastran to ensure structural systems have the necessary strength, stiffness, and life to preclude failure (excess stresses, resonance, buckling, or detrimental deformations) that may compromise structural function and safety. MSC Nastran is also used to improve the economy and passenger comfort of structural designs. Optimize the performance of existing designs or develop unique product differentiators, leading to industry advantages over competitors. Remedy structural issues that may occur during a product’s service, reducing downtime and costs. -
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RASON
Frontline Solvers
RASON (RESTful Analytic Solver Object Notation) is a modeling language and analytics platform embedded in JSON and delivered via a REST API that makes it simple to create, test, solve, and deploy decision services powered by advanced analytic models directly into applications. It lets users define optimization, simulation, forecasting, machine learning, and business rules/decision tables using a high-level language that integrates naturally with JavaScript and RESTful workflows, making analytic models easy to embed into web or mobile apps and scale in the cloud. RASON supports a wide range of analytic capabilities, including linear and mixed-integer optimization, convex and nonlinear programming, Monte Carlo simulation with multiple distributions and stochastic programming methods, and predictive models such as regression, clustering, neural networks, and ensembles, plus DMN-compliant decision tables for business logic.Starting Price: Free -
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Patran
Hexagon AB
Patran provides a rich set of tools that streamline the creation of analysis ready models for linear, nonlinear, explicit dynamics, thermal, and other finite element solutions. From geometry cleanup tools that make it easy for engineers to deal with gaps and slivers in CAD, to solid modeling tools that enable creation of models from scratch, Patran makes it easy for anyone to create FE models. Meshes are easily created on surfaces and solids alike using fully automated meshing routines, manual methods that provide more control, or combinations of both. Finally, loads, boundary conditions, and analysis setup for most popular FE solvers is built in, minimizing the need to edit input decks. Patran's comprehensive and industry tested capabilities ensure that your virtual prototyping efforts provide results fast so that you can evaluate product performance against requirements and optimize your designs. -
44
Aspen Petroleum Supply Chain Planner
Aspen Technology
Increase profit in your hydrocarbon distribution network by intuitively visualizing results, Managing exchange agreements and multiple modes of transportation across various time periods. Model and manage all primary distribution assets, exchange agreements and modes of transportation to optimize performance. Accelerate decision-making and determine the optimal distribution of products with confidence. Intuitively visualize and interpret results in a map-based graphic environment at all levels of the organization. Aspen Knowledge offers flexible learning options and online certification to accelerate user expertise, helping your teams solve complex business problems and adapt to changing demands. Supporting and advancing accelerated user expertise in digital solutions to solve complex problems and transform business. -
45
NVIDIA Modulus
NVIDIA
NVIDIA Modulus is a neural network framework that blends the power of physics in the form of governing partial differential equations (PDEs) with data to build high-fidelity, parameterized surrogate models with near-real-time latency. Whether you’re looking to get started with AI-driven physics problems or designing digital twin models for complex non-linear, multi-physics systems, NVIDIA Modulus can support your work. Offers building blocks for developing physics machine learning surrogate models that combine both physics and data. The framework is generalizable to different domains and use cases—from engineering simulations to life sciences and from forward simulations to inverse/data assimilation problems. Provides parameterized system representation that solves for multiple scenarios in near real time, letting you train once offline to infer in real time repeatedly. -
46
PlanningSpace
Aucerna
PlanningSpace™ is a next-generation, cloud-based E&P planning, and petroleum economics platform for upstream oil and gas operators. PlanningSpace™ is a next generation, cloud-based planning, and economics platform for the upstream E&P industry. The software enables companies to execute a ‘Living Business Plan’, providing instant data from all departments, spontaneous collaboration and feedback loops that minimize risk and exposure. It connects people, tools and processes, and acts as the source of truth for corporate-wide planning. PlanningSpace uses a single open database structure, infinitely extendable and seamlessly connected with third party tools and data sources. Powerful data management, collaboration and control functionality ensures your input data is correct and trustworthy, prior to planning and modeling. -
47
CruxOCM
CruxOCM
The future of autonomous control room operations. Efficiency and safety. Who is CruxOCM? CRUX OCM enables the autonomous control room of tomorrow, operating within the safety constraints of today. Combining advanced physics-based methodologies with machine learning, CRUX software helps ensure operators stay safe while contributing to a seamless, continuous operation. The Human in the Room. Automation is the aim, but humans are the heart of our business. Our long term goal is to work within industry regulations to create a remote working environment, helping operators stay safe and ensuring operations continue even as the world changes. Benefits of automated control room. Throughput Expand throughput production capacity up to 10%. By automating control room operator actions. Power. Reduce power utilization up to 10%, reducing power costs. Using real time power optimization control in the control room. Safety Improve safety performance and business continuity. -
48
DataMelt
jWork.ORG
DataMelt (or "DMelt") is an environment for numeric computation, data analysis, data mining, computational statistics, and data visualization. DataMelt can be used to plot functions and data in 2D and 3D, perform statistical tests, data mining, numeric computations, function minimization, linear algebra, solving systems of linear and differential equations. Linear, non-linear and symbolic regression are also available. Neural networks and various data-manipulation methods are integrated using Java API. Elements of symbolic computations using Octave/Matlab scripting are supported. DataMelt is a computational environment for Java platform. It can be used with different programming languages on different operating systems. Unlike other statistical programs, it is not limited to a single programming language. This software combines the world's most-popular enterprise language, Java, with the most popular scripting language used in data science, such as Jython (Python), Groovy, JRuby.Starting Price: $0 -
49
Atinary SDLabs Platform
Atinary
Atinary's Self-Driving Labs (SDLabs) platform is an AI and machine learning solution designed to digitize and automate R&D workflows, enabling traditional laboratories to transition from manual experiments to autonomous experimentation. It facilitates the design and optimization of experiments through a closed-loop system that integrates AI-driven hypotheses, predictions, and decisions. Key features include multi-objective optimization, database management, workflow orchestration, and real-time data analytics. Users can define experiments with constraints, allow the ML algorithms to decide on subsequent iterations, run experiments (with or without robotic assistance), analyze data, and retrain models with new data, thereby accelerating the discovery of better, cheaper, and greener products. Atinary's proprietary algorithms, such as Emmental for non-linear constrained optimization, SeMOpt for transfer learning in Bayesian optimization, and Falcon. -
50
AMPL
AMPL
AMPL is a powerful and intuitive modeling language designed to represent and solve complex optimization problems. It enables users to formulate mathematical models in a syntax that closely mirrors algebraic notation, facilitating a clear and concise representation of variables, objectives, and constraints. AMPL supports a wide range of problem types, including linear programming, nonlinear programming, mixed-integer programming, and more. One of its key strengths is the ability to separate models and data, allowing for flexibility and scalability in handling large-scale problems. The platform offers seamless integration with numerous solvers, both commercial and open-source, providing users with the flexibility to choose the most appropriate solver for their specific needs. AMPL is available across multiple operating systems, including Windows, macOS, and Linux, and offers various licensing options.Starting Price: $3,000 per year
