Alternatives to Model Predictive Control Toolbox

Epicor Connected Process Control provides a simple-to-use software solution that allows you to configure digital work instructions and enforce process control. It also ensures that operations are error-proof. Connect IoT devices to collect 100% time studies and process data, images and images at the task level. Real-time visibility and quality control on a new level! eFlex can handle any number of product variations or thousands of parts, whether you are a component-based or model-based manufacturer. Work instructions can be linked to Bill of Materials, ensuring that products are built correctly every time, even if changes are made during the process. Work instructions that are part a system that is advanced will automatically react to model and component variations and only display the right work instructions for what's currently being built at station.

Cybernetica offers Nonlinear Model Predictive Controller (NMPC) based upon mechanistic models. Cybernetica CENIT is a flexible software product that can address any industrial problem with optimal solutions. Multivariable optimal control, predictive control, intelligent feed forward, optimal constraint handling. Adaptive control via state and parameter estimation and feedback from indirect measurements through a process model. Nonlinear models can be used over larger operating ranges. Control of nonlinear processes can be improved. There is less need to perform step-response tests and there are better state and parameter estimates. Control of batch and semibatch processes, control over nonlinear processes that operate under varying conditions. Continuous processes require optimal grade transition. Safe control of exothermal process and control of unmeasured variables such as conversion rates, product quality, and other variables. Reduced energy consumption and carbon footprint

CruzOC is a multi-vendor, scalable network management and IT operations tool that provides robust but easy-to-use netops. CruzOC's integrated, automated management features include performance monitoring, configuration management, lifecycle management, and lifecycle management of 1000s of vendors. Administrators can use CruzOC to automate their data center operations and critical resources. This will improve network and service quality, speed up network deployments and lower operating expenses. The result is comprehensive and automated problem resolution from a single-pane-of-glass. Cruz Monitoring & Management. Monitoring & Analytics, NMS -- health, NPM traffic, log, and change. Automation & configuration management -- compliance and security -- orchestration, provisioning. Automated deployment -- auto-deploy, ZTP, remote deploy. Deployments are available both on-premises and in the cloud.

Pitops is the only software product to perform closed-loop system ID with PID controllers in Auto mode and secondary PID controllers within a Cascade mode. This allows Pitops to identify the PID controllers without the need to break the cascade chains or conduct additional, time-consuming and intrusive step tests. Pitops is the only competitor that can perform successful transfer function identification with data from PID controllers in Cascade modes (no other tool does this). Pitops can perform transfer function identification in the time domain, whereas other tools use the more complex Laplace (S), or Discrete(Z) domains. Pitops can handle multiple inputs simultaneously and identify multiple transfer function simultaneously. Pitops can identify multiple inputs in closed-loop transfer functions system identification in time domain using a breakthrough algorithm that Pitops has developed. This algorithm is far more powerful than the older methods like ARX/ARMA/Box or Jenkins, which are used in competitors tools.

Closed-loop universal multivariable optimizer for Model Predictive Control's (MPC), performance and quality improvements. You can use Excel files from Aspen Tech or Honeywell RMPCT (Robust Model Predictive Control Technology), or Predict Pro (Emerson) to create and improve the correct models for each MV-CV pair. This new optimization technology is not dependent on step tests, as Honeywell and Aspen tech require. It works in the time domain, is compact and practical, and is easy to use. Model Predictive Controls can have dozens or hundreds of dynamic models. One or more of these models could be wrong. Bad (wrong), Model Predictive Control dynamic models produce a bias between the predicted signal (model prediction error), and the measured signal from the sensor. COLUMBO can help you improve Model Predictive Control models (MPC) with either closed-loop or open-loop data.

Deep learning combined with linear and nonlinear variables allows for more accurate and long-lasting APC models that cover a wider range of operations. Rapid controller deployment, continuous model improvements and simplified workflows enable engineers to improve ROI. Automate model building with AI. Controller tuning is simplified with step-by–step wizards that allow you to specify linear or nonlinear optimization goals. Increase controller uptime with real-time cloud KPIs that can be accessed, visualized and analysed. Energy and chemical companies must operate with greater agility in today's global economy to meet market demand and maximize their margins. Aspen DMC3 is a next generation digital technology that helps companies maintain a 2-5% increase in throughput, a 3-fold increase in yield, and a 10% reduction in energy use. Learn more about next-generation advanced control technology.

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.

AVEVA APC is a model predictive advanced control system that improves process economics. Manufacturers are facing increasing overhead costs and reduced capital budgets in today's economic environment. They also face rising manufacturing and energy prices and fierce global competition. Comprehensive Advanced Process Control by AVEVA helps you solve complex manufacturing problems with state-of the-art automated control solutions that can extract maximum value out of your processes. It can increase production yield, quality, and reduce energy consumption. It can optimize manufacturing operations and provide the performance improvements that you need to improve your bottom-line. AVEVA APC is a comprehensive, predictive, advanced process control software that increases process profitability by improving quality, increasing throughput and reducing energy consumption. It utilizes state-of the-art technology to create automatic control systems capable of unlocking process potential.

DeltaV S-series Electronic Marshalling (CHARMs) allows you to land field cabling anywhere you want, regardless if you use any signal type or control strategy. The DeltaV™, Distributed Control System (DCS), is an automation system that simplifies operations and lowers project risks. The state-of the-art range of products and services improves plant performance and is easy to maintain and operate. The DeltaV DCS scales easily to meet your requirements, without adding complexity. The DeltaV system integrates with other systems, such as batch, advanced control, change management and engineering tools.

Produces like you are skilled at navigating the complexities of staying competitive. This is true across a range of industries, including pharmaceuticals, consumer packaged goods, food and beverage, mining, chemical, and chemical. It is crucial to keep up with technological advances in order to continue your digital transformation journey. Process system users, from the control room to board rooms, face the constant challenges of balancing productivity with budget and resource constraints. They also have to address evolving operational risks. PlantPAx distributed control systems (DCS) can help you meet these challenges and deliver real productivity gains across all areas of your plant. The system features positively impact the plant's lifecycle by ensuring that your plant-wide, scalable systems increase productivity, profitability, and reduce overall risk for operations.

Advanced Process Control (APC), a cost-effective method to optimize your plant's performance without having to change the hardware, is very cost-effective. APC applications stabilize the operation and optimize production and/or energy use. An important side effect is a better understanding of your production process. Advanced process control (APC), refers to a wide range of technologies and techniques that interact with the base process control systems (built with PID controls). APC technologies include e.g. LQR and LQC, H_infinity, neural, fuzzy, and Model-Based Predictive Controller (MPC) are some examples of APC technologies. An APC application optimizes every minute of your plant, 24 hours a day, 7 days a week. MPC is the most widely used APC technology in the industry. Model Predictive Control software uses a model to predict the plant's behavior in the future. It can usually be done in a matter of minutes or even hours.

Apromon is an online software tool that monitors the PID loop control performance of primary or advanced process control (APC) loops. Apromon can evaluate single loops, cascades, Advanced Process Control (APC), loops, and signals that have PV but no controller. Apromon can automatically convert flow controllers and temperature controllers into a single "grade", just like a professor giving a student a grade on a test or examination. 100 is the best performance, while 0 is the worst. It runs automatically every set period, so performance is always being calculated. It runs all the time and does not skip any period like competitor products.

Complex industrial processes make it difficult to be market-driven and profitable. Manufacturers need to adjust their production methods to offer a wider range of products with higher quality and shorter production runs. They must produce more, run more efficiently, and improve product quality within the limitations of their equipment. They must ensure maximum uptime, efficient transitions and less waste. Manufacturers are also being asked to reduce their environmental impact and comply with regulated emission limits. Rockwell Automation Pavilion8r Model Predictive Control technology (MPC) is an intelligence layer that sits on top of automation systems and continuously drives the plant to achieve multiple business goals, including cost reductions, decreased emissions, and production growth--all in real-time.

Optimize and simulate in your desktop, Web, or mobile application. You can use the same high-level objects, such as Problem, Solver and Variable, Function, collections, properties, and methods in different programming languages. Web Services WS* standards allow remote clients to access the same object-oriented API "over-the-wire" via Web Services WS* standards. This is available in PHP, JavaScript and C#, as well as other languages. Conventional calls can be used by procedural languages to correspond to the Object-Oriented api's properties and methods. All types of programming are included: linear and quadratic programming, mixed integer programming, global optimization, smooth nonlinear optimizing, global optimization, non-smooth evolutionary, and tabu search. The best optimizers in the world, including Gurobi™, MOSEK™, and XPRESS™, for linear, quadratic, and conic models, to KNITRO™, QP, and GRG methods for notlinear models, "plug into" SolverSDK. Create sparse DoubleMatrix objects with 1,000,000 rows and columns.

System 800xA is more than a DCS (Distributed Controller System), it's also an Electrical control system, a Safety system, a collaboration enabler, and has the ability to improve engineering efficiency, operator performance and asset utilization. ABB Ability System 800xA, which has an integrated electrical control system, allows you to control the entire electrical system, including high-voltage switchgear and low-voltage motor controls. ABB Ability System 800xA can be used in conjunction with 800xA DCS. Connect to intelligent devices and reduce hardwired cabling for switchgear, regardless of the protocol. Digital communication is more reliable and can be used to improve the information flow between devices.

YAKINDU Model Viewer is a tool that allows you to view models created with MATLAB Simulink. It shows the corresponding block diagrams and has a similar appearance and feel to Simulink. YAKINDU Model Viewer allows you to navigate, explore, search, and quickly search large and complex models. It allows for quick drill-downs of the system hierarchy and browser-like navigation on diagrams. Rich visualization, signal tracing and requirements tracing are all available. It also supports gesture-based interactions. YAKINDU Model Viewer offers many views to visualize a model's outline as well as the properties of its elements.

MATLAB®, a combination of a desktop environment for iterative analysis, design processes, and a programming language that expresses matrix or array mathematics directly, is MATLAB®. It also includes the Live Editor, which allows you to create scripts that combine output, code, and formatted text in an executable notebook. MATLAB toolboxes have been professionally developed, tested and documented. MATLAB apps allow you to see how different algorithms interact with your data. You can repeat the process until you get the results you desire. Then, MATLAB will automatically generate a program to replicate or automate your work. With minor code changes, you can scale your analyses to run on GPUs, clusters, and clouds. You don't need to rewrite any code or learn big-data programming and other out-of-memory methods. Convert MATLAB algorithms automatically to C/C++ and HDL to run on your embedded processor/FPGA/ASIC. Simulink works with MATLAB to support Model-Based Design.

Analytic Solver Optimization is 100% compatible with Excel Solver. It can handle any type of conventional optimization problem, regardless of its size (without uncertainty). It algebraically analyzes the structure of your model and maximizes the use of multiple cores on your PC, unlike other optimization software. Nonlinear models can be solved 10 times faster than the Excel Solver. Linear models can be solved 40 times faster than the Excel Solver. You can also plug-in Solver Engines for millions of variables. Analytic Solver Simulation allows you to perform powerful Monte Carlo simulations, risk analysis, decision trees, as well as simulation optimization with Frontline's Evolutionary Solver. You can choose from 60 probability distributions or compound distributions. Also, you can use automatic distribution fitting, rank order and copula-based correlation, 80 statistics, Six Sigma functions, and multiple parameterized simulations.

Patran offers a set of powerful tools to help you create analysis-ready models for linear, nonlinear and explicit dynamics solutions, thermal solutions, and more. Patran's tools make it simple for anyone to create FE-models. From geometry cleanup tools to help engineers deal with gaps and slivers, to solid modeling tools to allow creation of models completely from scratch, Patran is easy to use. Surfaces and solids can be meshed using fully automated routines, manual methods for more control, or a combination of both. Finaly, loads, boundary condition, and analysis setup are built-in for most popular FE Solvers, reducing the need to edit inputs. Patran's comprehensive, industry-tested capabilities ensure that virtual prototyping efforts deliver results quickly so that you can evaluate performance of products against requirements and optimize designs.

Integrate COMSOL Multiphysics®, with MATLAB®, to extend your modeling and scripting programming within the MATLAB environment. LiveLink™, for MATLAB®, allows you to harness the power of MATLAB's toolboxes and preprocessing, modeling manipulation, and postprocessing. Multiphysics simulations can be used to enhance your MATLAB code. Your geometry modeling should be based on probabilistic or image data. Multiphysics models can be combined with Monte Carlo simulations or genetic algorithms. To incorporate COMSOL models into control systems, export COMSOL models in state-space matrix format. The COMSOL Desktop®, interface allows you to use MATLAB®, functions while modeling. To parameterize the geometry, physics or solution scheme, you can manipulate your models using the command line or script.

Beyond traditional RF simulation, design, analyze, verify radio frequency integrated circuits. Design and verification can be done with confidence using both nonlinear and steady-state solvers. Complex RFICs can be validated faster using wireless standard libraries. Verification of IC specifications via RF simulation must be done before taping out an RFIC. Simulators can simulate the effects of layout parasitics, complex modulated signal, and digital control circuitry. PathWave RFIC Design allows you to simulate in both frequency and time domains and can bring your designs to Cadence Virtuoso. Simulate components on silicon chips accurately. Optimize designs using sweeps and load-pull analysis. Incorporate RF designs into the Cadence Virtuoso environment. Performance can be increased with Monte Carlo and yield analysis. Safe operating area warnings simplify debugging. Use the most recent foundry technology right away.

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Ansys Mechanical is a top-of-the-line finite element solver that can be used to improve your modeling. It has structural, thermal, acoustics and transient capabilities. Ansys Mechanical allows you to solve complex structural engineering issues and make faster design decisions. The suite includes finite element analysis (FEA), which allows you to automate and customize solutions for structural mechanics problems. You can also parameterize these solvers to analyze multiple design scenarios. Ansys Mechanical offers a wide range of analysis tools and is a dynamic tool. Ansys Mechanical provides a dynamic environment that allows you to connect additional physics and prepare geometry for analysis. Engineers of all levels can access the intuitive and customizable interface to quickly and easily find answers. Ansys Mechanical provides an integrated platform that uses finite elements analysis (FEA), for structural analysis.

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A good compressor is essential if you work with audio. Korvpressor is an adaptive compressor/limiter that can be used for audio treatment. It features a simple UI and a unique way to control and visualize a compressor. The controls are simple and straightforward. You can set the input gain, compression level, and output gain. Korvpressor's compression algorithm was created with transparency in mind. It will work well on any type of sound, from vocal tracks to full-blown mixes. It can produce a nice squeeze effect if you push it further.

Ansys Maxwell solves EM fields for electric machines, transformers and wireless charging. It also works with actuators, permanent magnet latches and other electrmechanical devices. It can solve static, frequency-domain, and time-varying electric fields. Maxwell also offers specialized interfaces for power converters and electric machines. Maxwell allows you to precisely characterize the transient, nonlinear motion of electromechanical components as well as their effects on the drive circuit design and control system design. Maxwell's electromagnetic field solvers can be seamlessly linked to the integrated circuit or systems simulation technology to enable you to understand the performance of electromechanical system before you build a prototype in hardware. Maxwell provides a reliable simulation of low-frequency electromagnetic field in industrial components.

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Engineering groups are using niche software tools from different vendors to simulate product attributes. Multi-vendor software products can lead to inefficiencies and increase costs. SIMULIA offers a scalable suite unified analysis products that allows all users, regardless their simulation expertise or domain focus to collaborate seamlessly and share simulation data and approved methods without losing information fidelity. Abaqus Unified FEA offers powerful and complete solutions to complex engineering problems across a wide range of industrial applications. Automotive industry engineering groups can consider full vehicle loads, dynamic vibrations, multibody systems and impact/crash using a common model structure and integrated solver technology.

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Ansys LSDYNA is the industry's most popular explicit simulation software. It can be used for applications such as drop tests, impact and penetration, occupant safety, and many more. Ansys LS DYNA is the most widely used explicit simulation program in this country. It can simulate the response of materials to short periods and severe loading. You can simulate complex models using the many elements, contact formulas, material models, and other controls. LS-DYNA provides a wide range of analyses with fast and efficient parallelization. Engineers can solve simulations that involve material failure. They can look at how the failure progresses through parts or through systems. It is possible to model complex interactions between parts and surfaces, as well as the load passing and interactions between them.

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A Digital Thread is a graph that has nodes that are elements in enterprise repositories, tools and version control systems. Its edges are intra-model relationships within each tool, as well as inter-model relationships managed by Syndeia. Syndeia offers model transformation services to create the digital thread graph. This includes drag-n-drop requirements between Jama or DOORS NG to SysML, generation of Simulink models and part structures from SysML models. It also connects behavior elements in SysML with software code in GitHub. You can also track the development status for a sub-system directly from SysML. Syndeia offers services to search, compare and bi-directionally synchronize connected model in the digital thread. This includes comparing SysML and Simulink models and syncing changes in DOORS NG requirements to SysML.

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Simcenter Nastran is a leading finite element method (FEM), solver for computational performance and accuracy, reliability, and scalability. Simcenter Nastran offers powerful solutions for structural analysis, optimization, aeroelasticity, thermal analysis and rotor dynamics. Simcenter Nastran provides all the solutions in one solver. This simplifies modeling and makes it easier to use all solution types. Simcenter Nastran is available as a standalone enterprise solver and as an integrated solver within Simcenter 3D. It helps manufacturers and engineering suppliers in aerospace, electronics, heavy machine, medical device, and other industries with their critical engineering computing requirements so they can produce safe and reliable designs in shorter design cycles.

CVXOPT, a free software package that allows convex optimization using the Python programming language, is available for download. It can be used with Python's interactive interpreter, the command line to execute Python scripts or integrated into other software via Python extension module. Its primary purpose is to simplify the development of software for convex optimization by using Python's extensive standard library as well as the strengths of Python, a high-level programming languages. Efficient Python classes that can handle dense and sparse (real and complicated) matrices. Includes Python indexing, slicing, and overloaded operations for matrix mathmetic. Interfaces to the linear programming solution in GLPK, semidefinite programming solvers DSDP5 and linear, quadratic, and second-order cone programming solutions in MOSEK.

Simulate the reaction of materials to short-term severe mechanical loadings, high pressures, and even explosions. Ansys Autodyn offers advanced solutions without compromising ease-of-use. Ansys Autodyn allows you to quickly understand large material deformations and failures. Autodyn offers a variety of models that can be used to model complex phenomena like the interaction between liquids, solids, and gases; phase transitions in materials; and the propagation and propagation of shock wave. Ansys Autodyn integrates within Ansys Workbench, and has its own native-user interface. This allows you to produce precise results in a short time and with minimal effort. The smooth particle hydrodynamics solver completes this picture and provides everything necessary for explicit analysis. Ansys Autodyn allows you to choose from different solver technologies, so that the most effective one can be used for a particular part of the model.

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