OpenwindUL Solutions
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RobynMeta
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About
Openwind is an advanced wind farm design and optimization software developed by UL Solutions, utilized throughout a wind project's development to create optimal turbine layouts that maximize energy production, minimize energy losses, account for plant development costs, and generate overall project efficiencies. The software enables users to optimize layouts and turbine positions to minimize the cost of energy, considering factors such as energy production, operations and maintenance costs, and capital expenditures, including turbine and plant development costs. Openwind incorporates leading-edge wake models, including the Deep Array Wake Model (DAWM), which considers dynamic interactions between turbines and the atmospheric boundary layer, allowing wakes to vary with turbulence intensity and stability. The platform also offers time-series energy capture capabilities, allowing for detailed analysis of energy production over time.
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About
Robyn is an open source, experimental Marketing Mix Modeling (MMM) package developed by Meta’s Marketing Science team. It’s designed to help advertisers and analysts build rigorous, data-driven models that quantify how different marketing channels contribute to business outcomes (like sales, conversions, or other KPIs) in a privacy-safe, aggregated way. Rather than relying on user-level tracking, Robyn analyzes historical time-series data, combining marketing spend or reach data (ads, promotions, organic efforts, etc.) with outcome metrics, to estimate incremental impact, saturation effects, and carry-over (adstock) dynamics. Under the hood, Robyn blends classical statistical methods with modern machine learning and optimization; it uses ridge regression (to regularize against multicollinearity in many-channel models), time-series decomposition to isolate trend and seasonality, and a multi-objective evolutionary algorithm.
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Platforms Supported
Windows
Mac
Linux
Cloud
On-Premises
iPhone
iPad
Android
Chromebook
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Platforms Supported
Windows
Mac
Linux
Cloud
On-Premises
iPhone
iPad
Android
Chromebook
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Audience
Wind energy project developers and engineers in need of a tool to optimize turbine layouts and maximize energy production through advanced modeling and design tools
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Audience
Marketing teams, data scientists, and analysts interested in a solution to measure real incremental impact, attribute performance across channels, and optimize budget allocation in a transparent, privacy-compliant way
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Support
Phone Support
24/7 Live Support
Online
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Support
Phone Support
24/7 Live Support
Online
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API
Offers API
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API
Offers API
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Screenshots and Videos |
Screenshots and Videos |
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Pricing
No information available.
Free Version
Free Trial
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Pricing
Free
Free Version
Free Trial
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Reviews/
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Reviews/
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Training
Documentation
Webinars
Live Online
In Person
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Training
Documentation
Webinars
Live Online
In Person
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Company InformationUL Solutions
Founded: 1894
United States
www.ul.com/software/openwind-wind-farm-modeling-and-layout-design-software
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Company InformationMeta
Founded: 2004
United States
facebookexperimental.github.io/Robyn/
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