Wind Turbine Type Recommendation
This project aims to develop an application that supports sustainable energy decisions by helping decision-makers choose between various wind turbine models based on cost, energy production, and noise pollution to optimize clean energy adoption.
Decision makers
- Wind farm developers
- Renewable energy investors
- Policy makers
- Environmental regulators
Objectives
To optimize energy production, minimize costs, and minimize noise pollution
Deliverables
What will be built for this project?
- [x] User interface
- [ ] APIs
- [x] Data
- [ ] Benchmarks
- [ ] Publications
- [x] Models
- [ ] ...
Data attributes
Context
The situation decision makers are in when they have to make a decision can be described by the following attributes:
- Average Wind Speed (Numerical): Measured in meters per second
- Proximity to Populated Areas [Urban, Suburban, Rural]
- Local Regulations (Categorical): [Strict, Moderate, Lenient]
- Land Area Available (Numerical): Measured in square kilometers
Actions
Decision makers can take the following actions:
- Selection of Wind Turbine Type (Categorical): [Model 1, Model 2, …, Model 20]
- Adjustment of Blade Length (Numerical): Measured in meters
- Determination of Installation Location (Categorical): [Near residential area, open farmland, coastal, mountain region]
Outcomes
Decision makers are evaluated on the following outcomes:
- Energy Production (Numerical): Measured in megawatt-hours (Maximize)
- Total Cost (Numerical): Includes purchase, installation, and maintenance (Minimize)
- Noise Pollution Impact (Categorical): [Low, Medium, High] (Minimize)
Data
https://energy.usgs.gov/uswtdb/
Code
(none)
Needs
List of needs:
- Contacts with decision-makers in wind energy development
- UI/UX experts to design an intuitive tool to recommend wind turbines
- Data scientists to analyze turbine performance and build predictive and prescriptive models
- Funding for development and testing
- QA for testing the tool
References
(none)
Discussion
(no discussion yet)
Back to the list of projects