Data Framework for LED Optimization in Greenhouses and Vertical Farming
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Project scope
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Biotechnology Market research Operations Product management Product or service launchSkills
business metrics performance metric led lamps vertical farming agronomy energy consumption operational data store data analysis artificial intelligence simulationsLumesmart Inc. seeks to enhance its LED lighting solutions by leveraging AI to simulate performance across diverse greenhouse and vertical farming environments. The goal of this project is to design a comprehensive data collection and analysis framework that will serve as the foundational training input for an AI tool. This AI tool will be capable of simulating how different LED lighting solutions perform under various agronomic and operational conditions, ultimately generating ROI-focused recommendations for growers. Students will be tasked with identifying key data points necessary for accurate and actionable AI simulations. These data points may include environmental factors, crop types, growth stages, and energy consumption metrics. By applying classroom knowledge in data analysis and AI, students will contribute to creating a robust framework that supports Lumesmart Inc.'s mission to optimize LED lighting solutions for sustainable agriculture.
Key Responsibilities
- Identify and document key data inputs (e.g., crop type, growth stage, planting density, fixture height, light spectrum, electricity rates).
- Recommend additional agronomic and environmental variables to improve AI-driven simulations.
- Develop a grower-facing input form to standardize data collection.
- Propose a mapping framework linking each input to outputs (fixture selection, energy use, yield, ROI).
Design a reporting structure for how results can be automated into grower-friendly ROI reports once AI is integrated.
The project deliverables will include a detailed report outlining the identified agronomic and operational data points essential for AI simulations. Additionally, students will provide a prototype framework for data collection and analysis, accompanied by a presentation summarizing their findings and recommendations. The deliverables will ensure that the AI tool can generate precise and actionable insights for optimizing LED lighting in greenhouse and vertical farming settings.
- AI-Ready Data Schema – structured list of variables and definitions for AI model training.
- Standardized Data Collection Form – tool for growers to provide inputs.
- Input-Output Mapping Framework – linking collected data to LED performance metrics.
Final Report – methodology, recommendations, and roadmap for AI integration.
Providing specialized knowledge in the project subject area, with industry context.
Sharing knowledge in specific technical skills, techniques, methodologies required for the project.
Direct involvement in project tasks, offering guidance, and demonstrating techniques.
Providing access to necessary tools, software, and resources required for project completion.
Scheduled check-ins to discuss progress, address challenges, and provide feedback.
Supported causes
The global challenges this project addresses, aligning with the United Nations Sustainable Development Goals (SDGs). Learn more about all 17 SDGs here.
About the company
LumeSmart Inc. is a proudly woman-owned Canadian cleantech company with over 10 years of experience delivering smart, energy-efficient LED lighting solutions. We work with businesses, municipalities, and agricultural partners to reduce energy consumption, cut costs, and create more sustainable spaces — all while supporting Canada’s transition to a low-carbon future.
Our products are proudly listed in the Ontario Made program, and we help clients access government incentives through programs like Save on Energy, making green upgrades more affordable and impactful.
We’re also driving innovation in AgTech, partnering with Niagara College and the Greenhouse Technology Network to explore how lighting can improve crop production in greenhouses and indoor farms.
Beyond our products, we’re community-driven. As the founder of the LumeSmart Earth Day Conference, we’ve spent the last decade building platforms that bring together diverse voices across cleantech, education, and innovation.
On Riipen, we’re excited to mentor and collaborate with students who want hands-on experience in sustainability, marketing, tech innovation, product research, event coordination, and business strategy. If you're passionate about creating real change — we’d love to work with you.
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