Silicon Glades: The Smart Sous-Chef - From Easy-Bake to Industrial Edge AI in the Kitchen
Terrie Hicks
ID-4043
School Name:Immokalee Technical College
Grant Request Grade:Adult Ed
Grant Request Subject:Technology
Additional Details
a) What is the overall purpose of your project?
To introduce precision food science, automated food safety compliance, and smart food waste tracking into the Professional Culinary Arts & Hospitality program. By combining a playful, micro-scale conveyor oven (an authentic Easy-Bake Ultimate Oven) with professional wireless temperature probes, a smart prep scale, and an edge computing workstation, adult culinary students will master the science of heat transfer, kitchen profit margins, and modern food safety monitoring.
b) What need(s) does it address?
Today’s commercial kitchens, resorts, and food production facilities rely on data to run safely and stay profitable. Executive chefs no longer just cook; they manage automated temperature logs for food safety inspections, control portion sizes, and closely track kitchen scraps to protect profit margins. However, teaching these advanced concepts in massive 500-degree commercial deck ovens is intimidating, slow, and expensive because full batch mistakes burn valuable food inventory. Using a small benchtop conveyor oven creates a low-stress, affordable testing lab where students can experiment with baking temperatures, heat curves, and waste auditing for just pennies in flour before moving to full-scale commercial ranges.
c) What learning goal, academic standard, or outcome does your project address?
This project aligns directly with the Florida Department of Education’s Professional Culinary Arts & Hospitality framework (Program N100500, CIP 0412050312), specifically supporting Food Preparation (Course HMV0100) competencies in ServSafe food safety standards, HACCP documentation, portion control, yield testing, and recipe costing.
Students will:
- Track and evaluate heat transfer and pastry browning (the Maillard reaction) using precision non-contact infrared sensors and internal wireless cooking probes.
- Maintain automated digital temperature logs to ensure strict compliance with commercial health department food safety regulations.
- Conduct smart waste and yield audits at the prep station to categorize food trimmings, calculate kitchen waste costs, and optimize recipe profitability.
d) How does this project connect to a school or district priority?
Directly supports Collier County Public Schools’ strategic focus on workforce acceleration, hands-on learning, and career placement. Southwest Florida’s premier hospitality and restaurant industry needs culinary graduates who possess both classic kitchen techniques and the digital management skills required to control inventory costs, maintain immaculate safety records, and lead modern kitchens.
Aligns with iTECH Vision of empowering students through innovating hands-on training and our shared beliefs that instruction must represent current technology and practices and that instruction is meaningful when it is relevant to the students and incorporates current issues.
a) How will students actively participate?
Students will work in culinary teams at a dedicated "Smart Kitchen Station". During baking units, teams will slide miniature dough samples through the micro-conveyor oven while overhead optical sensors and surface thermometers monitor browning and heat distribution in real time. At the prep table, students place vegetable peels, meat trimmings, and scrap food onto a digital scale beneath a camera, logging waste weights to analyze how knife technique and prep practices impact food yield and kitchen profits.
b) How will this project meet the needs of your students, classroom, and/or school?
This project demystifies kitchen data by making it approachable, memorable, and fun. The Easy-Bake Oven acts as a benchtop continuous tunnel oven—entering raw on one side and exiting baked on the other—allowing adult learners to safely test baking physics without fear of ruining expensive commercial stock. Mounted to a mobile, sanitary prep cart, this workstation brings high-tech diagnostic tools directly onto the kitchen floor without disrupting daily food service preparation.
c) What teaching strategies or instructional activities will be used?
The Golden-Brown Baking Challenge:
- Students use thermal sensors and color-tracking cameras to pinpoint the exact moment dough achieves optimal golden crust browning and interior doneness.
- Automated Food Safety Labs: Students insert wireless probes into cooling stocks and cooked proteins, recording real-time digital charts to prove compliance with critical health standards.
- Food Waste & Profit Margin Audits: Teams record prep scraps to calculate usable yield percentages and translate discarded weight into true ingredient dollar loss.
d) How will student participation connect to classroom instruction?
Directly reinforces core culinary competencies in sanitation, commercial baking methods, culinary math, recipe costing, and kitchen waste prevention. Culinary cohorts will rotate through the mobile station during lab periods, compiling their cooking data and scrap logs into a shared class portfolio.
Given the single mobile cart, culinary cohorts will rotate through scheduled lab blocks, each completing one full bake-and-audit cycle per session, with logged thermal curves and yield data compiled into a shared class dataset that grows across the term.
a) What specific improvements do you expect for your students?
Empowering Future Culinary Leaders: Many adult students in our culinary program balance family responsibilities and jobs while working to build sustainable careers. Mastering data-driven kitchen tools elevates our students beyond entry-level line cooks, preparing them for higher-paying positions as kitchen managers, sous chefs, and food service supervisors.
A Campus-Wide Cross-Disciplinary Bridge:
- Culinary Arts: Students master the physics of cooking, heat distribution, and portion control without wasting expensive food supplies.
- Accounting & Business Operations: Food scrap and recipe yield data connect directly with accounting classes to model real-world food cost percentages and loss prevention.
- Information Technology: IT students assist with the wireless sensor network and dashboard displays, giving both departments valuable collaboration experience.
- Campus-Wide Showcases: Provides an engaging demonstration station that showcases innovative vocational education to campus visitors and advisory boards.
b) How will you know the project was successful?
Success will be achieved when 100% of participating culinary cohorts complete an end-to-end bake and waste audit: accurately logging a cooking temperature curve, meeting all food safety criteria, and generating a digital yield report calculating scrap loss.
c) What evidence, observations, student work, or assessments will demonstrate impact?
- Digital Food Safety Logs: Time and temperature charts demonstrating safe food handling and sanitation compliance.
- Recipe Yield & Cost Worksheets: Student-calculated spreadsheets showing raw ingredient weights, usable yield percentages, and waste cost reductions.
- Industry-Standard Practical Rubrics: Hands-on evaluations scoring baking consistency, knife precision, portion accuracy, and kitchen sanitation.
Funding provides a multi-stage culinary telemetry workcell: an Easy-Bake Ultimate Oven for micro-scale thermodynamic modeling, wireless commercial-grade food core probes, a smart prep scale with an overhead wide-angle camera, and a dedicated NVIDIA Jetson Orin Nano edge processing node.
The Easy-Bake Oven serves as a cost-effective, low-wattage benchtop heating chamber where students run non-destructive browning trials without preheating high-draw commercial ovens. When paired with high-speed edge compute and wireless probes, students run sophisticated food-science experiments locally with zero cloud subscription fees.
The Jetson unit requested here is dedicated exclusively to this kitchen workcell's vision-based browning detection and waste categorization, and is separate from the Jetson units requested in our companion Silicon Glades proposals.
Budget Narrative:
- Easy-Bake Ultimate Oven ($50.00): Serves as a safe, low-cost micro-conveyor oven for continuous-bake experiments, heat transfer modeling, and dough caramelization testing.
- NVIDIA Jetson Orin Nano Developer Kit (8GB) + NVMe SSD ($554.00 total): The edge brain running computer-vision browning detection and food waste categorization in the kitchen.
- Multi-Probe Wireless Commercial Cooking Thermometer Array ($240.00): Real-time internal temperature logging for precision cooking and automated HACCP food-safety compliance.
- Benchtop Commercial Portion/Waste Scale with Digital Output ($210.00): High-precision digital scale to measure prep trimmings and evaluate true recipe yields.
- Overhead Stainless Arm & Wide-Angle Vision Camera ($145.00): Positions the camera safely over the prep scale and oven slot for hands-free image logging.
- Industrial Handheld Non-Contact IR / Surface Pyrometer ($125.00): Measures radiant heat transfer across baking surfaces and cooking vessels.
- Commercial Prep Cart & Spill-Proof Stainless Housing ($650.00): Mobile, sanitary stainless work station to mount the edge computer, display screen, and sensor rig safely in a kitchen environment.
NOTE: The Jetson unit requested here is dedicated exclusively to this kitchen workcell's vision-based browning detection and waste categorization, and is separate from the Jetson units requested in our companion Silicon Glades proposals.
Number of Students Benefiting:
- 40 to 60 Culinary Arts adult students annually will run lab practicums on this cart.
- 150+ cross-campus learners across accounting, hospitality, and IT will collaborate during food costing, inventory, and automated sorting workshops.
- Non-Consumable & Durable: Reusable, commercial-grade stainless and solid-state hardware engineered for years of culinary training.
