AirBeeNBee

AirBeeNBee is an AIoT enabled bee hotel that supports pollinators, engages people with nature, and provides valuable data to scientists!

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AirBeeNBee

Things used in this project

Hardware components

SenseCAP K1100 - The Sensor Prototype Kit with LoRa® and AI
Seeed Studio SenseCAP K1100 - The Sensor Prototype Kit with LoRa® and AI
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Software apps and online services

SOLIDWORKS
Roboflow

Hand tools and fabrication machines

Drill / Driver, Cordless
Drill / Driver, Cordless

Story

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Custom parts and enclosures

The 'BeeNBee'

This is an STL file of our 'hotel.' It consists of a wooden frame with a sloped roof and a back, with wooden blocks inside. These blocks each have holes of varying sizes drilled through them. They are to be gently inserted into the frame, not glued, so they can be taken out and examined. The double-ended nature of them makes examination easier. The camera will be attached to the sloped roof so the entrances to the 'rooms' can be monitored.

Code

Dataset and Model

This repository holds the dataset and model for the Bee Detection Model as well as the Jupyter Notebook used for model training. The dataset holds images of bees that the team members captured along with some images that do not have bees in them (to prevent model overfitting). The images are split - 70% are used for model training, 20% are used for model validation, and 10% are used for model testing. The dataset was annotated using Roboflow, and the labeled dataset was converted into Yolo v5 PyTorch format for model compatibility. The file BeeDetectionModel.uf2 (referred to as the model) holds the functionality that is to be transferred to the Wio Terminal to work with the Grove AI system. The model is the output of using the above mentioned dataset on a model trainer provided by Seeed Studio (this is the Jupyter Notebook file provided in the repository).

Credits

Jennifer Leavey

Jennifer Leavey

1 project • 5 followers
Crystal Phiri

Crystal Phiri

0 projects • 3 followers
Ananya Kumar

Ananya Kumar

0 projects • 2 followers
Chloe Devre

Chloe Devre

0 projects • 2 followers
Sarang Desai

Sarang Desai

0 projects • 2 followers

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