Academic Work

Research

Published work spanning computer vision, rocketry, and climate tech.

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Undergraduate Thesis
2023
2023Mechatronics Engineering

Design and Fabrication of an Autonomous Bird Deterrent Robot Prototype

Jeff Mboya, Steve Nyaga

JKUAT — Department of Mechatronics Engineering · Supervised by Dr.-Ing. Jackson G. Njiri

Designed and built a rover-type robot that autonomously detects and deters granivorous pest birds in agricultural fields. The system combines a YOLOv5s computer-vision pipeline for real-time bird detection with an onboard deterrent mechanism, enabling deployment without continuous human supervision.

Field deployment

Field deployment

Row navigation

Row navigation

Hardware detail

Hardware detail

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Publications
4 papers
2025

Simulation and Airflow Experimentation of a Multi-Layer Adsorbent Chamber for Enhanced Direct Air Capture Efficiency

Earl S Mogire, Angina J Mboya, Emmanuel E Bakit, Patrick M Musembi, Mike Bwondera, Duncan K Githinji, Victoria V Barasa

Proceedings of the Sustainable Research and Innovation Conference

CFD simulation and experimental analysis of a multi-layer adsorbent chamber design for Direct Air Capture, reducing airflow resistance and fan energy requirements compared to conventional axial flow designs.

2024Cited by 1

Improving Small Pest Bird Detection in YOLOv5s for Autonomous Bird Deterrent Systems

Jeff Mboya, Steve Nyaga, Jackson Njiri, Shohei Aoki

JKUAT-COETEC

Enhanced YOLOv5s with a DenseNet backbone, Transformer encoder blocks, and BiFPN neck to improve detection of small granivorous pest birds in agricultural settings. Achieved a 4.8% mAP gain with only 4 ms additional inference time.

2024Cited by 1

Development of Solid Propellant Motor for Low Altitude Model Rockets

Felix W Gateru, Sammy K Oina, Jeff Mboya, Ian Kibandi, Bernard Owiti, Shohei Aoki

JKUAT-COETEC

Design, simulation, and static test of a compact solid propellant motor using locally sourced sucrose/dextrose fuel and potassium nitrate oxidiser. Motor produced 35 N average thrust (48 N peak) and propelled a test rocket to approximately 34 m apogee.

2024Cited by 1

Development of a Solid Propellant Motor for High-Powered Model Rockets

Washington K Kigani, Felix W Gateru, Maureen W Gichia, Valerian K Nyerere, Jeff Mboya, Bernard Owiti, Shohei Aoki

JKUAT-COETEC

Propulsion system design for the Nakuja-2 rocket targeting a 500 m apogee. The motor achieved 151.7 N average thrust and lifted the rocket to 280 m, with remote telemetry via a custom data acquisition system.

Invited Conferences
4 events
2023
2023 Sustainable Research & Innovation (SRI) Conference
Linking Industry with Academia through Research and Innovation for Sustainable Development
2022
2022 Sustainable Research & Innovation (SRI) Conference
Sustainable Research in Science Technology and Innovation During and Post COVID-19
2021
2021 Sustainable Research & Innovation (SRI) Conference
Sustainable Development through Innovation, Technology & Industry Linkage
2020
29th Institution of Engineers of Kenya (IEK) International Convention
Sustainable Engineering in the Era of Climate Change