About Me

Education

Ph.D. Candidate of Biological Systems Engineering
University of California, Davis, US
2022-Present
First rank – GPA: 4/4
Thesis: AI-Driven Remote Sensing and Spectral Modeling for Advanced Monitoring of Tomato Crops
M.Sc. of Biosystem Mechanical Engineering
University of Tehran
2019-2021
First rank – GPA: 4/4
Thesis: Designing and Manufacturing an Experimental Smart Greenhouse for High-Throughput Stress Phenotyping and Plant Disease Detection by Implementing Internet of Things System and Machine Learning
B.Sc. of Biosystem Mechanical Engineering
University of Tehran
2015-2019
First rank – GPA: 4/4
Thesis: Design and construction of electric turning machine for urban agriculture

Skills

Remote Sensing Tools
  • Sentinel 2 & Landsat 9 Satellites
  • EMIT & ECOSTRESS Satellites
  • DJI Phantom 4 Multispectral Drone
  • Aerial Hyperspectral & LiDAR Systems
Programming Languages
  • Python
  • R
  • MATLAB
  • C++
Techniques
  • Computer Vision & Image Processing
  • Deep Learning & Machine Learning
  • Web App Development
  • Internet of Things & Robotics
Libraries
  • TensorFlow, PyTorch, Keras
  • scikit-learn, pandas, NumPy
  • OpenCV, PlantCV, scikit-image
  • geemap, rasterio, gdal
GIS
  • ArcGIS, QGIS
  • Google Earth Engine, ENVI
  • Pix4D, Resonon, Spatial Explorer

Work Experience

  • Research Assistant at Digital Agriculture Laboratory of the University of California, Davis
    2022-Present
  • Research and Teaching Assistant at the University of Tehran
    2018-2022
  • Teaching Physics at Bonyad Amoozeshi Ghalamchi
    2014-2016
  • Internship at Agricultural Engineering Research Institute of Iran (AERI)
    2017-2022

Research Experience

  • Remote Sensing for Early Detection of Branched Broomrape in Tomato from Leaf to Canopy Level
  • 3D Radiative Transfer Modeling for Specialty Crops
  • Wildfire Detection and Monitoring Using Satellite Imagery and Deep Learning
  • Image semantic segmentation using convolutional neural networks for Agricultural Vision 2021 Competition
  • High-Throughput Wheat Phenotyping for Agricultural Research Institute of Iran

Teaching Experience

  • Introduction to Unmanned Aerial Systems for Agriculture & Environmental Science TA
    UC Davis
  • Communications and Computing Technology TA
    UC Davis
  • Programming with Python and MATLAB TA
    University of Tehran
  • Computer Vision and Artificial Intelligence TA
    University of Tehran
  • Industrial drawing with CATIA, SolidWorks and Autocad TA
    University of Tehran

Honors and Awards

  • Best Presentation Award of American Society of Agricultural and Biological Engineering Annual International Meeting
    2024
  • Agricultural Genome to Phenome Initiative scholarship
    2024
  • Bill And Jane Fischer Vegetation Management Scholarship
    2024
  • Member of SPIE Defense + Commercial Sensing
    2024-Present
  • Peter J. Shields and Henry A. Jastro Research Award
    2023
  • Prestigious Dean's Distinguished Graduate Fellowship
    2022
  • Member of ASABE
    2021-Present
  • First rank prize of Iran Internet of Things and Computer Vision Competition
    2020

Leadership and Mentorship

  • Vice President of Graduate Student Association of Biological and Agricultural Engineering Department
    2024-Present
  • Representative of Graduate Student Association of Biological and Agricultural Engineering Department
    2023-2024
  • Mentoring Four Undergraduate Students at E-SEARCH Program Scholarship
    2024-Present
  • Mentoring high school students in digital agriculture through the Young Scholar Program
    2023

Journal Publications

  • Drone-based multispectral imaging and deep learning for timely detection of branched broomrape in tomato farms
    Narimani MR, Pourreza A, Moghimi A, Mesgaran B, Farajpoor P, Jafarbiglu H
    SPIE Defense + Commercial Sensing 2024
    View Publication
  • Dynamic neural network modeling of thermal environments of two adjacent single-span greenhouses with different thermal curtain positions
    Akpenpuun TD, Ogunlowo QO, Na WH, Dutta P, Rabiu A, Adesanya MA, Narimani MR, Zakir E, Kim HT, Lee HW
    Journal of Agricultural Engineering 2024
    View Publication
  • Developing an aeroponic smart experimental greenhouse for controlling irrigation and plant disease detection using deep learning and IoT
    Narimani MR, Hajiahmad A, Moghimi A, Alimardani R, ShRafiee, Mirzabe AH
    ASABE 2021 Journal
    View Publication
  • Design and construction of electric turning machine for urban agriculture
    Kianmehr M, Elyasi M, Narimani MR
    Journal of Tarbiyat Modares University
    View Publication

Conference Presentations

  • Drone-based multispectral imaging and deep learning for timely detection of branched broomrape in tomato farms
    Oral Presentation - Machine Learning Session - SPIE Defense + Commercial Sensing 2024
  • Early Detection of Branched Broomrape in Tomato by Hyperspectral Sensing
    Oral Presentation - Hyperspectral Imaging Session - ASABE 2024
  • Determining the best irrigation strategy for pistachio orchards with saline water and soil
    Jafarbiglu H, Pourreza A, Narimani MR, Sanden B, Marino G, Culumber M, Mehata M, Ferguson L
    Oral Presentation - Sustainability Session - SPIE Defense + Commercial Sensing 2024
  • Remote Sensing of Branched Broomrape in Tomato
    Oral Presentation - 65th Weed Day of UC Davis 2024
  • Wildfire Detection and Monitoring Using Satellite Imagery and Deep Learning
    Lightning Talk - Machine Learning Session - ASABE 2023

My Mentees' Posters

  • Enhancing Orchard Management with Deep Learning: Tree Segmentation Using Geospatial SAM2 Model and NAIP Aerial Imagery
    Kumar S, Narimani MR, Moghimi A, Pourreza A
    Poster – University of California, Davis – ESEARCH Fall Program 2024
    View Program
  • Global Vegetation and Climate Insights Portal (GVCIP): A Google Earth Engine-Based Monitoring Tool
    Richmond N, Narimani MR, Moghimi A, Pourreza A
    Poster – University of California, Davis – ESEARCH Summer Program 2024
    View Program
  • Enhancing Wildfire Monitoring Through Remote Sensing With Sentinel-2 Imagery And Python Programming
    Tran Q, Narimani MR, Moghimi A, Pourreza A
    Poster – University of California, Davis – ESEARCH Spring Program 2024
    View Program

Media Coverage

  • Parasitic Weeds Threaten Tomato Plants on California Farms
    University of California Newsletter, 2023
    Read Article
  • Parasitic Weeds Threaten Tomato Plants on California Farms
    UC Davis College of Agricultural and Environmental Sciences, 2023
    Read Article
  • Parasitic weeds threaten tomato plants on California farms
    Daily Democrat Newspaper (Woodland)
    Read Article
  • Researchers target parasitic weed in tomato fields
    Ag Alert Magazine
    Read Article
  • The enemy underground: California researchers target parasitic weed
    Capital Press Newsletter
    Read Article