Dottorando in Ingegneria Informatica E Dei Sistemi , 38o ciclo (2022-2025)
Dipartimento di Automatica e Informatica (DAUIN)
Docente esterno e/o collaboratore didattico
Dipartimento di Automatica e Informatica (DAUIN)
Profilo
Dottorato di ricerca
Argomento di ricerca
Smart Agriculture research using AI for soil moisture prediction and multispectral imaging for crop analysis to optimise resource use, increase yields and reduce environmental impact
Tutori
Presentazione della ricerca
Interessi di ricerca
Biografia
My research uses AI, sensors, and computer vision to optimize resource use and support agricultural decision-making. I use machine learning models like RNN, GRU, and LSTM to predict soil moisture, enabling smarter irrigation management and reducing water waste.
I also work on multispectral analysis to enhance plant health assessments by selecting key wavelengths, improving accuracy while reducing complexity. Additionally, I use deep learning with RGB and NIR imaging for weed detection, promoting precision farming and reducing chemical use.
I have investigated wireless communication in cold chain logistics, comparing RFID and Bluetooth for sensor data, showing Bluetooth's advantages in reliability and configurability.
I aim to develop smart systems that help farmers manage resources efficiently and sustainably.
Didattica
Insegnamenti
Corso di laurea di 1° livello
- Informatica. A.A. 2024/25, INGEGNERIA AEROSPAZIALE. Collaboratore del corso
- Informatica. A.A. 2023/24, INGEGNERIA INFORMATICA. Collaboratore del corso
Ricerca
Gruppi di ricerca
Pubblicazioni
Coautori PoliTO
Pubblicazioni più recenti Vedi tutte le pubblicazioni su Porto@Iris
- Dilillo, Nicola; Marceddu, Antonio Costantino; Barezzi, Mattia; Garlando, Umberto; ... (In stampa)
Recurrent Neural Networks for Soil Moisture Prediction Leveraging Soil Matric Potential Data. In: AgriFood Electronics (CAFE), IEEE Conference on Agrifood Electronics, Xanthi (GR), 26-28 September 2024
Contributo in Atti di Convegno (Proceeding) - Dilillo, Nicola; Giusto, Edoardo; Dri, Emanuele; Baheri, Betis; Guan, Qiang; ... (2023)
Understanding the Effect of Transpilation in the Reliability of Quantum Circuits. In: IEEE International Conference on Quantum Computing and Engineering (QCE), Bellevue, WA (USA), 17-22 September 2023, pp. 232-235. ISBN: 979-8-3503-4323-6
Contributo in Atti di Convegno (Proceeding) - Dilillo, Nicola; Ferrero, Renato; Gandino, Filippo; Rebaudengo, Maurizio (2023)
Investigation on wireless communication for sensors in IoT cold chain. In: AgriFood Electronics (CAFE), IEEE Conference on Agrifood Electronics, Torino, Italy, 25-27 September 2023, pp. 89-93. ISBN: 979-8-3503-2711-3
Contributo in Atti di Convegno (Proceeding) - Marceddu, ANTONIO COSTANTINO; Dilillo, Nicola; Russo, Marco; Ferrero, Renato; ... (2023)
A Quantum Adaptation to Roll Truly Random Dice in Role Playing Games. In: 2023 IEEE Conference on Games (CoG), Boston (USA), 21-24 Agosto 2023, pp. 1-4. ISBN: 979-8-3503-2277-4
Contributo in Atti di Convegno (Proceeding)