Ludovico Maffei
System Engineer @ Leonardo
About
Electronics Engineer
-
Italy
Mechanical Or Industrial Engineering
Embedded Systems, Internet of Things (IoT), Real-time Control Systems, Power Management, Machine Learning, Deep Learning, Artificial Neural Networks, k-fold, Data Preparation, confusion matrix, Smart Grid, Energy Systems, Large Language Models (LLM), Retrieval-Augmented Generation (RAG), Metadata, tika, grobid, PyTorch, pandas, NLTK
Experience

A Transformer-Based Approach for Processing Datasets of Scientific Papers
Rome, Latium, Italy
Conducted preprocessing of scientific paper datasets, including metadata extraction and organization. Evaluated the performance of LLMs, including BART, T5, LLaMA 3, and DeepSeek, on summarization tasks using both statistical metrics (ROUGE) and semantic metrics (BERTScore). Contributed to the development of a Retrieval-Augmented Generation system aimed at enhancing scientific research within an innovative platform.

Predicting Smart Grid Stability
Rome, Latium, Italy
Built and trained deep feed-forward neural networks to predict Smart Grid stability, achieving 99% accuracy. Applied K-Fold Cross Validation and confusion matrix evaluation. Analyzed the impact of dataset balance and model depth on predictive performance.

Dual-Axis Solar Tracker for Energy Harvesting and IoT Monitoring
Rome, Latium, Italy
Built a dual-axis solar tracking system with Arduino Nano 33 IoT, servo motors, and light sensors to maximize photovoltaic energy collection. Implemented real-time monitoring via LCD and IoT Cloud. Achieved full functional validation through experimental tests.
Ludovico Maffei's Contact Information
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