The achieved results were the following:
- Rearing of Hermetia illucens larvae on fruit by-products: peach, orange, lemon and apple.
- Selection of the most suitable hardware technologies and AI methodologies.
- The hardware–software architecture for data collection was built and made operational. This includes the physical installation of sensors (N, P, K, pH, temperature, humidity) and the infrared camera.
- Continuous data collection was initiated according to defined experimental protocols (e.g., testing different substrate depths and humidity levels), generating the necessary dataset for the next phase.
- The two artificial intelligence systems were developed from scratch and trained: the LSTM Autoencoder for analysing sensor time-series data and the computer vision pipeline for analysing infrared images.
- The two AI models were integrated to enable multimodal analysis, combining sensory and visual data.
- Test on antimicrobial activity of fruit bioactive compounds.
- Extraction and characterization of H. illucens components (the antimicrobial and cytotoxic activities were evaluated).
- Biofilm production (at laboratory scale) started from chitosan produced from chitin extracted from pupal exuviae and adults of H. illucens and protein extracted from larvae of H. illucens.
- Characterization of produced biofilm.
- Peaches, apricots and nectarines were treated with enriched chitosan coating and, after the treatment, nutraceutical components were evaluated.
- Evaluation of physico-chemical and nutraceutical properties of apricot preserved in an innovative packaging based on chitosan produced from chitin extracted from pupal exuviae and adults of H. illucens.
- Development of flexible packaging prototypes based on paper substrates functionalized with insect-derived molecule coatings. Preliminary trials with PLA substrates, even after corona treatment to enhance surface wettability, demonstrated incompatibility with the coating formulations. Prototype preparation was performed at laboratory scale using a rod coating technique.
The obtained materials were subsequently characterized in terms of grease resistance, mechanical performance, water uptake, coefficient of friction, and oxygen barrier properties, in order to establish the property range and evaluate the technological potential of the developed packaging solutions.