Latest Communications of International Proceedings articles

31
Dec
2025

Multilayer Models of Spatial Conflicts: Couplings Between Infrastructure and Socio-Spatial Dynamics

AI-Driven Innovation and Smart Systems: 46AI 2025
This paper presents a conceptual multilayer model designed for the analysis and simulation of spatial conflicts, incorporating the interdependencies between infrastructural layers and socio -spatial dynamics. The model employs a cellular automata (CA) approach, enabling the exploration of local interactions within complex spatial systems. Each…
31
Dec
2025

Agricultural Pollination Innovation: A Theoretical Analysis of the Potential Use of Robotic Bees for Hass Avocado Cultivation in Colombia

AI-Driven Innovation and Smart Systems: 46AI 2025
The global decline of natural pollinators poses a critical risk to agricultural productivity, particularly for crops such as Hass avocado that depend heavily on cross-pollination. This study is motivated by the need to develop alternative and scalable pollination methods capable of sustaining yields amid declining…
30
Dec
2025

Infostealers – Research Objectives

Security, Privacy & Cryptographic Solutions: 46SP 2025
The growing prevalence of infostealer malware poses a significant threat to both individual users and organizations, leading to the theft of login credentials, cryptocurrency wallets, multi-factor authentication tokens, browsing history, and other sensitive data. Despite the widespread use of the Windows Data Protection API (DPAPI)…
30
Dec
2025

Evaluating the Potential of Random Forest Regression for PM2.5 Modeling Within Environmental Safety Decision Support Systems

AI-Driven Innovation and Smart Systems: 46AI 2025
Progressive urbanization and increased air pollution emissions pose a significant challenge for modern safety engineering, especially in terms of forecasting and mitigating environmental risks1. This paper presents a machine learning-based approach to modeling PM2.5 particulate matter concentrations using open environmental and meteorological data from the…
30
Dec
2025

Data Trust Architecture: ISO Standards and the Evolution of the Data Governance 3.0 Model in Blockchain Ecosystems

AI-Driven Innovation and Smart Systems: 46AI 2025
The rapid growth of distributed ledger technologies (DLT) and new regulatory obligations (GDPR, DORA, NIS2, AI Act) are forcing organisations to rethink how they govern data as a strategic and auditable asset. However, existing data-governance models and standards only partially address trust, accountability and interoperability…
30
Dec
2025

Reinforcement Learning for Dynamic Job-Shop Scheduling with Setup Time Constraints

AI-Driven Innovation and Smart Systems: 46AI 2025
Optimization in job-shop production systems is a very complex task, requiring simultaneous analysis of many factors. This article presents just this type of production in which the problem was to schedule job-shop tasks with significant setup times. In this case, the use of reinforcement learning…
30
Dec
2025

Deep Learning Models for Real-Time Quality Defect Detection in Assembly Lines

AI-Driven Innovation and Smart Systems: 46AI 2025
The high competitiveness and rapid pace of development of the manufacturing industry requires companies to constantly improve, both in terms of efficiency and quality of production. It is these parameters that directly affect not only the reputation of the company, but also the costs it…
30
Dec
2025

Predictive Maintenance with Machine Learning approaches

AI-Driven Innovation and Smart Systems: 46AI 2025
The transition to Industry 4.0 has continued to evolutionise maintenance strategies, shifting from reactive approaches toward new, data-driven predictive maintenance systems. This study evaluates three machine learning approaches—Random Forest, XGBoost, and Long Short-Term Memory networks—for equipment failure prediction using live sensor data from rotating machinery.…
30
Dec
2025

Comparative Analysis of Neural Network Architectures for Production Demand Forecasting

AI-Driven Innovation and Smart Systems: 46AI 2025
Forecasting production demand is one of the key elements of effective supply chain management in small and medium-sized enterprises. The paper presents a comparative analysis of different neural network architectures used in production demand forecasting. The study includes the evaluation of neural networks: unidirectional (MLP),…
30
Dec
2025

Identifying Harmful Food Products Using Machine Learning Methods

AI-Driven Innovation and Smart Systems: 46AI 2025
The growing prevalence of diet-related diseases such as obesity, diabetes, and cardiovascular disorders is closely linked to the excessive consumption of unhealthy food products and overeating. Identifying harmful food items based on their chemical and nutritional composition has therefore become an important research direction in…