Browsing by Author "Martins, Tiago"
Now showing 1 - 2 of 2
Results Per Page
Sort Options
- Big Data analysis applied to the retail sectorPublication . Barata, Luís; Rosa, Gonçalo; Martins, Tiago; Silva, Pedro Tiago Salgueiro da; Eurico, LopesBig Data and Artificial Intelligence are rapidly evolving and transforming the world and e-commerce. To explore the most used techniques for building personalized recommendation systems and inventory management, a systematic review was conducted. It was found that hybrid Machine Learning techniques and the Hadoop system are widely used in these areas, delivering satisfactory results while maintaining scalable and efficient systems.
- Improving materials flow through autonomous production controlPublication . Fernandes, Nuno O.; Martins, Tiago; Silva, Sílvio do CarmoAutonomous Production Control (APC) aims at improving production systems performance through fast and flexible reaction to changes in dynamic environments. In this paper, a new APC method for job routing decision-making is proposed and its performance compared with that of two other APC methods, namely the Queue Length Estimator and the Pheromones, and with two conventional control strategies – a centralized and a random decision-making strategy. A discrete-event simulation model of a flexible flow shop operating under make-to-order was used to evaluate performance. Results show that the new method outperforms those with which it was compared, under high system workload and high variability of orders’ arrival and operation times. The study gives a contribution for better understanding of the performance behavior of APC methods, having important implications for industrial practice and for future research on autonomous production control.