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Nowadays, there is an increasing concern about the unsustainability of the take-make-dispose paradigm upon which traditional production and consumption systems are built. The concept of circular economy is gaining attention as a potential…

Dynamical Systems · Mathematics 2024-11-21 Federico Zocco , Monica Malvezzi

The demand of finite raw materials will keep increasing as they fuel modern society. Simultaneously, solutions for stopping carbon emissions in the short term are not available, thus making the net zero target extremely challenging to…

Computers and Society · Computer Science 2025-12-17 Federico Zocco , Andrea Corti , Monica Malvezzi

The shift from a linear to a circular economy has the potential to simultaneously reduce uncertainties of material supplies and waste generation. However, to date, the development of robotic and, more generally, autonomous systems have been…

Robotics · Computer Science 2024-11-28 Federico Zocco , Wassim M. Haddad , Andrea Corti , Monica Malvezzi

This paper addresses the problem of robotic cutting during disassembly of products for materials separation and recycling. Waste handling applications differ from milling in manufacturing processes, as they engender considerable variety and…

Robotics · Computer Science 2023-08-30 Jamie Hathaway , Alireza Rastegarpanah , Rustam Stolkin

The dependence on finite reserves of raw materials and the production of waste are two unsolved problems of the traditional linear economy. Healthcare, as a major sector of any nation, is currently facing them. Hence, in this paper, we…

Robotics · Computer Science 2024-02-09 Federico Zocco , Denis Sleath , Shahin Rahimifard

The linear take-make-dispose paradigm at the foundations of our traditional economy is proving to be unsustainable due to waste pollution and material supply uncertainties. Hence, increasing the circularity of material flows is necessary.…

Computer Vision and Pattern Recognition · Computer Science 2023-09-12 Federico Zocco , Shahin Rahimifard

The Circular Economy framework emphasizes sustainability by reducing resource consumption and waste through the reuse of components and materials. This paper presents ReLink, a computational framework for the circular design of planar…

Computational Engineering, Finance, and Science · Computer Science 2025-06-27 Maxime Escande , Kristina Shea

Waste production, carbon dioxide atmospheric accumulation, and dependence on finite natural resources are expressions of the unsustainability of the current industrial networks that supply fuels, energy, and manufacturing products. In…

Dynamical Systems · Mathematics 2023-05-16 Federico Zocco , Pantelis Sopasakis , Beatrice Smyth , Wassim M. Haddad

The concept of Circular Economy (CE) has evolved significantly over the past decade, transitioning from a simple model of resource circulation to an increasingly complex and debated framework. While its primary objective remains the…

General Economics · Economics 2025-05-20 Amir Rashid

The transition towards a circular economy has gained importance over the last years since the traditional linear take-make-dispose paradigm is not sustainable in the long term. Recently, thermodynamical material networks (TMNs) [1] have…

Dynamical Systems · Mathematics 2026-03-10 Federico Zocco

The traditional cycle of industrial products has been linear since its inception. Raw resources are acquired, processed, distributed, used and ultimately disposed of. This linearity has led to a dangerously low efficiency degree in resource…

Networking and Internet Architecture · Computer Science 2019-04-25 Christos Liaskos , Ageliki Tsioliaridou , Sotiris Ioannidis

Despite their contributions to the financial efficiency and environmental sustainability of industrial processes, robotic assembly and disassembly have been understudied in the existing literature. This is in contradiction to their…

Robotics · Computer Science 2021-06-15 Morteza Daneshmand , Fatemeh Noroozi , Ciprian Corneanu , Fereshteh Mafakheri , Paolo Fiorini

This paper studies the container lifting phase of a waste-container recycling task in urban environments, performed by a hydraulic loader crane equipped with an underactuated discharge unit, and proposes a residual reinforcement learning…

Robotics · Computer Science 2026-02-06 Qi Li , Karsten Berns

With the increasing use of plastic, the challenges associated with managing plastic waste have become more challenging, emphasizing the need of effective solutions for classification and recycling. This study explores the potential of deep…

Computer Vision and Pattern Recognition · Computer Science 2024-12-31 Suman Kunwar , Banji Raphael Owabumoye , Abayomi Simeon Alade

The recycling of waste electrical and electronic equipment is an essential tool in allowing for a circular economy, presenting the potential for significant environmental and economic gain. However, traditional material separation…

Computer Vision and Pattern Recognition · Computer Science 2023-12-29 Álvaro G. Becker , Marcelo P. Cenci , Thiago L. T. da Silveira , Hugo M. Veit

This paper presents a general mathematical programming framework for the design and optimization of supply chain infrastructures for the upcycling of plastic waste. For this purpose, a multi-product, multi-echelon, multi-period…

Computational Engineering, Finance, and Science · Computer Science 2025-10-10 Dalga Merve Özkan , Sergio Lucia , Sebastian Engell

With the increased demand on economy and efficiency of measurement technology, Non-Intrusive Load Monitoring (NILM) has received more and more attention as a cost-effective way to monitor electricity and provide feedback to users. Deep…

Machine Learning · Computer Science 2020-09-28 Gan Zhou , Zhi Li , Meng Fu , Yanjun Feng , Xingyao Wang , Chengwei Huang

With the rapid development of deep learning, the increasing complexity and scale of parameters make training a new model increasingly resource-intensive. In this paper, we start from the classic convolutional neural network (CNN) and…

Computer Vision and Pattern Recognition · Computer Science 2024-11-01 Jiacong Hu , Jing Gao , Jingwen Ye , Yang Gao , Xingen Wang , Zunlei Feng , Mingli Song

With unorganized, unplanned and improper use of limited raw materials, an abundant amount of waste is being produced, which is harmful to our environment and ecosystem. While traditional linear production lines fail to address far-reaching…

Computers and Society · Computer Science 2022-05-03 Abdulla All noman , Umma Habiba Akter , Tahmid Hasan Pranto , AKM Bahalul Haque

This contribution gives an overview of an ongoing project using machine learning and computer vision components for improving the electronic waste recycling process. In circular economy, the "virtual mines" concept refers to production…

Computer Vision and Pattern Recognition · Computer Science 2025-05-27 Muhammad Mohsin , Stefano Rovetta , Francesco Masulli , Alberto Cabri
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