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Keywords = circular binning

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15 pages, 6547 KB  
Article
Electrowinning of Nickel from Lithium-Ion Batteries
by Katarzyna Łacinnik, Szymon Wojciechowski, Wojciech Mikołajczak, Artur Maciej and Wojciech Simka
Materials 2025, 18(24), 5653; https://doi.org/10.3390/ma18245653 - 16 Dec 2025
Viewed by 612
Abstract
The growing demand for lithium-ion batteries (LIBs) is driving a rapid increase in the volume of spent cells which—as hazardous waste—must be managed effectively in accordance with circular-economy principles. Hydrometallurgical recycling allows the recovery of critical metals at far lower environmental cost than [...] Read more.
The growing demand for lithium-ion batteries (LIBs) is driving a rapid increase in the volume of spent cells which—as hazardous waste—must be managed effectively in accordance with circular-economy principles. Hydrometallurgical recycling allows the recovery of critical metals at far lower environmental cost than primary mining. This paper presents a method for obtaining metallic nickel from sulfate leach solutions produced by leaching the so-called “black mass” derived from shredded LIBs. Nickel electrodeposition was performed on a stainless-steel cathode with Ti/Ru-Ir anodes at 60 °C and pH 3.0–4.5. Two process variants were examined. Variant A—with a decreasing Ni2+ concentration (49 → 25 g L−1)—achieved a current efficiency of 60–88%, but the deposits were non-uniform and prone to flaking. Variant B—in which the bath was stabilized by the continuous dissolution of Ni(OH)2 (maintaining Ni2+ at 35–40 g L−1) and amended with PEG-4000, H3BO3 and Na2SO4—reached higher efficiency (78–93%) and produced uniform, bright deposits up to 0.5 mm thick with a purity >90%. The results confirm that keeping the nickel concentration constant and appropriately modifying the electrolyte significantly improve both the qualitative and economic aspects of recovery, highlighting electrolysis as an efficient way to process LIB waste and close the nickel stream within the material cycle. Full article
(This article belongs to the Section Electronic Materials)
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27 pages, 1885 KB  
Article
Uneven Progress in Circular Economy Practices: Local Government Approaches to Waste Management in Australia
by Karishma Don, Ayon Chakraborty, Tim Harrison and Harpinder Sandhu
Sustainability 2025, 17(22), 10177; https://doi.org/10.3390/su172210177 - 13 Nov 2025
Viewed by 1103
Abstract
Household waste systems are a frontline test of Australia’s circular economy transition, yet progress remains highly uneven and structurally constrained. Despite strong national targets for resource recovery and emissions reduction, local governments are expected to deliver circular outcomes without uniform access to infrastructure, [...] Read more.
Household waste systems are a frontline test of Australia’s circular economy transition, yet progress remains highly uneven and structurally constrained. Despite strong national targets for resource recovery and emissions reduction, local governments are expected to deliver circular outcomes without uniform access to infrastructure, funding, or technical capability. This study assesses the status, implementation, and progress of household waste management, energy recovery, and circular economy initiatives at the local government level in Australia. Using content analysis of data from 520 local government areas across six states, the study maps differences in service provision (e.g., general waste, mixed recycling, and food organics and garden organics [FOGO] collection), policy instruments, public-facing education, and participation in circular economy programs. The findings reveal that while a majority (92.5%) of councils provide general waste bins, 47% offer FOGO bins, and 78% supply mixed recyclable bins, only a small fraction (2.6%) offers a separate glass bin stream. Fewer than one in ten councils reference any form of energy recovery or waste-to-energy initiative, indicating that resource–energy integration remains emergent and geographically concentrated. Despite national policies such as the National Waste Policy Action Plan, significant regional disparities persist, particularly between metropolitan and rural councils. Guided by environmental governance theory and systems thinking, the study shows how policy fragmentation, funding limitations, and infrastructure inequities create systemic barriers to circularity. The study concludes by recommending targeted co-funding for rural councils, stronger policy support for organics and energy recovery infrastructure, and more coherent multi-level governance to achieve Australia’s 2030 waste and circular economy targets. This research contributes an evidence-based framework for understanding how governance structures and resource asymmetries shape local progress toward a circular economy. Full article
(This article belongs to the Section Waste and Recycling)
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20 pages, 2857 KB  
Article
Solving the Recyclable Household Waste Bin Location–Allocation Problem: A Case Study of the Commune of Quinta Normal in Santiago, Chile
by Carola Blazquez, Francisco Yuraszeck, Felipe Gallardo and Nikcolas Bernal
Sustainability 2025, 17(21), 9837; https://doi.org/10.3390/su17219837 - 4 Nov 2025
Viewed by 776
Abstract
The estimated increase in urban solid waste generation in the near future worldwide may negatively impact the environment and public health, and produce a significant economic impact on solid waste management. Recycling is crucial in mitigating this solid waste generation growth by diverting [...] Read more.
The estimated increase in urban solid waste generation in the near future worldwide may negatively impact the environment and public health, and produce a significant economic impact on solid waste management. Recycling is crucial in mitigating this solid waste generation growth by diverting materials from landfills, reducing greenhouse gas emissions and pollution, conserving resources, and extending end-of-life strategies. In this study, we address the bin location–allocation problem for the collection of recyclable household waste, a key challenge in the context of the circular economy and efforts to mitigate the sustained growth of household waste generation. To tackle this problem, this study generalizes a previous mixed-integer linear programming (MILP) model to address different types of waste, particularly recyclable household waste, while minimizing total bin costs and ensuring that each generation point is assigned to the nearest collection site within a given threshold travel distance. Additionally, the model compares single and multi-stream collection strategies. For each case, we evaluate the options of locating recycling bins at road intersections and in open public spaces. Real-world data from the commune of Quinta Normal in Santiago, Chile is used to test our approach. This study also reports results of a sensitivity analysis of key parameters, including the generated household recyclable waste and the maximum distances users are willing to travel to dispose of their recyclable waste. Finally, managerial implications that emerge from this study are discussed, which may help authorities improve recyclable household waste collection, and outline future research directions. Full article
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18 pages, 1032 KB  
Article
AI for Sustainable Recycling: Efficient Model Optimization for Waste Classification Systems
by Oriol Chacón-Albero, Mario Campos-Mocholí, Cédric Marco-Detchart, Vicente Julian, Jaime Andrés Rincon and Vicent Botti
Sensors 2025, 25(12), 3807; https://doi.org/10.3390/s25123807 - 18 Jun 2025
Cited by 4 | Viewed by 3769
Abstract
The increasing volume of global waste presents a critical environmental and societal challenge, demanding innovative solutions to support sustainable practices such as recycling. Advances in Computer Vision (CV) have enabled automated waste recognition systems that guide users in correctly sorting their waste, with [...] Read more.
The increasing volume of global waste presents a critical environmental and societal challenge, demanding innovative solutions to support sustainable practices such as recycling. Advances in Computer Vision (CV) have enabled automated waste recognition systems that guide users in correctly sorting their waste, with state-of-the-art architectures achieving high accuracy. More recently, attention has shifted toward lightweight and efficient models suitable for mobile and edge deployment. These systems process data from integrated camera sensors in Internet of Things (IoT) devices, operating in real time to classify waste at the point of disposal, whether embedded in smart bins, mobile applications, or assistive tools for household use. In this work, we extend our previous research by improving both dataset diversity and model efficiency. We introduce an expanded dataset that includes an organic waste class and more heterogeneous images, and evaluate a range of quantized CNN models to reduce inference time and resource usage. Additionally, we explore ensemble strategies using aggregation functions to boost classification performance, and validate selected models on real embedded hardware and under simulated lighting variations. Our results support the development of robust, real-time recycling assistants for resource-constrained devices. We also propose architectural deployment scenarios for smart containers, and cloud-assisted solutions. By improving waste sorting accuracy, these systems can help reduce landfill use, support citizen engagement through real-time feedback, increase material recovery, support data-informed environmental decision making, and ease operational challenges for recycling facilities caused by misclassified materials. Ultimately, this contributes to circular economy objectives and advances the broader field of environmental intelligence. Full article
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24 pages, 1986 KB  
Article
Cheminformatics Approaches to the Analysis of Additives for Sustainable Polymeric Materials
by Alina Bărbulescu and Lucica Barbeș
Polymers 2025, 17(11), 1522; https://doi.org/10.3390/polym17111522 - 29 May 2025
Cited by 1 | Viewed by 1216
Abstract
Additives are compounds used for material to increase specific properties. When used for polymers, they extend their life and contribute to environmental sustainability. This article presents the study findings related to 24 additives—antioxidants, UV stabilizers, and quenchers—using cheminformatics methods. The compounds’ characteristics (e.g., [...] Read more.
Additives are compounds used for material to increase specific properties. When used for polymers, they extend their life and contribute to environmental sustainability. This article presents the study findings related to 24 additives—antioxidants, UV stabilizers, and quenchers—using cheminformatics methods. The compounds’ characteristics (e.g., number of atoms, functional groups) were emphasized, followed by some descriptors. The Tanimoto coefficient, computed based on the maximum common structure algorithm, and the overlap coefficient indicated the degree of similarity between the molecules. The molecules were grouped by binning and hierarchical clustering (HC) based on the extracted results. In the last case, two scenarios were considered—with four (CL1–CL4) and six clusters (CL1.1, CL1.2, CL2, CL3, CL4.1, CL4.2) being built. Considering the mechanical properties of the compounds and the standard deviation and amplitude of their values, the most homogenous class was CL2 (respectively CL4.2). Considering the toxicity of additives, the highest possible negative impact on the environment is that of the compounds in CL1 and CL3. The clustering results guide the selection of additives with reduced environmental impact, thereby supporting the development of sustainable polymer formulations aligned with circular economy principles. Full article
(This article belongs to the Special Issue Sustainable Polymers for a Circular Economy)
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21 pages, 3282 KB  
Article
Environmental Sustainability of Brewers’ Spent Grains Composting: Effect of Turning Strategies and Mixtures Composition on Greenhouse Gas Emissions
by Davide Assandri, Ginevra Giacomello, Angela Bianco, Giacomo Zara, Marilena Budroni and Niccolò Pampuro
Agronomy 2025, 15(4), 771; https://doi.org/10.3390/agronomy15040771 - 21 Mar 2025
Cited by 3 | Viewed by 2624
Abstract
The global production of brewers’ spent grains (BSG) is 37 million tons yearly. Composting represents an eco-friendly method to manage and valorize organic by-products in a circular economy model. This project aims to compare two BSG bin-composting mixtures (BSG and wheat straw with [...] Read more.
The global production of brewers’ spent grains (BSG) is 37 million tons yearly. Composting represents an eco-friendly method to manage and valorize organic by-products in a circular economy model. This project aims to compare two BSG bin-composting mixtures (BSG and wheat straw with pig slurry solid fraction, MIX1, or sheep manure, MIX2) and approaches (manual turning, MT, and static composting, ST). The two mixtures’ physicochemical characteristics and greenhouse gas (GHG) emissions were assessed during the process. The evolution of physicochemical properties is reported in detail. Headspace samples of GHG emissions were collected and analyzed with gas chromatography coupled with specific detectors. Carbon dioxide (CO2) emissions were 34.3 ± 0.03 and 31.0 ± 0.06 g C kg−1 fresh matter (FM) for MIX1-MT and MIX2-MT, and 28.8 ± 0.01 and 31.2 ± 0.02 g Ckg−1 FM for MIX1-ST and MIX2-ST. Methane emissions were negligible (all conditions < 0.086 ± 0.00 mg C kg−1 FM). Nitrous oxide (N2O) emissions from composting are affected by the substrate, bulking material, pile dimension, and manure. Particularly, the total emissions of N2O, estimated as CO2 equivalents, were 45.8 ± 0.2 and 63.0 ± 0.4 g CO2 eq kg−1 FM for MIX1-MT and MIX1-ST, respectively. In both composting approaches, MIX2 showed a low CO2 equivalent (1.8 ± 0.02 and 9.9 ± 0.05 g CO2 eq kg−1 FM for MT and ST), likely due to incomplete decomposition. The bin-composting process represents a solution for recycling and reusing organic waste and livestock manure in small to medium-sized breweries. The solid fraction of the pig slurry resulted in the most suitable manure. Full article
(This article belongs to the Section Farming Sustainability)
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14 pages, 2755 KB  
Article
Integrated Process for Ballot Bin Waste Valorization for High-Quality Cellulose Acetate Recovery
by Niccolò Lamanna, Giovanni Zuccante, Massimiliano Rossetti, Andrea Franzetti, Carlo Santoro and Luca Zoia
Appl. Sci. 2024, 14(23), 10955; https://doi.org/10.3390/app142310955 - 26 Nov 2024
Cited by 1 | Viewed by 2561
Abstract
Cigarette butt littering poses a significant environmental challenge, with billions of butts discarded each year, fouling ecosystems with slow-to-decompose cellulose acetate filters that absorb and release harmful compounds. In response, an innovative, sustainable approach for valorizing ballot bin waste (BBW) by extracting high-quality [...] Read more.
Cigarette butt littering poses a significant environmental challenge, with billions of butts discarded each year, fouling ecosystems with slow-to-decompose cellulose acetate filters that absorb and release harmful compounds. In response, an innovative, sustainable approach for valorizing ballot bin waste (BBW) by extracting high-quality cellulose acetate from cigarette butts was investigated. This green approach eliminates the need for hazardous acids and toxic solvents, resulting in a yield of 30% (w/w) and a degree of substitution (DS) of 2.0–2.5, which is comparable to pure cellulose acetate. The following four essential processes are involved in this process: filter separation, water washing to remove impurities, ethanol purification, and acetone precipitation of the cellulose acetate. This approach not only mitigates environmental harm, but also supports circular economy goals by transforming waste into valuable resources. Full article
(This article belongs to the Special Issue Waste Valorization, Green Technologies and Circular Economy)
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21 pages, 3586 KB  
Review
Application of Recycled Cardboard to Construction Based on Life Cycle Assessment
by Srikanth Venkatesan, Jingxuan Zhang, David Law, Rebecca Gravina and Satheeskumar Navaratnam
Sustainability 2024, 16(19), 8386; https://doi.org/10.3390/su16198386 - 26 Sep 2024
Cited by 2 | Viewed by 2717
Abstract
Typical household recyclable bin in Australia contains around 60% of waste cardboard. Given the possibilities of developing a construction material, this study conducted a life cycle assessment (LCA) comparing the development of cardboard trusses with © timber trusses, encompassing production to construction. The [...] Read more.
Typical household recyclable bin in Australia contains around 60% of waste cardboard. Given the possibilities of developing a construction material, this study conducted a life cycle assessment (LCA) comparing the development of cardboard trusses with © timber trusses, encompassing production to construction. The results show that cardboard trusses offer significant environmental benefits, including a 73% reduction in climate change category, an 83% decrease in ozone-depleting potential, and almost complete avoidance of agricultural land occupation compared to timber trusses, showcasing their sustainability. In both material manufacturing and material transportation, cardboard trusses prioritize climate change mitigation, accounting for over half of the environmental impact. Timber trusses, in contrast, heavily impact land occupation and exhibit climate change dominance. A benefit analysis highlights advantages of cardboard trusses, particularly in reducing land occupation, sustainability, circular economy, and particulate matter formation. The life cycle cost analysis demonstrates an impressive 83% cost reduction for cardboard trusses compared to timber trusses, despite higher labor costs during manufacturing. Full article
(This article belongs to the Special Issue Life Cycle and Sustainability of Building Materials)
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12 pages, 559 KB  
Article
Restaurants without Bins: How Does a Circular Restaurant Operate?
by Sanna-Mari Renfors and Ted Wendt
Sustainability 2024, 16(6), 2312; https://doi.org/10.3390/su16062312 - 11 Mar 2024
Cited by 8 | Viewed by 7621
Abstract
The circular economy is seen as a potential solution to tackle the environmental concerns of the restaurant industry, offering a set of practices to support the industry in achieving more efficient use of resources and becoming more sustainable. However, studies that focus on [...] Read more.
The circular economy is seen as a potential solution to tackle the environmental concerns of the restaurant industry, offering a set of practices to support the industry in achieving more efficient use of resources and becoming more sustainable. However, studies that focus on the circular economy as a theoretical framework in the restaurant context are scarce. Thus, this study aims to increase understanding of how a circular restaurant operates in practice and provide insight into the circular transformation of restaurants. This article adopts a qualitative, multiple case study methodology, assessing six pioneer restaurants fully embracing a circular economy. The results show that a circular restaurant can be defined as a restaurant based on a systemic design that eliminates waste and keeps materials in circulation. A circular restaurant redesigns and reverses the supply chain, designs circular menus, is committed to closed-loop cooking, and reprocesses the remaining waste. In addition, a circular restaurant features a circular approach to interior design and embraces its social capital. The article includes various practical implications for chefs who can lead the transition to a more circular food system by adopting relevant practices. Full article
(This article belongs to the Section Sustainable Food)
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22 pages, 1594 KB  
Article
Circular Bioeconomy in the Metropolitan Area of Barcelona: Policy Recommendations to Optimize Biowaste Management
by Karin Meisterl, Sergio Sastre, Ignasi Puig-Ventosa, Rosaria Chifari, Laura Martínez Sánchez, Laurène Chochois, Gabriella Fiorentino and Amalia Zucaro
Sustainability 2024, 16(3), 1208; https://doi.org/10.3390/su16031208 - 31 Jan 2024
Cited by 11 | Viewed by 3373
Abstract
Municipal biowaste management is at the core of the transition towards a circular bioeconomy in the EU. However, most urban systems are still far from being aligned with these principles. This paper addresses the case of the Metropolitan Area of Barcelona. The current [...] Read more.
Municipal biowaste management is at the core of the transition towards a circular bioeconomy in the EU. However, most urban systems are still far from being aligned with these principles. This paper addresses the case of the Metropolitan Area of Barcelona. The current system of biowaste management is compared with a more sustainable alternative scenario. Regulatory and non-regulatory drivers and barriers for the transition from the current state to the alternative scenario are identified and later transformed into policy recommendations using a multi-stakeholder approach. This paper focuses on the separate collection of biowaste and the production of biomethane. Increasing the quantity and quality of separate biowaste collection is a prerequisite for the market-relevant production of biogas from anaerobic digestion that can be converted into biomethane. The results show that more efficient collection systems such as door-to-door or smart bins together with tax incentives such as the pay-as-you-throw principle are key to increasing the amount of collected biowaste, while targeted communication combined with controls and penalties are key to minimizing impurities. In addition to financial incentives for the construction of new anaerobic digestion plants, financial incentive systems are also required for the biomethane sector to ensure competitiveness with fossil fuels. Full article
(This article belongs to the Special Issue Sustainability in Bioeconomy and Bioenergy)
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17 pages, 8958 KB  
Article
Research on the Resistance Reduction Law of Self-Excited a Resonant Circular Arc-Surface Bulldozing Plate Based on the Discrete Element Method
by Zhijun Guo, Yiqing Qiu, Xianghai Yan, Jiajia Wang, Shengjie Si, Fugui Guo and Fu Zhang
Agriculture 2023, 13(10), 1880; https://doi.org/10.3390/agriculture13101880 - 26 Sep 2023
Cited by 1 | Viewed by 1940
Abstract
We explore the mechanism and law of reducing the resistance of soil cutting tools by achieving the self-excited vibration mode through the modification of the soil-engaging surface spectrum. Around the fundamental resonance point of the soil, and superimposing geometric waveforms of different spatial [...] Read more.
We explore the mechanism and law of reducing the resistance of soil cutting tools by achieving the self-excited vibration mode through the modification of the soil-engaging surface spectrum. Around the fundamental resonance point of the soil, and superimposing geometric waveforms of different spatial frequencies and amplitudes on the basis of the circular arc surface base directrix, 18 bulldozing plate models with different soil-engaging surface spectrum structures were designed and manufactured. By conducting a discrete element method (DEM) simulation of the working process of the bulldozing plate and comparing the working resistance of the soil-engaging components with the results of the soil bin test, the microscopic process of soil disturbance was further revealed from the perspective of simulation. The results indicate that the self-excited vibrating circular arc-surface bulldozing plate could effectively improve the resistance reduction effect during the operation around the resonance point. With this model, the average error of the horizontal working resistance was 7.52%, and the average error of the vertical working resistance was 21.71%. The analysis of the soil microscopic disturbance process by DEM simulation further verified the correctness of the macroscopic test results. The research work has an important reference value for both the vibration resistance reduction design of soil cutting tools and resistance reduction design of soil-engaging surfaces’ geometric structure modification. Full article
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20 pages, 6922 KB  
Article
Abundance and Distribution of Macro- and Mesoplastic Debris on Selected Beaches in the Northern Strait of Malacca
by Er Vin Lim, Nithiyaa Nilamani, Norhanis M. Razalli, Shoufeng Zhang, Hongjun Li, Muhammad Lutfi Haron, Anisah Lee Abdullah, Zulfigar Yasin, Norlaila Mohd Zanuri and Aileen Tan Shau Hwai
J. Mar. Sci. Eng. 2023, 11(5), 1057; https://doi.org/10.3390/jmse11051057 - 16 May 2023
Cited by 15 | Viewed by 5163
Abstract
Plastics account for 60–80% of marine debris worldwide, and, in 2021, Malaysia was the 28th largest plastic polluter in the world. In light of this finding, the Malaysian government has launched the Roadmap Towards Zero Single-Use Plastics 2018–2030 and the Plastics Sustainability Roadmap [...] Read more.
Plastics account for 60–80% of marine debris worldwide, and, in 2021, Malaysia was the 28th largest plastic polluter in the world. In light of this finding, the Malaysian government has launched the Roadmap Towards Zero Single-Use Plastics 2018–2030 and the Plastics Sustainability Roadmap 2021–2030 to reduce plastic pollution and implement a circular economy for Malaysia. A comprehensive database of the status of plastic pollution in Malaysia is needed to achieve this target. This study aims to record the presence of macro- (>2.5 cm) and mesoplastic (0.5–2.5 cm) debris at selected beaches in the northern Strait of Malacca. All study sites are publicly accessible beaches (Pulau Songsong, Teluk Aling, and Pulau Gazumbo) except Pulau Lembu, which is in a Marine Protected Area (MPA). The debris was collected from predetermined transects on the beach and categorised according to its form and economic market segments in Malaysia. Most of the macro- (53–75% of total mass) and mesoplastics (52–80% of the total number) were accumulated in the backshore area. Public beaches such as Pulau Gazumbo and Pulau Songsong recorded the highest abundance of macroplastics, with 7.32 g/m2 and 9.77 g/m2, respectively. Teluk Aling recorded the lowest abundance of macroplastics (3.58 g/m2) but the highest in mesoplastics (0.55 items/m2). Most of the macroplastics found were packaging plastics such as plastic bottles, containers, and polystyrene foam debris. Although Pulau Lembu is an MPA, the amount of macroplastics found was considerably high (7.17 g/m2). Based on the beach cleanliness index, Pulau Gazumbo (−3.99) was the dirtiest site, followed by Pulau Lembu (−2.92) and Pulau Songsong (−2.85), while Teluk Aling (−1.63) was the cleanest site, which can explain the amount of macroplastic debris found. However, all the study sites’ cleanliness may not be ideal, as the indexes were less than zero due to the low availability of waste bins and insufficient frequency of beach cleaning. This may not be able to curb the effects of high anthropogenic activities conducted in addition to uncontrollable natural factors. Full article
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17 pages, 1579 KB  
Article
The Circular Economy Transformation of Airports: An Alternative Model for Retail Waste Management
by Michelle Tjahjono, Enes Ünal and Trung Hieu Tran
Sustainability 2023, 15(4), 3860; https://doi.org/10.3390/su15043860 - 20 Feb 2023
Cited by 9 | Viewed by 7066
Abstract
Airport terminals worldwide generate approximately 6 million tons of passenger waste annually. Increased awareness of climate change and global interventions for environmental sustainability requires a reassessment of airports’ current methods of waste management. This paper proposes a new design concept solution called circular [...] Read more.
Airport terminals worldwide generate approximately 6 million tons of passenger waste annually. Increased awareness of climate change and global interventions for environmental sustainability requires a reassessment of airports’ current methods of waste management. This paper proposes a new design concept solution called circular airport retail waste management (CAWM) for airport terminal retail waste processing, which aims to reduce and ideally eliminate airport waste ending up in landfill or incineration. Given the need for novelty and challenging the status-quo, the double diamond design process was adopted as the research method. The research began by collating the current practices of retail waste processing in airports via a literature review and field observations. Secondly, a critical analysis of the current processes was conducted to identify the intervention points. Thirdly, a concept solution was developed based on the circular economy (CE) 9R framework. Finally, the CAWM concept was delivered to airport waste management personnel for review. CAWM offers a structured way of airport retail waste management practices, including the segregation of nonrecyclable and recyclable waste (i.e., different bin designs, color coding, harmonization of waste colors, improved instructions and signage, various bin locations, training, and installing more liquid disposal and donation stations). Airports can leverage CAWM for greater efficiency and cost-effectiveness regarding airport terminal waste processing, such that more waste can be diverted from incineration and landfill to recovery, which will subsequently help airports achieve net-zero targets. This research contributes to the extant CE literature, especially in the aviation industry context, where the academic discourse surrounding this subject and its peculiarities are limited. Full article
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11 pages, 1798 KB  
Article
Persistent Homology for Breast Tumor Classification Using Mammogram Scans
by Aras Asaad, Dashti Ali, Taban Majeed and Rasber Rashid
Mathematics 2022, 10(21), 4039; https://doi.org/10.3390/math10214039 - 31 Oct 2022
Cited by 11 | Viewed by 3065
Abstract
An important tool in the field of topological data analysis is persistent homology (PH), which is used to encode abstract representations of the homology of data at different resolutions in the form of persistence barcode (PB). Normally, one will obtain one PB from [...] Read more.
An important tool in the field of topological data analysis is persistent homology (PH), which is used to encode abstract representations of the homology of data at different resolutions in the form of persistence barcode (PB). Normally, one will obtain one PB from a digital image when using a sublevel-set filtration method. In this work, we built more than one PB representation of a single image based on a landmark selection method, known as local binary patterns (LBP), which encode different types of local texture from a digital image. Starting from the top-left corner of any 3-by-3 patch selected from an input image, the LBP process starts by subtracting the central pixel value from its eight neighboring pixel values. Then, each cell is assigned with 1 if the subtraction outcome is positive, and 0 otherwise, to obtain an 8-bit binary representation. This process will identify a set of landmark pixels to represent 0-simplices and use Vietoris–Rips filtration to obtain its corresponding PB. Using LBP, we can construct up to 56 PBs from a single image if we restrict to only using the binary codes that have two circular transitions between 1 and 0. The information within these 56 PBs contain detailed local and global topological and geometrical information, which can be used to design effective machine learning models. We used four different PB vectorizations, namely, persistence landscapes, persistence images, Betti curves (barcode binning), and PB statistics. We tested the effectiveness of the proposed landmark-based PH on two publicly available breast abnormality detection datasets using mammogram scans. The sensitivity and specificity of the landmark-based PH obtained was over 90% and 85%, respectively, in both datasets for the detection of abnormal breast scans. Finally, the experimental results provide new insights on using different PB vectorizations with sublevel set filtrations and landmark-based Vietoris–Rips filtration from digital mammogram scans. Full article
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16 pages, 3489 KB  
Article
Reducing Volume to Increase Capacity—Measures to Reduce Transport Energy for Recyclable Waste Collection
by Adriano A. Santos, António Ferreira da Silva, António Gouveia, Carlos Felgueiras and Nídia Caetano
Energies 2022, 15(19), 7351; https://doi.org/10.3390/en15197351 - 6 Oct 2022
Cited by 3 | Viewed by 4061
Abstract
The production of municipal waste is increasing all over the world. Although a significant part of the waste is collected as commingled waste, much of it is recyclable if disposed of properly. Thus, separate deposition and collection plays an extremely important role today, [...] Read more.
The production of municipal waste is increasing all over the world. Although a significant part of the waste is collected as commingled waste, much of it is recyclable if disposed of properly. Thus, separate deposition and collection plays an extremely important role today, more than ever, not only in terms of preventing pollution but also from the point of view of recycling as a driver of circular economy and of efficient use of resources. This work is focused on the development of compaction equipment to be applied to containers, which allows a more efficient approach to the process of collecting waste for recycling. As a management option, recycling depends on collective behavior which is based on individual acts. Therefore, individual use of plastic/metal compaction systems can help meet recycling targets, even as a complement to conventional bins. Thus, herein a proposal is presented for a plastic/metal collection station with a built-in compaction element that allows for the compacting of the separated waste, individually, in an easily accessible drawer. Sorting and compacting waste before collection will result in a reduction of the number of collection/transport stops, which will also translate into higher energy efficiency, cost savings, optimization of the transported tons/km ratio, and profitability. Full article
(This article belongs to the Special Issue Developing the World in 2021 with Clean and Safe Energy)
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