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22 pages, 8468 KB  
Article
Smart Manhole Cover with Tumbler Structure Based on Dual-Mode Triboelectric Nanogenerators
by Bowen Cha, Jun Luo and Zilong Guo
Sensors 2026, 26(9), 2590; https://doi.org/10.3390/s26092590 - 22 Apr 2026
Abstract
Aiming at the technical pain points of traditional manhole covers with low intelligence high cost and excessive power consumption, this study designs a TENG-based alarm device to enhance the safety and maintenance efficiency of urban infrastructure. The device integrates a water immersion sensor [...] Read more.
Aiming at the technical pain points of traditional manhole covers with low intelligence high cost and excessive power consumption, this study designs a TENG-based alarm device to enhance the safety and maintenance efficiency of urban infrastructure. The device integrates a water immersion sensor and a displacement sensor enabling real-time status monitoring through a unique TENG mechanism. The solid–liquid mode water immersion sensor detects seepage through the triboelectrification effect. Water droplets contact electrodes on the surface of FEP film and generate electric energy to trigger the detection circuit. The displacement sensor adopts the independent layer mode of TENG and combines with a mechanical tumbler mechanism to realize displacement detection. External force-induced manhole cover displacement drives internal balls to roll and rub against electrodes. Electric energy is then generated to activate the detection circuit. On the basis of the two sensors, an efficient and reliable intelligent alarm system is constructed. The system receives and analyzes displacement and water immersion-sensing signals in real time. It rapidly identifies potential safety hazards including displacement offset water accumulation and leakage. Signal analysis and early warning prompts are completed synchronously. This system provides accurate and real-time data support for public facility monitoring, pipe network operation and maintenance, and regional security in smart cities. It helps achieve early detection and early disposal of hidden dangers and improves the intelligent and refined level of smart city monitoring. Full article
(This article belongs to the Section Physical Sensors)
68 pages, 5450 KB  
Review
Sustainable Valorization of Spent Coffee Grounds Within the Circular Economy: Innovative Applications in Food, Agriculture, Environmental, and Industrial Sectors
by Nicoleta Ungureanu and Nicolae-Valentin Vlăduț
Sustainability 2026, 18(8), 4127; https://doi.org/10.3390/su18084127 - 21 Apr 2026
Abstract
Spent coffee grounds (SCGs) are one of the most abundant agro-industrial by-products worldwide, with 650 kg generated per ton of green coffee processed, corresponding to an estimated global production of 6.7 million tons in 2022/2023. Improper disposal of SCG raises environmental concerns, while [...] Read more.
Spent coffee grounds (SCGs) are one of the most abundant agro-industrial by-products worldwide, with 650 kg generated per ton of green coffee processed, corresponding to an estimated global production of 6.7 million tons in 2022/2023. Improper disposal of SCG raises environmental concerns, while their reuse offers opportunities for sustainable resource management and circular economy strategies. This review examines SCG valorization by addressing their chemical composition, functional properties, and key applications in sectors such as food, agriculture, environmental remediation, bioenergy, and selected industrial fields, including pharmaceuticals, cosmetics, construction materials, and functional devices. In this context, it discusses technological approaches, performance outcomes, and implementation considerations, emphasizing the multifunctional potential of SCGs as a renewable feedstock capable of reducing waste, improving resource efficiency, and generating economic value. By consolidating the current state of knowledge and exploring diverse valorization pathways, this work frames SCG utilization within a circular bioeconomy framework and highlights how innovative applications can transform this widely available waste into sustainable and economically valuable products. Full article
20 pages, 7389 KB  
Article
Proposal for a Protocol and a Handmade Arduino-Based and Open Source Device for Measuring the Residual Charge of Alkaline Batteries in View of an Attempt to Recharge Them
by Giovanni Visco, Maria Pia Sammartino, Angela Marchetti, Mauro Castrucci and Mauro Tomassetti
Methods Protoc. 2026, 9(2), 66; https://doi.org/10.3390/mps9020066 - 19 Apr 2026
Viewed by 167
Abstract
Portable devices are powered in direct current (DC) or by batteries (primary battery), accumulators (secondary battery), and now supercapacitors, which can also be used for energy storage. The European Portable Battery Association states that approximately 239,000 tons of batteries were placed on the [...] Read more.
Portable devices are powered in direct current (DC) or by batteries (primary battery), accumulators (secondary battery), and now supercapacitors, which can also be used for energy storage. The European Portable Battery Association states that approximately 239,000 tons of batteries were placed on the market in the European Economic Area (EEA) plus Switzerland in 2022. Even if they were all disposed of correctly respecting the 3R paradigm (Reduce, Reuse and Recycle), non-rechargeable batteries create an environmental problem because they do not discharge completely with an obvious waste of energy. Secondary batteries and supercapacitors can be recharged because they use reversible chemical/physical processes while primary batteries cannot be recharged because they are based on irreversible redox reactions; nevertheless, it is possible to try to recover their residual charge if this is higher than a threshold beyond which the reactions can be reversible. The most used batteries are alkaline zinc/manganese dioxide and they are non-rechargeable; an inappropriate recharge attempt can lead to serious harm to the operator and the environment. This paper describes a simple Arduino-based circuit and the protocol to measure and graph the residual charge of an alkaline battery in order to establish if it can be recharged. The circuit, design, the Arduino Uno R3 sketch (i.e., microprocessor software) and the full protocol are here presented under the open source license (Copyright Creative Commons Public license, CC BY-NC-ND 4.0 EN) so that they could become a pilot system and then a commercial product. The residual charge of 158 batteries, obtained after discharging those that, by eye, appeared damaged, was measured. Results evidenced that 49% of batteries had a residual voltage, under low load, between 1.2 and 1.6 V, making them good candidates for a recharge attempt. Full article
(This article belongs to the Section Biochemical and Chemical Analysis & Synthesis)
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24 pages, 2628 KB  
Review
Medical Microplastics: Research Progress on Exposure Pathways, Toxic Effects, and Detection Methods
by Kexin Li, Wanglu Li, Yuxin Sun, Tongtong Ma, Lei Yuan, Yanna Rong, Xiaoyu Liu, Yingchun Fu, Xiaoping Yu and Xiahong Xu
Microplastics 2026, 5(2), 61; https://doi.org/10.3390/microplastics5020061 - 1 Apr 2026
Viewed by 418
Abstract
The escalating use of plastic medical products has made medical microplastics (MMPs) contamination an important health concern for specific populations (e.g., patients undergoing medical interventions) and has rendered it a growing focus in global environmental health research. This review systematically summarizes the release [...] Read more.
The escalating use of plastic medical products has made medical microplastics (MMPs) contamination an important health concern for specific populations (e.g., patients undergoing medical interventions) and has rendered it a growing focus in global environmental health research. This review systematically summarizes the release characteristics of MMPs throughout their life cycle from device manufacturing and clinical use to waste disposal, and elucidates human exposure pathways. For the general population, environmental exposure and dietary intake are the dominant exposure sources. In patients, however, invasive procedures and intravenous infusions serve as direct, high-concentration routes, enabling MMPs to enter the bloodstream directly. The article focuses on analyzing the molecular mechanisms underlying multisystem pathological effects induced by MMPs, including cardiovascular injury, respiratory dysfunction, digestive disorders, and reproductive toxicity, which involve key pathways such as oxidative stress, inflammatory responses, apoptosis, and dysregulated autophagy. Regarding existing detection technologies, we compare and evaluate the advantages and limitations of microscopic observation, spectral analysis, and chromatography–mass spectrometry in terms of sensitivity, specificity, and applicability, proposing that integrated technical strategies can significantly improve detection reliability. Finally, the review discusses current challenges and future research directions, including the establishment of standardized risk assessment frameworks, the development of highly sensitive in situ detection technologies, and the exploration of targeted intervention strategies. This work provides a theoretical basis for understanding the health risks of MMPs and offers valuable insights for formulating safety management policies for medical plastics. Full article
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24 pages, 723 KB  
Review
Advancing Needle-Free Jet Injectors for Global Vaccine Delivery
by Peter Ikechukwu and Remigius Agu
Pharmaceutics 2026, 18(4), 417; https://doi.org/10.3390/pharmaceutics18040417 - 28 Mar 2026
Viewed by 694
Abstract
Background: Global immunization programs continue to rely on needle-based injections despite persistent concerns regarding sharps disposal, accidental injuries, and the technical skill required for accurate intradermal administration. Needle-free jet injectors (NFJIs) are an alternative delivery method in which narrow, high-velocity liquid jets [...] Read more.
Background: Global immunization programs continue to rely on needle-based injections despite persistent concerns regarding sharps disposal, accidental injuries, and the technical skill required for accurate intradermal administration. Needle-free jet injectors (NFJIs) are an alternative delivery method in which narrow, high-velocity liquid jets penetrate the skin without a needle. Contemporary designs, ranging from single-use disposable-syringe injectors to digitally controlled electromechanical devices, address historical safety issues and meet current WHO and FDA device expectations. Methods: Evidence from engineering analyses, preclinical modeling, and clinical trials was reviewed to characterize how jet velocity, nozzle structure, and formulation rheology influence skin penetration and drug dispersion. Published vaccine studies were examined for antibody responses, seroconversion, and reactogenicity compared with needle–syringe injection. Field vaccination campaign data from national campaigns and operational reports were evaluated to describe implementation steps, acceptability, and implementation constraints. Results: Published studies evaluating vaccines, including inactivated influenza, hepatitis B, typhoid, rabies, and measles, report antibody titers and seroconversion rates after NFJI administration that are comparable to those achieved with conventional intramuscular or intradermal needle injection. Needle-free delivery was associated with operational advantages in several immunization programs, including reduced sharps waste and improved vaccination rate during high-volume immunization campaigns. Local and systemic reactogenicity follows expected patterns, with slightly higher injection-site responses in some NFJI studies. Imaging and mechanical data confirm that jet performance depends on nozzle geometry and controlled pressure pulses. At the same time, formulation stability remains a critical determinant of successful jet-based vaccine administration, particularly for protein antigens, adjuvanted formulations, and emerging mRNA vaccines that may experience transient shear stress during high-velocity injection. Evidence from vaccination campaigns further indicates that needle-free jet injectors reduce sharps waste, simplify vaccine handling and administration procedures, and support rapid vaccine delivery in large-scale immunization programs. Conclusions: Needle-free jet injectors are a practical alternative to traditional needle-based injections for some vaccines. Their main benefits include enabling intradermal dose-sparing strategies, reducing reliance on sharps disposal methods, and enabling the efficient vaccination of large groups without compromising immunogenicity. Future research should define the physicochemical stability limits of biologic formulations subjected to jet injection and evaluate digitally controlled injectors capable of precise pressure modulation and adjustable delivery parameters. In addition, needle-free jet injection eliminates needle penetration and sharps handling, which may reduce needle-associated anxiety and improve vaccine acceptability among individuals with needle aversion. Full article
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29 pages, 2526 KB  
Perspective
Supplying Railway Pantograph Sensors with Energy Harvesting: Technologies, Perspectives and Challenges
by Luigi Costanzo, Daniele Gallo and Massimo Vitelli
Energies 2026, 19(7), 1654; https://doi.org/10.3390/en19071654 - 27 Mar 2026
Viewed by 343
Abstract
The last years have seen the increasing development of innovative railway pantographs based on smart materials and equipped with monitoring features based on wireless sensor nodes. In this scenario, one of the most important challenges is the power supply of pantograph sensors. Energy [...] Read more.
The last years have seen the increasing development of innovative railway pantographs based on smart materials and equipped with monitoring features based on wireless sensor nodes. In this scenario, one of the most important challenges is the power supply of pantograph sensors. Energy harvesting systems have been proposed for powering monitoring sensors in a variety of applications, including railway pantographs. These systems convert ambient energy sources into electrical energy. The use of energy harvesting systems coupled with storage devices, such as rechargeable batteries or supercapacitors, can be a very promising solution for making the sensors self-powered, thus avoiding the drawbacks associated with supplying from the main grid or disposable batteries. In this paper, the operating principles of the main technologies used for energy harvesting in railway pantographs are described in detail, together with some examples of laboratory prototypes and commercial devices. The proposed analysis focuses on the perspectives and challenges of various energy harvesting technologies and can help select the most suitable technology for the development of innovative sensorized pantographs. Full article
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12 pages, 476 KB  
Article
Circumstances of Percutaneous Sharps Injuries in German Healthcare Workers—An Analysis of the Ten-Year Period from 2015 to 2024 Based on Accident Insurance Data
by Madeleine Dulon, Johanna Stranzinger, Dana Wendeler and Albert Nienhaus
Int. J. Environ. Res. Public Health 2026, 23(4), 412; https://doi.org/10.3390/ijerph23040412 - 25 Mar 2026
Viewed by 424
Abstract
Despite the implementation of safety-engineered devices (SEDs) in Germany, percutaneous sharps injuries (PSIs) caused by medical devices remain a major occupational risk for healthcare workers. The aim of this study was to analyze the frequency of PSIs and the circumstances of SED-associated PSIs [...] Read more.
Despite the implementation of safety-engineered devices (SEDs) in Germany, percutaneous sharps injuries (PSIs) caused by medical devices remain a major occupational risk for healthcare workers. The aim of this study was to analyze the frequency of PSIs and the circumstances of SED-associated PSIs in hospitals, medical practices, and nursing homes. Routine data from a statutory accident insurance provider for 2015–2024 were used to analyze PSI trends (n = 481,575), and survey data from online questionnaires were used to analyze circumstances of PSIs (n = 791). Routine data showed a slight decline (6.1%) in PSIs over the past 10 years across all sectors. Hospitals and medical practices had the highest rates (30.2 and 21.6 PSIs per 1000 full-time equivalents, respectively). The devices most frequently involved were blood collection needles in hospitals and medical practices and insulin pens in nursing homes. Overall, 43.1% of PSIs were related to the improper disposal of used devices. Around 31.1% of PSIs were associated with SEDs. Around 33% of SED-related injuries occurred during disposal. High workload and distraction were the most frequently reported causes of injuries. Regular training should be provided to raise staff awareness of the proper handling and disposal of used devices. Full article
(This article belongs to the Special Issue Occupational Health, Safety and Injury Prevention)
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12 pages, 745 KB  
Proceeding Paper
AI-Enabled Predictive Maintenance of Medical Equipment for Energy and Waste Reduction
by Yuan Zhi Leong and Wai Yie Leong
Eng. Proc. 2026, 129(1), 10; https://doi.org/10.3390/engproc2026129010 - 26 Feb 2026
Viewed by 998
Abstract
Hospitals are energy- and waste-intensive systems. Inpatient buildings dominate the sector’s electricity and gas consumption, and healthcare waste streams—especially device-associated disposables—increase environmental burdens. AI-enabled predictive maintenance (PdM) offers a dual lever: (1) reducing energy use by keeping assets operating at efficient points, and [...] Read more.
Hospitals are energy- and waste-intensive systems. Inpatient buildings dominate the sector’s electricity and gas consumption, and healthcare waste streams—especially device-associated disposables—increase environmental burdens. AI-enabled predictive maintenance (PdM) offers a dual lever: (1) reducing energy use by keeping assets operating at efficient points, and (2) preventing avoidable waste by extending component life, reducing emergency spares, and avoiding device-induced clinical workflow disruptions. In this study, an end-to-end architecture is developed by integrating multi-modal sensing (electrical, thermal, acoustic, vibration), computerized maintenance management systems (CMMS), risk-based maintenance under International Electrotechnical Commission (IEC)/International Organization for Standardization standards (ISO 60601, 62353/62304, 81001-5-1), and learning pipelines (self-supervised anomaly detection, remaining useful life estimators, and carbon-aware work order scheduling). Using representative hospital archetypes and equipment classes (imaging, patient monitoring, laboratory analyzers, sterilizers, and pumps), energy, downtime, and waste avoidance are simulated under baseline preventive maintenance (PM) versus PdM with alternate equipment management. Results showed that 10–22% site electricity reduction was achieved, attributable to equipment efficiency and optimized duty-cycling, 18–35% fewer unplanned failures, and a 12–28% reduction in associated consumable waste and emergency part scrappage across scenarios, while maintaining compliance with Joint Commission/Centers for Medicare & Medicaid Services and IEC safety testing intervals. We discuss cybersecurity (IEC 81001-5-1) and the trustworthiness of AI, present a governance model linking CMMS events to carbon telemetry, and provide an implementation roadmap. Full article
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22 pages, 1674 KB  
Article
Packaging-Grade Paper Humidity Sensors Made by Flexography Only: From Sustainable Manufacturing to Transient Applications
by Tatiana Nowicka, Sandra Lepak-Kuc, Jerzy Szałapak, Daniel Janczak, Jarosław Szusta and Małgorzata Jakubowska
Coatings 2026, 16(2), 241; https://doi.org/10.3390/coatings16020241 - 13 Feb 2026
Viewed by 1366
Abstract
Printed electronics offer a scalable and sustainable route for integrating sensing systems into everyday environments; however, the use of flexography remains highly limited, and fully printed sensors fabricated exclusively with industrial flexographic technology have not been previously reported. This study evaluates the feasibility [...] Read more.
Printed electronics offer a scalable and sustainable route for integrating sensing systems into everyday environments; however, the use of flexography remains highly limited, and fully printed sensors fabricated exclusively with industrial flexographic technology have not been previously reported. This study evaluates the feasibility and practical limits of fabricating resistive humidity sensors for relative humidity (RH) measurements using flexography only, relying on commercial infrastructure, packaging-grade substrates, and low-temperature processing. Silver interdigitated electrodes and a carbon-based sensing layer were printed using solvent-based electronic inks, industrial aniloxes (12 and 20 cm3/m2), and standard flexographic conditions (10 m/min, ≤120 °C drying), without any post-processing. The sensing layer was optionally modified with adsorptive additives (≤5 wt% MgO; additionally, Al2O3 and Al) to enhance moisture interaction while maintaining rheological compatibility. Sensors were fabricated on recyclable paper substrates and PET for comparison. Under controlled conditions (10%–90% RH at 23 °C), devices exhibited a maximum relative resistance change of ~75% at 90% RH (referenced to 40% RH), low hysteresis (≤~5%), rapid visible response (<1 min), and stabilization within ~30 min. MgO increased relative response by 20%–233%, depending on humidity. Paper-based sensors showed higher responses but single-use behavior under flooding, while PET enabled repeatable cycling. Rather than targeting state-of-the-art performance, this work defines the functionality reliably achievable using flexography only, clarifying trade-offs among substrate choice, layer thickness, and additives for sustainable, humidity and disposable flood monitoring. Full article
(This article belongs to the Special Issue Advances in Surface and Coatings Technologies)
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33 pages, 8373 KB  
Article
Closing the Loop: Sustainable and Cost-Effective Glucose Biosensors Through a Circular and Digital Design
by Anna-Marie Stobo, Daniel Izquierdo-Bote, Lou Bernard, Karl Hampton, Natalia Wolfe, Abigail Parker, María Begoña González García, Ignacio Zurano Villasuso, Bradley Stockill, Rafail O. Ioannidis, Nikolaos D. Bikiaris, Philip Robinson, Steve Richardson, Jack Maxfield, Lilly Gill, Georgia Peavoy, Enrique Moliner and Glenn Lamming
Electronics 2026, 15(4), 796; https://doi.org/10.3390/electronics15040796 - 12 Feb 2026
Viewed by 476
Abstract
Electrochemical biosensors are becoming increasingly prevalent across medical, food, and bioprocessing industries for monitoring complex biological processes. However, their sensitivity to contamination and exposure to potentially hazardous biological species often necessitates single-use disposal, contributing to the release of high-value, high-demand, and environmentally damaging [...] Read more.
Electrochemical biosensors are becoming increasingly prevalent across medical, food, and bioprocessing industries for monitoring complex biological processes. However, their sensitivity to contamination and exposure to potentially hazardous biological species often necessitates single-use disposal, contributing to the release of high-value, high-demand, and environmentally damaging materials into the environment. This study investigates the feasibility of a closed-loop recycling process for single-use glucose biosensors, with a focus on the recovery and reuse of noble metals silver and gold. Guided by ecodesign principles and using low-impact materials, we developed a silver screen ink, gold syringe ink, and a poly(lactic acid) (PLA) substrate. Sensors were fabricated by additive manufacturing and screen printing—enabling the scalability afforded by screen printing to produce the high-coverage silver layer while also minimising gold ink waste using additive manufacturing. A low-energy recovery method that exploited selective solvent compatibility was developed to reclaim silver and gold. Second-generation devices were then fabricated, demonstrating performance comparable to commercial equivalents while achieving an 80% reduction in material usage, cost, and environmental impact across 16 categories using a life cycle assessment (LCA). Full article
(This article belongs to the Special Issue Sustainable Printed Electronics: From Materials to Applications)
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28 pages, 2405 KB  
Review
Green Strategies and Decision Tools for Sustainability Assessment of Molecularly Imprinted Polymer Sensors: Review
by Marco Costa, Sabrina Di Masi and Giuseppe Egidio De Benedetto
Chemosensors 2026, 14(2), 49; https://doi.org/10.3390/chemosensors14020049 - 10 Feb 2026
Cited by 1 | Viewed by 1078
Abstract
Integrating environmental sustainability into chemical sensor research is no longer optional and must be addressed at the laboratory scale, where material selection, fabrication strategies, and end-of-life management are defined. Although chemical sensors benefit from miniaturization and disposable architectures, their environmental footprint extends beyond [...] Read more.
Integrating environmental sustainability into chemical sensor research is no longer optional and must be addressed at the laboratory scale, where material selection, fabrication strategies, and end-of-life management are defined. Although chemical sensors benefit from miniaturization and disposable architectures, their environmental footprint extends beyond the device geometry to include the electrode substrates, functional coatings and auxiliary materials. In this context, sensors based on molecularly imprinted polymers (MIPs), which are entirely synthetic and artificially engineered materials, pose specific sustainability challenges related to material choice, processing, regeneration and disposal. Addressing these aspects in a systematic and quantitative manner is therefore essential to aligning high analytical performance with sustainable sensor design. This review surveys and critically discusses the strategies currently adopted to improve the environmental sustainability of MIP-based sensors, covering key stages of the MIP sensor lifecycle, including monomer and crosslinker selection, fabrication routes, operational aspects, and end-of-life management. Representative approaches such as the use of bioderived polymerization components, low-impact solvents, cleaner analyte removal methods, and low-energy polymerization techniques are analyzed, highlighting their advantages, limitations, and cost-related trade-offs. To move beyond the qualitative assessment of greenness, sustainability is addressed through Lifecycle Assessment (LCA) and AGREE-based metrics, highlighting the importance of functional units, use phase inventories, and regeneration strategies in reducing overall environmental impacts. The review concludes by proposing actionable guidelines to support the transition of MIP-based sensors from sustainable laboratory fabrication to real-world environmental monitoring applications. Full article
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13 pages, 2973 KB  
Article
Mobile Device with IoT Capabilities for the Detection of R-32 and R-134a Refrigerants Using Infrared Sensors
by Nikolaos Argirusis, Achilleas Achilleos, John Konstantaras, Petros Karvelis and Antonis A. Zorpas
Processes 2026, 14(3), 466; https://doi.org/10.3390/pr14030466 - 28 Jan 2026
Viewed by 455
Abstract
Fluorinated greenhouse gases (FGGs) are classified as worldwide pollutants and have a high global warming potential compared to other greenhouse gases. Detecting the existence and concentration of new and older refrigerant gases is crucial for assessing system functionality and determining whether they can [...] Read more.
Fluorinated greenhouse gases (FGGs) are classified as worldwide pollutants and have a high global warming potential compared to other greenhouse gases. Detecting the existence and concentration of new and older refrigerant gases is crucial for assessing system functionality and determining whether they can be recycled or need to be disposed of. Additional justifications for the necessity of quantitative measurements of these gases include the manufacturing of air conditioning components; leak detection is conducted to ensure they are free of leaks. Classical laboratory Fast Fourier transform spectrometers enable the detection and measurement of substances while being delicate, unwieldy, and costly, and typically requiring a skilled technician to operate them. For the estimation of refrigerants in the field, a portable, user-friendly, and cost-effective detection device must be deployed. This article provides an in-depth analysis of the categorization of refrigerant gases using an Internet of Things (IoT) gas detection device. The functionality in effectively differentiating between important refrigerant gases, like R-32 and R-134a, with low delay, is demonstrated through practical tests. With the portable device, this study utilizes Fourier-Transformed infrared spectra measured from the refrigerants R-32 and R-134a, collected using a custom-made 3D-printed tubular reactor equipped with two BaF2 windows, suitable for use in the beamline of a Bruker IR Spectrometer. Calibration was performed by exposing the infrared sensor to controlled gas environments with varying amounts of refrigerant gases using accurately produced gas mixtures. Following the on-field analysis of the reclaimed refrigerants, the obtained data was immediately processed, and both the data and the results were uploaded to an IoT platform, making them available to business-to-business (B2B) clients. The functionality of the device is demonstrated. Full article
(This article belongs to the Section Environmental and Green Processes)
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33 pages, 3230 KB  
Article
E-Waste Quantification and Machine Learning Forecasting in a Data-Scarce Context
by Abubakarr Sidique Mansaray, Alfred S. Bockarie, Mariatu Barrie-Sam, Mohamed A. Kamara, Monya Konneh, Billoh Gassama, Morrison M. Saidu, Musa Kabba, Alhaji Alhassan Sheriff, Juliet S. Norman, Foday Bainda and Joe M. Beah
Sustainability 2026, 18(3), 1287; https://doi.org/10.3390/su18031287 - 27 Jan 2026
Cited by 1 | Viewed by 885
Abstract
Quantifying e-waste in Sub-Saharan Africa remains constrained by scarce data, weak institutional reporting, and the dominance of informal sector activity. We present the first nationwide assessment of e-waste generation and Random Forest-based national forecasting in Sierra Leone. A mixed-methods survey administered 6000 questionnaires [...] Read more.
Quantifying e-waste in Sub-Saharan Africa remains constrained by scarce data, weak institutional reporting, and the dominance of informal sector activity. We present the first nationwide assessment of e-waste generation and Random Forest-based national forecasting in Sierra Leone. A mixed-methods survey administered 6000 questionnaires across all 16 districts, targeting households, institutions, enterprises, and informal actors. The study documented devices in use, storage, and disposal across the following six categories: ICT, appliances, lighting, batteries, medical, and other electronics. Population growth and device adoption simulations were combined with lifespan distributions and a Random Forest model trained on survey and simulated historical data to construct e-waste flows and forecast quantities through to 2050, including disposal fate probabilities for repurposing versus discarding. The results showed sharp spatial disparities, with Western Urban (Freetown) averaging about 10 kg per capita compared to 1.8 kg per capita in rural areas. Long-term district patterns were highly concentrated: 50-year annual averages indicated that Western Area Urban contributes 15.3% of national totals, followed by Bo (12.7%) and Western Area Rural (12.1%), with the top five districts contributing 59.1%. By 2050, total national e-waste entering reuse and disposal pathways was projected to reach 23.4 kilo tons per year (kt yr−1) with a 95% uncertainty interval (UI) of 11–42 kt yr−1 (and a 99% interval extending to 50 kt yr−1), corresponding to 0.9–3.4 kg/capita/year. Household appliances dominated total mass, ICT devices exhibited high reuse rates, and batteries showed minimal reuse despite high hazard potential. These findings provide critical evidence for e-waste policy, regulation, and infrastructure planning in data-scarce regions. Full article
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17 pages, 1978 KB  
Article
Challenging the Circular Economy: Hidden Hazards of Disposable E-Cigarette Waste
by Iwona Pasiecznik, Kamil Banaszkiewicz, Mateusz Koczkodaj and Aleksandra Ciesielska
Sustainability 2026, 18(2), 961; https://doi.org/10.3390/su18020961 - 17 Jan 2026
Viewed by 837
Abstract
Waste electrical and electronic equipment (WEEE) is one of the fastest-growing waste streams globally. Disposable e-cigarettes are among the products that have gained popularity in recent years. Their complex construction and embedded lithium-ion batteries (LIBs) present environmental, safety, and resource recovery challenges. Despite [...] Read more.
Waste electrical and electronic equipment (WEEE) is one of the fastest-growing waste streams globally. Disposable e-cigarettes are among the products that have gained popularity in recent years. Their complex construction and embedded lithium-ion batteries (LIBs) present environmental, safety, and resource recovery challenges. Despite growing research interest, integrated analyses linking material composition with user disposal behavior remain limited. This study is the first to incorporate device-level mass balance, material contamination assessment, battery residual charge measurements, and user behavior to evaluate the waste management challenges of disposable e-cigarettes. A mass balance of twelve types of devices on the Polish market was performed. Plastics dominated in five devices, while non-ferrous metals prevailed in the others, depending on casing design. Materials contaminated with e-liquid residues accounted for 4.4–10.7% of device mass. Battery voltage measurements revealed that 25.6% of recovered LIBs retained a residual charge (greater than 2.5 V), posing a direct fire hazard during waste handling and treatment. Moreover, it was estimated that 7 to 12 tons of lithium are introduced annually into the Polish market via disposable e-cigarettes, highlighting substantial resource potential. Survey results showed that 46% of users disposed of devices in mixed municipal waste, revealing a knowledge–practice gap largely independent of gender or education. Integrating technical and social findings demonstrates that improper handling is a systemic issue. The findings support the relevance of eco-design requirements, such as modular casings for battery removal, alongside the enforcement of Extended Producer Responsibility (EPR) schemes. Current product fees (0.01–0.03 EUR/unit) remain insufficient to establish an effective collection infrastructure, highlighting a key systemic barrier. Full article
(This article belongs to the Special Issue Resource Management and Circular Economy Sustainability)
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9 pages, 1768 KB  
Proceeding Paper
A Low-Cost 3D Printed Piezoresistive Airflow Sensor for Biomedical and Industrial Applications
by Utkucan Tek, Mehmet Akif Nişancı and İhsan Çiçek
Eng. Proc. 2026, 122(1), 16; https://doi.org/10.3390/engproc2026122016 - 16 Jan 2026
Viewed by 445
Abstract
Flow sensing is essential in biomedical engineering, industrial process control, and environmental monitoring. Conventional sensors, while accurate, are often constrained by high fabrication costs, complex processes, and limited design flexibility, restricting their use in disposable or rapidly customizable applications. This paper presents a [...] Read more.
Flow sensing is essential in biomedical engineering, industrial process control, and environmental monitoring. Conventional sensors, while accurate, are often constrained by high fabrication costs, complex processes, and limited design flexibility, restricting their use in disposable or rapidly customizable applications. This paper presents a novel ultra-low-cost airflow sensor fabricated entirely through fused deposition modeling 3D printing. The device employs a cantilever-based structure printed with PETg filament, followed by the deposition of a conductive ABS piezoresistive layer in a two-step process requiring no curing or post-processing. Experimental characterization reveals that the sensor operates in an ultra-low pressure range of 0.88–26.68 Pa, corresponding to flow velocities of 1.2–6.6 m/s. The sensor achieves a sensitivity of 967 Ω/Pa, a resolution of 9.27 Pa, and a detection limit of 83.27 Pa, with a total resistance change of approximately 51.5 kΩ. This kilo-ohm-scale response enables direct readout via a digital multimeter without requiring Wheatstone bridges or instrumentation amplifiers. The minimalist design, combined with sub-5 min fabrication time and material cost below $0.05, positions this sensor as an accessible platform for disposable, scalable, and resource-constrained flow monitoring applications in both biomedical and industrial contexts. Full article
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