Yi Zhang
Current Organizations / Institutes
The organizations/institutes from the scholar's latest article
Previous Organizations / Institutes
The organizations / institutes from the scholar's other articles in the past ten years
Yi Zhang has a total of 39 co-authors. Here are the top co-authors by number of shared publications:
- Maryam Naebe
Deakin University
10 shared publications - Abu Naser Md Ahsanul Haque
Deakin University
6 shared publications Abu Naser Md Ahsanul Haque
2 shared publications- Imran Hossain
Deakin Institute for Frontier Materials, Faculty of Science, Engineering and Built Environment, Deakin University, Geelong, VIC 3216, Australia
2 shared publications - Alessandra Sutti
Institute for Frontier Materials, Faculty of Science, Engineering and Built Environment, Deakin University, Waurn Ponds, VIC 3216, Australia
1 shared publication Boling Li
1 shared publication
Latest Publications
- Open Access
- 1 June 2026
- Published by MDPI AG in Microplastics
- Vol. 5 (2) , 100
Automated Quantification of Fibrous Microplastics Using Attention Meta U-Net with Advanced Image Processing
The widespread release of microplastics (MPs), especially fibrous microplastics (FMPs) originating from synthetic textiles, poses a growing threat to environmental systems due to their persistence, mobility, and potential for bioaccumulation in aquatic and terrestrial ecosystems. Conventional gravimetric methods (GMs) remain the primary approach for assessing FMP shedding, yet they are hindered by moisture-sensitive filters, false positives from detergents and minerals, environmental contamination, and the labor-intensive manual measurement of individual fibers. To address these limitations, we developed an automated image analysis (AIA) framework that integrates an attention-based U-Net architecture with meta-learning modules to quantify FMP number, length, diameter, and mass from stitched microscopic images of entire filter membranes. This approach enables detection of fibers down to 28 μm in diameter with the spatial resolution of 2.17 µm/pixel, supports both target-color and multi-color analysis, and eliminates the need for manual characterization or extrapolation from partial membrane segments. The method achieved the highest accuracy of approximately 98% in color-specific fiber detection, correctly identifying 257 of 263 white fibers, and demonstrated similarly robust performance for black, red, and green fibers, while minimizing interference from non-target colors, even when their fibers overlapped. Multi-color detection was further validated using effluent water samples containing mixed-color fibers. Overall, the developed system enhances the accuracy, efficiency, and reproducibility of FMP analysis, offering a standardized and scalable approach for environmental monitoring of MP pollution.
- 1 June 2026
- Published by MDPI AG in Microplastics
- Vol. 5 (2) , 100
Open AccessAutomated Quantification of Fibrous Microplastics Using Attention Meta U-Net with Advanced Image Processing
The widespread release of microplastics (MPs), especially fibrous microplastics (FMPs) originating from synthetic textiles, poses a growing threat to environmental systems due to their persistence, mobility, and potential for bioaccumulation in aquatic and terrestrial ecosystems. Conventional gravimetric methods (GMs) remain the primary approach for assessing FMP shedding, yet they are hindered by moisture-sensitive filters, false positives from detergents and minerals, environmental contamination, and the labor-intensive manual measurement of individual fibers. To address these limitations, we developed an automated image analysis (AIA) framework that integrates an attention-based U-Net architecture with meta-learning modules to quantify FMP number, length, diameter, and mass from stitched microscopic images of entire filter membranes. This approach enables detection of fibers down to 28 μm in diameter with the spatial resolution of 2.17 µm/pixel, supports both target-color and multi-color analysis, and eliminates the need for manual characterization or extrapolation from partial membrane segments. The method achieved the highest accuracy of approximately 98% in color-specific fiber detection, correctly identifying 257 of 263 white fibers, and demonstrated similarly robust performance for black, red, and green fibers, while minimizing interference from non-target colors, even when their fibers overlapped. Multi-color detection was further validated using effluent water samples containing mixed-color fibers. Overall, the developed system enhances the accuracy, efficiency, and reproducibility of FMP analysis, offering a standardized and scalable approach for environmental monitoring of MP pollution.
- Open Access
- 23 October 2025
- Published by Elsevier in Journal of Environmental Chemical Engineering
- Vol. 13 (6)
Green approach to denim waste recycling using N-methylmorpholine N-oxide and deep eutectic solvent for regenerated cellulose
- 23 October 2025
- Published by Elsevier in Journal of Environmental Chemical Engineering
- Vol. 13 (6)
Open AccessGreen approach to denim waste recycling using N-methylmorpholine N-oxide and deep eutectic solvent for regenerated cellulose
- Open Access
- 28 July 2025
- Published by Elsevier in Environmental Pollution
- Vol. 383, 126909
Decoding microplastic shedding from cotton/polyester blends: An analysis through fiber identification
- 28 July 2025
- Published by Elsevier in Environmental Pollution
- Vol. 383, 126909
Open AccessDecoding microplastic shedding from cotton/polyester blends: An analysis through fiber identification
- Top Cited PapersOpen Access
Fibrous Microplastics Release from Textile Production Phases: A Brief Review of Current Challenges and Applied Research Directions
Microplastics (MPs), particularly fibrous MPs, have emerged as a significant environmental concern due to their pervasive presence in aquatic and terrestrial ecosystems. The textile industry is a significant contributor to MP pollution, particularly through the production of synthetic fibers and natural/synthetic blends, which release substantial amounts of fibrous MPs. Among the various types of MPs, fibrous MPs account for approximately 49–70% of the total MP load found in wastewater globally, primarily originating from textile manufacturing processes and the domestic laundering of synthetic fabrics. MP shedding poses a significant challenge for environmental management, requiring a comprehensive examination of the mechanisms and strategies for the mitigation involved. To address the existing knowledge gaps regarding MP shedding during the textile production processes, this brief review examines the current state of MP shedding during textile production, covering both dry and wet processes, and identifies the sources and pathways of MPs from industrial wastewater treatment plants to the environment. It further provides a critical evaluation of the existing recycling and upcycling technologies applicable to MPs, highlighting their current limitations and exploring their potential for future applications. Additionally, it explores the potential for integrating sustainable practices and developing regulatory frameworks to facilitate the transition towards a circular economy within the textile industry. Given the expanding application of textiles across various sectors, including medical, agricultural, and environmental fields, the scope of microplastic pollution extends beyond conventional uses, necessitating urgent attention to the impact of fibrous MP release from both synthetic and bio-based textiles. This brief review consolidates the current knowledge and outlines the critical research gaps to support stakeholders, policymakers, and researchers in formulating effective, science-based strategies for reducing textile-derived microplastic pollution and advancing environmental sustainability.
Top Cited PapersOpen AccessFibrous Microplastics Release from Textile Production Phases: A Brief Review of Current Challenges and Applied Research Directions
Microplastics (MPs), particularly fibrous MPs, have emerged as a significant environmental concern due to their pervasive presence in aquatic and terrestrial ecosystems. The textile industry is a significant contributor to MP pollution, particularly through the production of synthetic fibers and natural/synthetic blends, which release substantial amounts of fibrous MPs. Among the various types of MPs, fibrous MPs account for approximately 49–70% of the total MP load found in wastewater globally, primarily originating from textile manufacturing processes and the domestic laundering of synthetic fabrics. MP shedding poses a significant challenge for environmental management, requiring a comprehensive examination of the mechanisms and strategies for the mitigation involved. To address the existing knowledge gaps regarding MP shedding during the textile production processes, this brief review examines the current state of MP shedding during textile production, covering both dry and wet processes, and identifies the sources and pathways of MPs from industrial wastewater treatment plants to the environment. It further provides a critical evaluation of the existing recycling and upcycling technologies applicable to MPs, highlighting their current limitations and exploring their potential for future applications. Additionally, it explores the potential for integrating sustainable practices and developing regulatory frameworks to facilitate the transition towards a circular economy within the textile industry. Given the expanding application of textiles across various sectors, including medical, agricultural, and environmental fields, the scope of microplastic pollution extends beyond conventional uses, necessitating urgent attention to the impact of fibrous MP release from both synthetic and bio-based textiles. This brief review consolidates the current knowledge and outlines the critical research gaps to support stakeholders, policymakers, and researchers in formulating effective, science-based strategies for reducing textile-derived microplastic pollution and advancing environmental sustainability.
- Open Access
Impact of Micro- and Nanocellulose Coating on Properties of Wool Fabric by Using Solution Blow Spinning
This study investigates the impact of micro- and nanocellulose coatings on the properties of wool fabrics using the solution blow spinning technique. The objective is to assess how varying cellulose sizes influence key fabric attributes, including physical properties, UV-shielding ability, air permeability and water vapour permeability, with a focus on their practical applications. Coating with microcrystalline cellulose (MCC) was found to increase the air permeability of fabric significantly, whereas coating with cellulose nanocrystals (CNCs) enhanced water vapour permeability and reduced pore size. The air permeability could relate to the breathability, and water vapour permeability could relate to the comfortability. Coated fabric with both sizes of cellulose could have different applications, like pollen filtration and printable cloth, and further functionality could be achieved by modifying the cellulose structure. This research establishes a platform for the effective application of cellulose coatings on wool fabric, offering promising advancements for textile performance and sustainability.
Open AccessImpact of Micro- and Nanocellulose Coating on Properties of Wool Fabric by Using Solution Blow Spinning
This study investigates the impact of micro- and nanocellulose coatings on the properties of wool fabrics using the solution blow spinning technique. The objective is to assess how varying cellulose sizes influence key fabric attributes, including physical properties, UV-shielding ability, air permeability and water vapour permeability, with a focus on their practical applications. Coating with microcrystalline cellulose (MCC) was found to increase the air permeability of fabric significantly, whereas coating with cellulose nanocrystals (CNCs) enhanced water vapour permeability and reduced pore size. The air permeability could relate to the breathability, and water vapour permeability could relate to the comfortability. Coated fabric with both sizes of cellulose could have different applications, like pollen filtration and printable cloth, and further functionality could be achieved by modifying the cellulose structure. This research establishes a platform for the effective application of cellulose coatings on wool fabric, offering promising advancements for textile performance and sustainability.
- Open Access
- 13 October 2024
- Published by Elsevier in Applied Materials Today
- Vol. 41
Conductive washable wool textiles: Evaluating graphene oxide coating methods
- 13 October 2024
- Published by Elsevier in Applied Materials Today
- Vol. 41
Open AccessConductive washable wool textiles: Evaluating graphene oxide coating methods
- 12 September 2023
- Published by Elsevier in Journal of Colloid and Interface Science
- Vol. 653 (Pt A) , 229-237
High-strength nacre-like composite films based on pre-polymerised polydopamine and polyethyleneimine cross-linked MXene layers via multi-bonding interactions
- 12 September 2023
- Published by Elsevier in Journal of Colloid and Interface Science
- Vol. 653 (Pt A) , 229-237
High-strength nacre-like composite films based on pre-polymerised polydopamine and polyethyleneimine cross-linked MXene layers via multi-bonding interactions
- Open Access
- 5 September 2023
- Published by Elsevier in Journal of Materials Research and Technology
- Vol. 26, 5990-6000
UV-functional flexible nanocomposite film with high lignin-cellulose nanocrystals content
- 5 September 2023
- Published by Elsevier in Journal of Materials Research and Technology
- Vol. 26, 5990-6000
Open AccessUV-functional flexible nanocomposite film with high lignin-cellulose nanocrystals content
- Open Access
- 12 April 2022
- Published by MDPI AG in Nanomaterials
- Vol. 12 (8) , 1320
Comparative Preparation Method and Associated Cost of Lignin–Cellulose Nanocrystals
Lignin is a natural source of UV-shielding materials, though its recalcitrant and heterogeneous structure makes the extraction and purification processes complex. However, lignin’s functionality can be directly utilised when it stays as native with cellulose and hemicellulose in plant biomass, rather than being separated. The fabrication process of this native lignin is sustainable, as it consumes less energy and chemicals compared to purified lignin; thus, it is an economic and more straightforward approach. In this study, the properties of native and purified lignin–cellulose nanocrystals (L–CNCs) sourced from hemp hurd waste were compared to explore the differences in their morphology, UV-shielding properties and chemical structure affected by their distinct fabrication process. These two kinds of L–CNCs were further added into polyvinyl alcohol (PVA) to evaluate their reinforcement characteristics. The resulting native L–CNCs/PVA film showed stronger UV-shielding ability than purified L–CNCs. Moreover, the native L–CNCs showed better compatibility with PVA, while the purified L–CNCs/PVA interfaces showed phase separation. The phase separation in purified L–CNCs/PVA films reduced the films’ tensile strength and Young’s modulus and increased the water vapour transmission. The laboratory-scale cost of native L–CNCs production (~AUD 80/kg) was only 10% of purified L–CNCs (~AUD 850/kg), resulting in a comparatively lower cost for preparing native L–CNCs/PVA composite films. Overall, this study shows that the proposed method of production and use of native L–CNCs can be an economic approach to deliver UV-shielding properties for potential applications, such as food packaging.
- 12 April 2022
- Published by MDPI AG in Nanomaterials
- Vol. 12 (8) , 1320
Open AccessComparative Preparation Method and Associated Cost of Lignin–Cellulose Nanocrystals
Lignin is a natural source of UV-shielding materials, though its recalcitrant and heterogeneous structure makes the extraction and purification processes complex. However, lignin’s functionality can be directly utilised when it stays as native with cellulose and hemicellulose in plant biomass, rather than being separated. The fabrication process of this native lignin is sustainable, as it consumes less energy and chemicals compared to purified lignin; thus, it is an economic and more straightforward approach. In this study, the properties of native and purified lignin–cellulose nanocrystals (L–CNCs) sourced from hemp hurd waste were compared to explore the differences in their morphology, UV-shielding properties and chemical structure affected by their distinct fabrication process. These two kinds of L–CNCs were further added into polyvinyl alcohol (PVA) to evaluate their reinforcement characteristics. The resulting native L–CNCs/PVA film showed stronger UV-shielding ability than purified L–CNCs. Moreover, the native L–CNCs showed better compatibility with PVA, while the purified L–CNCs/PVA interfaces showed phase separation. The phase separation in purified L–CNCs/PVA films reduced the films’ tensile strength and Young’s modulus and increased the water vapour transmission. The laboratory-scale cost of native L–CNCs production (~AUD 80/kg) was only 10% of purified L–CNCs (~AUD 850/kg), resulting in a comparatively lower cost for preparing native L–CNCs/PVA composite films. Overall, this study shows that the proposed method of production and use of native L–CNCs can be an economic approach to deliver UV-shielding properties for potential applications, such as food packaging.