The document describes a study where 3D printing was used to create ZnO-ABS composite materials with potential for antifouling applications in aquaculture. Filaments containing various concentrations of nano or micro ZnO particles in an ABS matrix were produced and used to 3D print "fishnet-like" grids. These composite materials were exposed to sea conditions and their ability to prevent fouling by diatoms and algae was evaluated. The materials were characterized before and after exposure to examine how the microorganisms affected the materials and their antifouling performance. The results showed that the presence of metal oxides can provide antifouling properties at certain concentrations, though further improvements are needed.
Nanoparticles and their Potential affect as Antimicrobials in dentistryAI Publications
The aim of the current article is to evaluate the antiadherent and antibacterial properties of surfacemodified different orthodontic brackets with silver nanoparticles against Streptococcus mutans and Streptococcus sobrinus, using radiomarker. To measure the current study, a quantitative method was applied to the adherence of Streptococci to orthodontic brackets, 70 samples of orthodontic brackets were selected and classified in to 10 groups as follow: GVn (Radiance plus-Roth), GVI (InVu-Roth), GVII (SystemAlexanderLTS), GVIII (Gemini-Roth), GIX (NuEdge-Roth), GIIIn (Gemini-Roth), GIVn (NuEdge-Roth), GX (Radiance plus-Roth), GIn (InVu-Roth), and GIIn (SystemAlexanderLTS). The study focused on patients’ gender while considering sample for the present article. To codify and measure the bacterium, a radioactive marker (3 H) was applied. The brackets were then immersed in a radiolabeled solution, and the radiation was measured. The ANOVA test (Sheffè post hoc) was used to calculate the statistical analysis. The findings revealed that there were substantial disparities between the groups. GIIIn was the lowest score for both bacteria, whereas GIX and GVI were the highest for Streptococcus mutans and Streptococcus sobrinus, respectively. In conclusion, the surface of orthodontic brackets can be modified with silver nanoparticles to reduce the accumulation of dental plaque and the development of dental caries during orthodontic treatment.
https://jst.org.in/index.html
Our journal has Explore groundbreaking research across various scientific disciplines, where theories converge with practical applications, pushing the boundaries of what's possible. we are at the forefront of engineering's evolution.
Effect of amended Geosynthetic Clay Liners (GCLs) on chromium contaminated le...IJAEMSJORNAL
Contamination of heavy metals has a detrimental effect on human health. Facilities for the disposal of municipal solid waste are among the possibilities that contaminate groundwater and the environment the most. Leachate is the term for the fluid that results from the anaerobic oxidation of solid waste in landfills. Depending on the type of waste, leachate comprises organic, inorganic, and heavy metals. The primary problem in developing countries is the leachate-related contamination of ground and surface water. Cr (Chromium), one of the heavy metals contained in the leachate, is one of the majority of heavy metals that are carcinogenic in nature. In the leachate sample, the concentration of Cr was determined to be 0.178 mg/l, more than double the allowed limit of 0.1 mg/l. Reducing the Cr concentration in leachate samples after passing through a modified geosynthetic clay liner is the goal of this study (GCL). The modified geosynthetic clay liner was created by mixing various amounts of Peanut Shell Ash (PSA) with encapsulated Sodium Bentonite (Na-B) in commercial GCL (0%, 5%, 10%, 15%, 20%, 25%, 30%, 35%, 40%, 45%, and 50%).
Los plaguicidas han sido identificados como los principales contaminantes de varias vías fluviales. Al estar clasificados como posibles compuestos disruptores endocrinos, los pesticidas en el sistema acuoso son altamente peligrosos para los organismos acuáticos y el ecosistema.
Nanoparticles and their Potential affect as Antimicrobials in dentistryAI Publications
The aim of the current article is to evaluate the antiadherent and antibacterial properties of surfacemodified different orthodontic brackets with silver nanoparticles against Streptococcus mutans and Streptococcus sobrinus, using radiomarker. To measure the current study, a quantitative method was applied to the adherence of Streptococci to orthodontic brackets, 70 samples of orthodontic brackets were selected and classified in to 10 groups as follow: GVn (Radiance plus-Roth), GVI (InVu-Roth), GVII (SystemAlexanderLTS), GVIII (Gemini-Roth), GIX (NuEdge-Roth), GIIIn (Gemini-Roth), GIVn (NuEdge-Roth), GX (Radiance plus-Roth), GIn (InVu-Roth), and GIIn (SystemAlexanderLTS). The study focused on patients’ gender while considering sample for the present article. To codify and measure the bacterium, a radioactive marker (3 H) was applied. The brackets were then immersed in a radiolabeled solution, and the radiation was measured. The ANOVA test (Sheffè post hoc) was used to calculate the statistical analysis. The findings revealed that there were substantial disparities between the groups. GIIIn was the lowest score for both bacteria, whereas GIX and GVI were the highest for Streptococcus mutans and Streptococcus sobrinus, respectively. In conclusion, the surface of orthodontic brackets can be modified with silver nanoparticles to reduce the accumulation of dental plaque and the development of dental caries during orthodontic treatment.
https://jst.org.in/index.html
Our journal has Explore groundbreaking research across various scientific disciplines, where theories converge with practical applications, pushing the boundaries of what's possible. we are at the forefront of engineering's evolution.
Effect of amended Geosynthetic Clay Liners (GCLs) on chromium contaminated le...IJAEMSJORNAL
Contamination of heavy metals has a detrimental effect on human health. Facilities for the disposal of municipal solid waste are among the possibilities that contaminate groundwater and the environment the most. Leachate is the term for the fluid that results from the anaerobic oxidation of solid waste in landfills. Depending on the type of waste, leachate comprises organic, inorganic, and heavy metals. The primary problem in developing countries is the leachate-related contamination of ground and surface water. Cr (Chromium), one of the heavy metals contained in the leachate, is one of the majority of heavy metals that are carcinogenic in nature. In the leachate sample, the concentration of Cr was determined to be 0.178 mg/l, more than double the allowed limit of 0.1 mg/l. Reducing the Cr concentration in leachate samples after passing through a modified geosynthetic clay liner is the goal of this study (GCL). The modified geosynthetic clay liner was created by mixing various amounts of Peanut Shell Ash (PSA) with encapsulated Sodium Bentonite (Na-B) in commercial GCL (0%, 5%, 10%, 15%, 20%, 25%, 30%, 35%, 40%, 45%, and 50%).
Los plaguicidas han sido identificados como los principales contaminantes de varias vías fluviales. Al estar clasificados como posibles compuestos disruptores endocrinos, los pesticidas en el sistema acuoso son altamente peligrosos para los organismos acuáticos y el ecosistema.
Bio nanocomposites utilizes nanotechnology to provide novel eco-friendly packages that helps to overcome the drawbacks of biopolymers in terms of physico-chemical properties.
The next years will prove the importance of greensynthesis methods for MNPs and MONPs production because they are not
only easy to execute, fast, and cheap but also less toxic and environmentally ecofriendly. Nanoparticle synthesis using microorganisms
and plants by green synthesis technology is biologically safe, cost-effective, and environment-friendly. Plants and microorganisms
have established the power to devour and accumulate inorganic metal ions from their neighboring niche. The biological entities are
known to synthesize nanoparticles bothextra and intracellularly. The capability of a living system to utilize its intrinsic organic
chemistry processes in remodeling inorganic metal ions into nanoparticles has opened up an undiscovered area of biochemical analysis.
Metal nanoparticles (MNPs) and metal oxidenanoparticles (MONPs) are used in numerous fields. The new nano-based entities are
being strongly generated and incorporated into everyday personal care products, cosmetics, medicines, drug delivery, and clothing
toimpact industrial and manufacturing sectors, which means that nanomaterials commercialization and nanoassisted device will
continuously grow. They can be prepared by many methods such as green synthesis and the conventional chemical synthesis methods.
The green synthesis of nanoparticles (NPs) using living cells is a promising and novelty tool in bionanotechnology. Chemical and
physical methods are used to synthesize NPs; however, biological methods are preferred due to its eco-friendly, clean, safe, cost
effective, easy, and effective sources for high productivity and purity. Greensynthesis includes infinite accession to produce MNPs and
MONPs with demanding properties. The structure–function relationships between nanomaterials and key information for life cycle
evaluation lead to the production of high execution nanoscale materials that are gentle and environmentally friendly. Majority of plants
have features as sustainable and renewable suppliers compared with microbes and enzymes, as they have the ability to pick up almost
75% of the light energy and transform it into chemical energy, contain chemicals like antioxidants and sugars, and play fundamental
roles in the manufacture of nanoparticles. Plants considered the main factory for the green synthesis of MNPs and MONPs, and until
now, different plant species have been used to study this, but the determined conditions should be taken into consideration to execute
this preparation.
NANOMATERIALS TOXICITY TO HUMANS AND PLANTSindexPub
Nanotechnology is developing very fast and attracting great public interest in various fields such as agriculture, biomedicine, cosmetics, industry, pollution control, etc. In recent decades, research and development have developed rapidly to apply nanotechnology to solve many problems that make life easier. It is a great effort of researchers and scientists to overcome many challenges with the help of this new technology. However, there is much evidence of the adverse effects of nanomaterials on the environment, so they have become a new environmental problem under the title of “nanotoxicology". This review paper aims to summarise the effects of nanotechnology on plants and humans, sources, distribution, accumulation, bioavailability, and challenges for future sustainable development using current literature.
Explanation about contribution of biodegradable additive in order to solve macro and micro plastic waste problems. Biodegradable additives added into conventional plastic to be come biodegradable naturally in the environment.
Synthesis, Properties, Applications, and Future Prospective of Cellulose Nano...Adib Bin Rashid
The exploration of nanocellulose has been aided by rapid nanotechnology and material
science breakthroughs, resulting in their emergence as desired biomaterials. Nanocellulose has been
thoroughly studied in various disciplines, including renewable energy, electronics, environment,
food production, biomedicine, healthcare, and so on. Cellulose nanocrystal (CNC) is a part of the
organic crystallization of macromolecular compounds found in bacteria’s capsular polysaccharides
and plant fibers. Owing to numerous reactive chemical groups on its surface, physical adsorption,
surface grating, and chemical vapor deposition can all be used to increase its performance, which is
the key reason for its wide range of applications. Cellulose nanocrystals (CNCs) have much potential
as suitable matrices and advanced materials, and they have been utilized so far, both in terms of
modifying and inventing uses for them. This work reviews CNC’s synthesis, properties and various
industrial applications. This review has also discussed the widespread applications of CNC as sensor,
acoustic insulator, and fire retardant material.
Nanoparticles Methods for Nanoparticles Synthesis Overviewijtsrd
Nanoparticles exist in several different morphologies such as spheres, cylinders, platelets, tubes etc. The word nanoparticles are used to describe a particle with size in the range of 1nm to 100nm, at least in one of the three possible dimensions. In this size range, the physical, chemical and biological properties of the nanoparticles changes in fundamental ways from the properties of both individual atoms molecules and of the corresponding bulk materials. The enormous diversity of the nanoparticles arising from their wide chemical nature, shape and morphologies, the medium in which the particles are present, the state of dispersion of the particles and most importantly, the numerous possible surface modifications the nanoparticles can be subjected to make this an important active field of science now a days. Dr. Ilamathi Jayaraman | Dr. Vijayakumari. S "Nanoparticles: Methods for Nanoparticles Synthesis: Overview" Published in International Journal of Trend in Scientific Research and Development (ijtsrd), ISSN: 2456-6470, Volume-5 | Issue-6 , October 2021, URL: https://www.ijtsrd.com/papers/ijtsrd46478.pdf Paper URL : https://www.ijtsrd.com/biological-science/biotechnology/46478/nanoparticles-methods-for-nanoparticles-synthesis-overview/dr-ilamathi-jayaraman
As the exciting field of nanotechnology develops, the broader envi.docxfredharris32
As the exciting field of nanotechnology develops, the broader environmental impacts of nanotechnology will also need to be considered. Such considerations might include: the environmental implications of the cost, size and availability of advanced technological devices; models to determine potential benefits of reduction or prevention of pollutants from environmental sources; potential new directions in environmental science due to advanced sensors; effects of rapid advances in health care and health management as related to the environment; impact of artificial nanoparticles in the atmosphere; and impacts from the development of nanomachines [8]. Research is needed using nanoscale science and technology to identify opportunities and applications to environmental problems, and to evaluate the potential environmental impacts of nanotechnology. Also, approaches are needed to offer new capabilities for preventing or treating highly toxic or persistent pollutants, which would result in the more effective monitoring of pollutants or their impact in the ways not currently possible. Early application of nanotechnology is remediation using nanoscale iron particles. Zero-valent iron nanoparticles are deployed in situ to remediate soil and water contaminated with chlorinated compounds and heavy metals.
Among the many applications of nanotechnology that have environmental implications, remediation of contaminated groundwater using nanoparticles containing zero-valent iron is one of the most prominent examples of a rapidly emerging technology with considerable potential benefits. There are, however, many uncertainties regarding the fundamental features of this technology, which have made it difficult to engineer applications for optimal performance or to assess the risk to human or ecological health. This important aspect of nanoparticles needs extensive considerations as well. One of the main environmental applications of nanotechnology is in the water sector. As freshwater sources become increasingly scarce due to overconsumption and contamination, scientists have begun to consider seawater as another source for drinking water. The majority of the world’s water supply has too much salt for human consumption and desalination is an option but expensive method for removing the salt to create new sources of drinking water. Carbon nanotube membranes have the potential to reduce desalination costs. Similarly, nanofilters could be used to remediate or clean up ground water or surface water contaminated with chemicals and hazardous substances. Finally, nanosensors could be developed to detect waterborne contaminants. Air pollution is another potential area where nanotechnology has great promise. Filtration techniques similar to the water purification methods described above could be used in buildings to purify indoor air volumes. Nanofilters could be applied to automobile tailpipes and factory smokestacks to separate out contaminants and prevent them from en ...
6th International Conference on Machine Learning & Applications (CMLA 2024)ClaraZara1
6th International Conference on Machine Learning & Applications (CMLA 2024) will provide an excellent international forum for sharing knowledge and results in theory, methodology and applications of on Machine Learning & Applications.
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Bio nanocomposites utilizes nanotechnology to provide novel eco-friendly packages that helps to overcome the drawbacks of biopolymers in terms of physico-chemical properties.
The next years will prove the importance of greensynthesis methods for MNPs and MONPs production because they are not
only easy to execute, fast, and cheap but also less toxic and environmentally ecofriendly. Nanoparticle synthesis using microorganisms
and plants by green synthesis technology is biologically safe, cost-effective, and environment-friendly. Plants and microorganisms
have established the power to devour and accumulate inorganic metal ions from their neighboring niche. The biological entities are
known to synthesize nanoparticles bothextra and intracellularly. The capability of a living system to utilize its intrinsic organic
chemistry processes in remodeling inorganic metal ions into nanoparticles has opened up an undiscovered area of biochemical analysis.
Metal nanoparticles (MNPs) and metal oxidenanoparticles (MONPs) are used in numerous fields. The new nano-based entities are
being strongly generated and incorporated into everyday personal care products, cosmetics, medicines, drug delivery, and clothing
toimpact industrial and manufacturing sectors, which means that nanomaterials commercialization and nanoassisted device will
continuously grow. They can be prepared by many methods such as green synthesis and the conventional chemical synthesis methods.
The green synthesis of nanoparticles (NPs) using living cells is a promising and novelty tool in bionanotechnology. Chemical and
physical methods are used to synthesize NPs; however, biological methods are preferred due to its eco-friendly, clean, safe, cost
effective, easy, and effective sources for high productivity and purity. Greensynthesis includes infinite accession to produce MNPs and
MONPs with demanding properties. The structure–function relationships between nanomaterials and key information for life cycle
evaluation lead to the production of high execution nanoscale materials that are gentle and environmentally friendly. Majority of plants
have features as sustainable and renewable suppliers compared with microbes and enzymes, as they have the ability to pick up almost
75% of the light energy and transform it into chemical energy, contain chemicals like antioxidants and sugars, and play fundamental
roles in the manufacture of nanoparticles. Plants considered the main factory for the green synthesis of MNPs and MONPs, and until
now, different plant species have been used to study this, but the determined conditions should be taken into consideration to execute
this preparation.
NANOMATERIALS TOXICITY TO HUMANS AND PLANTSindexPub
Nanotechnology is developing very fast and attracting great public interest in various fields such as agriculture, biomedicine, cosmetics, industry, pollution control, etc. In recent decades, research and development have developed rapidly to apply nanotechnology to solve many problems that make life easier. It is a great effort of researchers and scientists to overcome many challenges with the help of this new technology. However, there is much evidence of the adverse effects of nanomaterials on the environment, so they have become a new environmental problem under the title of “nanotoxicology". This review paper aims to summarise the effects of nanotechnology on plants and humans, sources, distribution, accumulation, bioavailability, and challenges for future sustainable development using current literature.
Explanation about contribution of biodegradable additive in order to solve macro and micro plastic waste problems. Biodegradable additives added into conventional plastic to be come biodegradable naturally in the environment.
Synthesis, Properties, Applications, and Future Prospective of Cellulose Nano...Adib Bin Rashid
The exploration of nanocellulose has been aided by rapid nanotechnology and material
science breakthroughs, resulting in their emergence as desired biomaterials. Nanocellulose has been
thoroughly studied in various disciplines, including renewable energy, electronics, environment,
food production, biomedicine, healthcare, and so on. Cellulose nanocrystal (CNC) is a part of the
organic crystallization of macromolecular compounds found in bacteria’s capsular polysaccharides
and plant fibers. Owing to numerous reactive chemical groups on its surface, physical adsorption,
surface grating, and chemical vapor deposition can all be used to increase its performance, which is
the key reason for its wide range of applications. Cellulose nanocrystals (CNCs) have much potential
as suitable matrices and advanced materials, and they have been utilized so far, both in terms of
modifying and inventing uses for them. This work reviews CNC’s synthesis, properties and various
industrial applications. This review has also discussed the widespread applications of CNC as sensor,
acoustic insulator, and fire retardant material.
Nanoparticles Methods for Nanoparticles Synthesis Overviewijtsrd
Nanoparticles exist in several different morphologies such as spheres, cylinders, platelets, tubes etc. The word nanoparticles are used to describe a particle with size in the range of 1nm to 100nm, at least in one of the three possible dimensions. In this size range, the physical, chemical and biological properties of the nanoparticles changes in fundamental ways from the properties of both individual atoms molecules and of the corresponding bulk materials. The enormous diversity of the nanoparticles arising from their wide chemical nature, shape and morphologies, the medium in which the particles are present, the state of dispersion of the particles and most importantly, the numerous possible surface modifications the nanoparticles can be subjected to make this an important active field of science now a days. Dr. Ilamathi Jayaraman | Dr. Vijayakumari. S "Nanoparticles: Methods for Nanoparticles Synthesis: Overview" Published in International Journal of Trend in Scientific Research and Development (ijtsrd), ISSN: 2456-6470, Volume-5 | Issue-6 , October 2021, URL: https://www.ijtsrd.com/papers/ijtsrd46478.pdf Paper URL : https://www.ijtsrd.com/biological-science/biotechnology/46478/nanoparticles-methods-for-nanoparticles-synthesis-overview/dr-ilamathi-jayaraman
As the exciting field of nanotechnology develops, the broader envi.docxfredharris32
As the exciting field of nanotechnology develops, the broader environmental impacts of nanotechnology will also need to be considered. Such considerations might include: the environmental implications of the cost, size and availability of advanced technological devices; models to determine potential benefits of reduction or prevention of pollutants from environmental sources; potential new directions in environmental science due to advanced sensors; effects of rapid advances in health care and health management as related to the environment; impact of artificial nanoparticles in the atmosphere; and impacts from the development of nanomachines [8]. Research is needed using nanoscale science and technology to identify opportunities and applications to environmental problems, and to evaluate the potential environmental impacts of nanotechnology. Also, approaches are needed to offer new capabilities for preventing or treating highly toxic or persistent pollutants, which would result in the more effective monitoring of pollutants or their impact in the ways not currently possible. Early application of nanotechnology is remediation using nanoscale iron particles. Zero-valent iron nanoparticles are deployed in situ to remediate soil and water contaminated with chlorinated compounds and heavy metals.
Among the many applications of nanotechnology that have environmental implications, remediation of contaminated groundwater using nanoparticles containing zero-valent iron is one of the most prominent examples of a rapidly emerging technology with considerable potential benefits. There are, however, many uncertainties regarding the fundamental features of this technology, which have made it difficult to engineer applications for optimal performance or to assess the risk to human or ecological health. This important aspect of nanoparticles needs extensive considerations as well. One of the main environmental applications of nanotechnology is in the water sector. As freshwater sources become increasingly scarce due to overconsumption and contamination, scientists have begun to consider seawater as another source for drinking water. The majority of the world’s water supply has too much salt for human consumption and desalination is an option but expensive method for removing the salt to create new sources of drinking water. Carbon nanotube membranes have the potential to reduce desalination costs. Similarly, nanofilters could be used to remediate or clean up ground water or surface water contaminated with chemicals and hazardous substances. Finally, nanosensors could be developed to detect waterborne contaminants. Air pollution is another potential area where nanotechnology has great promise. Filtration techniques similar to the water purification methods described above could be used in buildings to purify indoor air volumes. Nanofilters could be applied to automobile tailpipes and factory smokestacks to separate out contaminants and prevent them from en ...
6th International Conference on Machine Learning & Applications (CMLA 2024)ClaraZara1
6th International Conference on Machine Learning & Applications (CMLA 2024) will provide an excellent international forum for sharing knowledge and results in theory, methodology and applications of on Machine Learning & Applications.
Immunizing Image Classifiers Against Localized Adversary Attacksgerogepatton
This paper addresses the vulnerability of deep learning models, particularly convolutional neural networks
(CNN)s, to adversarial attacks and presents a proactive training technique designed to counter them. We
introduce a novel volumization algorithm, which transforms 2D images into 3D volumetric representations.
When combined with 3D convolution and deep curriculum learning optimization (CLO), itsignificantly improves
the immunity of models against localized universal attacks by up to 40%. We evaluate our proposed approach
using contemporary CNN architectures and the modified Canadian Institute for Advanced Research (CIFAR-10
and CIFAR-100) and ImageNet Large Scale Visual Recognition Challenge (ILSVRC12) datasets, showcasing
accuracy improvements over previous techniques. The results indicate that the combination of the volumetric
input and curriculum learning holds significant promise for mitigating adversarial attacks without necessitating
adversary training.
Forklift Classes Overview by Intella PartsIntella Parts
Discover the different forklift classes and their specific applications. Learn how to choose the right forklift for your needs to ensure safety, efficiency, and compliance in your operations.
For more technical information, visit our website https://intellaparts.com
Final project report on grocery store management system..pdfKamal Acharya
In today’s fast-changing business environment, it’s extremely important to be able to respond to client needs in the most effective and timely manner. If your customers wish to see your business online and have instant access to your products or services.
Online Grocery Store is an e-commerce website, which retails various grocery products. This project allows viewing various products available enables registered users to purchase desired products instantly using Paytm, UPI payment processor (Instant Pay) and also can place order by using Cash on Delivery (Pay Later) option. This project provides an easy access to Administrators and Managers to view orders placed using Pay Later and Instant Pay options.
In order to develop an e-commerce website, a number of Technologies must be studied and understood. These include multi-tiered architecture, server and client-side scripting techniques, implementation technologies, programming language (such as PHP, HTML, CSS, JavaScript) and MySQL relational databases. This is a project with the objective to develop a basic website where a consumer is provided with a shopping cart website and also to know about the technologies used to develop such a website.
This document will discuss each of the underlying technologies to create and implement an e- commerce website.
CW RADAR, FMCW RADAR, FMCW ALTIMETER, AND THEIR PARAMETERSveerababupersonal22
It consists of cw radar and fmcw radar ,range measurement,if amplifier and fmcw altimeterThe CW radar operates using continuous wave transmission, while the FMCW radar employs frequency-modulated continuous wave technology. Range measurement is a crucial aspect of radar systems, providing information about the distance to a target. The IF amplifier plays a key role in signal processing, amplifying intermediate frequency signals for further analysis. The FMCW altimeter utilizes frequency-modulated continuous wave technology to accurately measure altitude above a reference point.
Welcome to WIPAC Monthly the magazine brought to you by the LinkedIn Group Water Industry Process Automation & Control.
In this month's edition, along with this month's industry news to celebrate the 13 years since the group was created we have articles including
A case study of the used of Advanced Process Control at the Wastewater Treatment works at Lleida in Spain
A look back on an article on smart wastewater networks in order to see how the industry has measured up in the interim around the adoption of Digital Transformation in the Water Industry.
Hierarchical Digital Twin of a Naval Power SystemKerry Sado
A hierarchical digital twin of a Naval DC power system has been developed and experimentally verified. Similar to other state-of-the-art digital twins, this technology creates a digital replica of the physical system executed in real-time or faster, which can modify hardware controls. However, its advantage stems from distributing computational efforts by utilizing a hierarchical structure composed of lower-level digital twin blocks and a higher-level system digital twin. Each digital twin block is associated with a physical subsystem of the hardware and communicates with a singular system digital twin, which creates a system-level response. By extracting information from each level of the hierarchy, power system controls of the hardware were reconfigured autonomously. This hierarchical digital twin development offers several advantages over other digital twins, particularly in the field of naval power systems. The hierarchical structure allows for greater computational efficiency and scalability while the ability to autonomously reconfigure hardware controls offers increased flexibility and responsiveness. The hierarchical decomposition and models utilized were well aligned with the physical twin, as indicated by the maximum deviations between the developed digital twin hierarchy and the hardware.
NUMERICAL SIMULATIONS OF HEAT AND MASS TRANSFER IN CONDENSING HEAT EXCHANGERS...ssuser7dcef0
Power plants release a large amount of water vapor into the
atmosphere through the stack. The flue gas can be a potential
source for obtaining much needed cooling water for a power
plant. If a power plant could recover and reuse a portion of this
moisture, it could reduce its total cooling water intake
requirement. One of the most practical way to recover water
from flue gas is to use a condensing heat exchanger. The power
plant could also recover latent heat due to condensation as well
as sensible heat due to lowering the flue gas exit temperature.
Additionally, harmful acids released from the stack can be
reduced in a condensing heat exchanger by acid condensation. reduced in a condensing heat exchanger by acid condensation.
Condensation of vapors in flue gas is a complicated
phenomenon since heat and mass transfer of water vapor and
various acids simultaneously occur in the presence of noncondensable
gases such as nitrogen and oxygen. Design of a
condenser depends on the knowledge and understanding of the
heat and mass transfer processes. A computer program for
numerical simulations of water (H2O) and sulfuric acid (H2SO4)
condensation in a flue gas condensing heat exchanger was
developed using MATLAB. Governing equations based on
mass and energy balances for the system were derived to
predict variables such as flue gas exit temperature, cooling
water outlet temperature, mole fraction and condensation rates
of water and sulfuric acid vapors. The equations were solved
using an iterative solution technique with calculations of heat
and mass transfer coefficients and physical properties.
We have compiled the most important slides from each speaker's presentation. This year’s compilation, available for free, captures the key insights and contributions shared during the DfMAy 2024 conference.
2. Nanomaterials 2022, 12, 917 2 of 21
One problem that aquaculture activities are facing is biofouling, which is the spon-
taneous colonization by aquatic micro/macro-organisms (freshwater/seawater) on sub-
merged surfaces. This process can rapidly lead to the blocking of fishnet openings, which
can restrict the exchange of water with the surrounding environment, and subsequently,
give rise to poor water quality and the growth of populations of micro-organisms in fish
enclosures. These issues can seriously affect fish populations and lead to increased mortal-
ity, increased disease risk and reduced well-being of the fish [6–11]. Moreover, biofouling
growth can significantly increase the weight of the nets and drag them down, thus affecting
the structural integrity of the fish farm and limiting its ability to handle extreme weather
conditions [12,13]. Regarding shellfish aquaculture, biofouling results in the reduction of
their fitness (i.e., survival, growth, condition and weight); this is directly attributed to com-
petition for food, oxygen and other resources, and indirectly to smothering or interfering
with proper valve functioning [14]. Several calcareous fouling species settle on shellfish
and affect their aesthetics, often resulting in devalued or discarded products, leading to
economic losses [15].
In general, controlling biofouling in fish farming is very challenging and expensive;
routine checks and cleaning are essential tasks, as well as the replacement of fish nets
and the structural components of the aquaculture system [16]. Biofouling in open sea
fish-farming can induce high maintenance costs and reduced return-on-investment, since
the preservation of standard operations requires continual control and expensive clean up
routines. It is estimated that 5–10% of the production costs in the aquaculture industry are
associated with biofouling control [17]. At the same time, frequent fishing net replacement
or the use of chemical antifouling agents are stressors for fish. Moreover, the environmental
cost of using chemicals is measurable in organisms living around fish farms [18].
In general, the technology used at present to prevent biofouling relies on toxic, biocide-
containing materials which can become a serious threat to marine ecosystems, affecting
both targeted and nontargeted organisms [19]. The development of broad-spectrum, less
toxic antifouling materials is a challenge for researchers [20,21].
In this context, one way to introduce antifouling behavior is the addition of antifoul-
ing properties to fishnets and fishery-related infrastructure; this is a very important and
challenging research topic for scientists working in the materials and nanotechnology fields.
The usual ways to prevent biofouling are based on the addition of biocide paints on nets,
as discussed in various excellent review papers [22,23].
In recent years, efforts have been made to develop alternative materials for the con-
struction of nets that combine antifouling, durability, ease of production and low cost.
These antifouling solutions are usually based on surface-deposited materials, which can
nonetheless be released into the environment, leading to undesired environmental pol-
lution and secondary toxic effects for the ecosystem. A recent study [24] demonstrated
that ZnO supported nanorods (NRs) have less toxicity compared to other nanostructures
in the marine environment. This suggests that ZnO based materials could be used as
an environmentally benign alternative to toxic antifouling paints/coatings. Additionally,
the photocatalytic activity of ZnO semiconductors may further enhance the antifouling
properties, as demonstrated by Sathe et al. in 2017 [25], who employed ZnO nanorod
coatings on nylon fishing lines. The antifouling efficiency of the ZnO nanocoating and
paint regarding biofilm assemblage was analyzed using metagenomic approaches. Unlike
biocide materials, ZnO nanocoating can prevent biofouling by photocatalytic action, rep-
resenting an environmentally friendly technique. In their paper, Sathe et al. [25] reported
the successful development of sunlight-responsive antifouling ZnO nanorod coatings for
fishing nets that were more efficient at mitigating biofouling compared to commercial
biocidal paints. They noted that this prevention mechanism is an imitation of naturally
occurring processes, leading to the selective accumulation of microorganisms which are
beneficial to the aquaculture industry and human health.
Regarding polymer matrices, studies showed that acrylonitrile butadiene styrene
(ABS) is a relatively nontoxic material when employed in marine conditions [26,27], i.e.,
3. Nanomaterials 2022, 12, 917 3 of 21
when used in composites with nano- and micro- particulate ZnO, and it may provide a
feasible solution for nonpolluting marine antifouling materials, as it was proved that the
level of Zn leaching was significant when used in coatings [28].
Based on these findings, the present work is based on embedding ZnO nano- and
micro- powders within ABS polymeric matrices, in an effort to produce “fishnet-like”
structures with 3D printing that combine germicide and photocatalytic actions. ABS
was chosen also for its suitability for 3D printing applications and its good mechanical
properties and durability [29]. This approach is novel in that it deals with the fabrication
of custom ZnO-ABS composite materials by 3D printing. ZnO-ABS composite materials
fabricated by 3D printing have been the subject of a few studies, most of which focused
mainly on the mechanical and dielectric properties of such composites [30–34]. Moreover,
ZnO-ABS composite filaments are not yet commercially available, and no study to date
has reported the fabrication of filaments or the optimization of the 3D printing process
with respect to the composition of the material. For these reasons, the first challenge was
to fabricate filaments which were suitable for 3D printing, and then to obtain 3D printed
materials in the form of grids to be used for marine antifouling applications. In this respect,
various ZnO nano- and micro- sized particles–ABS composite filaments were produced and
characterized by XRD and SEM in order to observe their homogeneity and uniformity. Then,
these filaments were employed to 3D print composite grids that were also characterized by
XRD, SEM and Raman spectroscopy, in order to verify the transfer quality of the materials.
The composite grids were finally exposed to sea-like conditions in order to investigate their
antifouling properties. Finally, all tested materials were characterized by SEM, XRD and
Raman spectroscopy after exposure to aquaculture conditions in a trial intended to evaluate
both the antifouling ability of the composite materials and the effect of the micro-organisms
on the materials themselves.
2. Experimental
2.1. Materials and Methods
Materials: Acrylonitrile Butadiene Styrene (ABS) from INEOS Styrolution (Frankfurt,
Germany). Sigma-Aldrich 97% 50 nm particle size, zinc oxide ZnO nano, 677,450, (Sigma-
Aldrich, St. Louis, MO, USA), Sigma-Aldrich 99%, 5 µm average particle size, zinc oxide
ZnO micro, 96,479.
2.2. Filament Production
ZnO nano- or micro- powders and ABS pellets were mixed in the proportions pre-
sented in Table 1 and forwarded to a “Noztek Pro” (Noztek, Shoreham, West Sussex, UK)
high temperature extruder, to be processed at 220 ◦C, in order to be transformed to cylin-
drical filaments with a diameter of 1.75 ± 0.15 mm, suitable for 3D-printing. All extrusion
parameters, such as extrusion velocity and temperature, were optimized for the production
of uniform, continuous cylindrical cords with an overall length of ~ 5 m.
Table 1. ABS and ZnO contents in the two types of 3D-printed composite materials.
Composition of Nanosized ZnO Containing Samples Composition of Microsized ZnO Containing Samples
ABS ZnO Nano ABS ZnO Micro
80% 20% 80% 20%
90% 10% 90% 10%
95% 5% 95% 5%
97.5% 2.5% 97.5% 2.5%
99% 1% 99% 1%
4. Nanomaterials 2022, 12, 917 4 of 21
2.3. 3D Printing of “Fishnet-like” Grid Structures
Flat, rectangular-shaped “fishnet-like” grid 3D structures (2 cm × 4 cm) were designed
using “Tinkercad”, a free online 3D design and 3D printing software from Autodesk Inc.
(Mill Valley, CA, USA). A dual-extrusion FDM-type 3D printer (Makerbot Replicator 2X;
MakerBot Industries, Brooklyn, NY, USA) was used for the fabrication of the ZnO-ABS
nanocomposite samples, using the ZnO-ABS nanocomposite filaments described above.
The FMD process of building a solid object involves heating the fed filament and pushing it
out layer-by-layer through a heated (230 ◦C) nozzle (0.4 mm inner diameter) onto a heated
surface (110 ◦C) via a computer controlled three-axis positioning system (with a spatial
resolution of approximately 100 µm in the z-axis and 11 µm in x and y). The used printing
system and growth conditions are presented in Figure 1.
Nanomaterials 2022, 12, x FOR PEER REVIEW 4 of 22
2.3. 3D Printing of “Fishnet-Like” Grid Structures
Flat, rectangular-shaped “fishnet-like” grid 3D structures (2 cm × 4 cm) were de-
signed using “Tinkercad”, a free online 3D design and 3D printing software from Auto-
desk Inc. (Mill Valley, CA, USA). A dual-extrusion FDM-type 3D printer (Makerbot Rep-
licator 2X; MakerBot Industries, Brooklyn, NY, USA) was used for the fabrication of the
ZnO-ABS nanocomposite samples, using the ZnO-ABS nanocomposite filaments de-
scribed above. The FMD process of building a solid object involves heating the fed fila-
ment and pushing it out layer-by-layer through a heated (230 °C) nozzle (0.4 mm inner
diameter) onto a heated surface (110 °C) via a computer controlled three-axis positioning
system (with a spatial resolution of approximately 100 μm in the z-axis and 11 μm in x
and y). The used printing system and growth conditions are presented in Figure 1.
Figure 1. The used printing system and the growth conditions.
2.4. Characterization Methods
The obtained materials were characterized by SEM, XRD and Raman Spectroscopy,
and their antifouling properties were evaluated.
In order to investigate the formation and morphology of the obtained nanocomposite
materials, SEM characterization of the nano- and micro-ZnO-ABS filaments, as well as the
printed samples, was performed using a Nova NanoSEM 630 (FEI Company, Hills-
borough, OR, USA) field emission scanning electron microscope, making it possible to
obtain better resolution and gain further insights into their surface structure. All samples
were characterized in high vacuum mode without any coating.
SEM characterization of the nano- and micro-ZnO-ABS printed composite materials
was also performed after the antifouling experiments using a Hitachi, SU-8230 field emis-
sion gun scanning electron microscope (Chiyoda, Tokyo, Japan) equipped with an Oxford
Scientific energy-dispersive X-ray spectrometer (Oxford, UK). Samples were sputter-
coated with 7 nm Pt/Pd in an Agar Scientific Automated Sputter-Coater (Stansted, Essex,
UK).
X-ray diffraction (XRD) investigations were performed using a Rigaku Ultra high-
resolution triple axis multiple reflection SmartLab X-ray Diffraction System (Osaka, Ja-
pan) with grazing incidence geometry varying the 2θ from 10 to 60° at a speed of 5°/min.
During the measurements, the incidence angle was kept at 0.5°. Peak indexing was
achieved using the ICDD (International Center for Diffraction Data) database.
Micro-Raman spectroscopy was performed at room temperature using a WiTec Ra-
man spectrometer (Alpha-SNOM 300 S, WiTec GmbH, Ulm, Germany) with 532 nm exci-
tation from a diode-pumped, solid-state laser with a maximum power of 100 mW. The
incident laser beam was focused to a spot-size of about 1.0 μm on the sample with a 20×
Figure 1. The used printing system and the growth conditions.
2.4. Characterization Methods
The obtained materials were characterized by SEM, XRD and Raman Spectroscopy,
and their antifouling properties were evaluated.
In order to investigate the formation and morphology of the obtained nanocomposite
materials, SEM characterization of the nano- and micro-ZnO-ABS filaments, as well as
the printed samples, was performed using a Nova NanoSEM 630 (FEI Company, Hillsbor-
ough, OR, USA) field emission scanning electron microscope, making it possible to obtain
better resolution and gain further insights into their surface structure. All samples were
characterized in high vacuum mode without any coating.
SEM characterization of the nano- and micro-ZnO-ABS printed composite materials
was also performed after the antifouling experiments using a Hitachi, SU-8230 field emis-
sion gun scanning electron microscope (Chiyoda, Tokyo, Japan) equipped with an Oxford
Scientific energy-dispersive X-ray spectrometer (Oxford, UK). Samples were sputter-coated
with 7 nm Pt/Pd in an Agar Scientific Automated Sputter-Coater (Stansted, Essex, UK).
X-ray diffraction (XRD) investigations were performed using a Rigaku Ultra high-
resolution triple axis multiple reflection SmartLab X-ray Diffraction System (Osaka, Japan)
with grazing incidence geometry varying the 2θ from 10 to 60◦ at a speed of 5◦/min. During
the measurements, the incidence angle was kept at 0.5◦. Peak indexing was achieved using
the ICDD (International Center for Diffraction Data) database.
Micro-Raman spectroscopy was performed at room temperature using a WiTec Raman
spectrometer (Alpha-SNOM 300 S, WiTec GmbH, Ulm, Germany) with 532 nm excitation
from a diode-pumped, solid-state laser with a maximum power of 100 mW. The incident
laser beam was focused to a spot-size of about 1.0 µm on the sample with a 20× working
distance microscope objective. The Raman spectra were collected with an integration time
5. Nanomaterials 2022, 12, 917 5 of 21
0.043 s and the scattered light was collected by the 20× objective with back-scattering
geometry using a 600 grooves/mm grating. Micro-Raman spectroscopy was used to map
the sample surface (25 µm × 25 µm), with lateral resolution of up to 0.8 µm. The laser
spot scanned the investigated sample area with a preset step size (150 points per line and
150 lines per image), and Raman spectra were acquired pixel by pixel with a scan speed of
6.5 s/line. Spectrometer scanning data collection and processing were carried out using the
WiTec Project Five software (CompanyWiTec GmbH, Ulm, Germany).
The antifouling action was investigated by monitoring the growth of the diatoms
Navicula sp. or monocellular algae Chlorella sp. For this investigation, a chamber was
employed in which the plankton cultures were maintained under constant conditions
(temperature, light, aeration). Samples were placed in the cultures for a specific period
of time. The area covered with algae was estimated using image analysis techniques, as
schematically presented in Figure 2.
Nanomaterials 2022, 12, x FOR PEER REVIEW 5 of 22
working distance microscope objective. The Raman spectra were collected with an inte-
gration time 0.043 s and the scattered light was collected by the 20× objective with back-
scattering geometry using a 600 grooves/mm grating. Micro-Raman spectroscopy was
used to map the sample surface (25 μm × 25 μm), with lateral resolution of up to 0.8 μm.
The laser spot scanned the investigated sample area with a preset step size (150 points per
line and 150 lines per image), and Raman spectra were acquired pixel by pixel with a scan
speed of 6.5 s/line. Spectrometer scanning data collection and processing were carried out
using the WiTec Project Five software (CompanyWiTec GmbH, Ulm, Germany).
The antifouling action was investigated by monitoring the growth of the diatoms Na-
vicula sp. or monocellular algae Chlorella sp. For this investigation, a chamber was em-
ployed in which the plankton cultures were maintained under constant conditions (tem-
perature, light, aeration). Samples were placed in the cultures for a specific period of time.
The area covered with algae was estimated using image analysis techniques, as schemat-
ically presented in Figure 2.
Figure 2. Schematic presentation of experiments for the investigation of the antifouling action.
For the algae culture, a standard culture protocol was followed until the desired den-
sity was achieved. For Chlorella, the initial density was 2.5 M cells mL−1, 400 mL of which
was placed in a laboratory glass flask. This sample was enriched with fertilizer (Cell-Hi
F2P) at a concentration of 0.04 g per bottle. The duration of the experiment was 10 days,
with temperature (25 °C) and salinity (25‰) being kept constant. The photoperiod was 24
h daily and the light intensity was 20–50 μmol m−2·sec−1. For Navicula, the initial density
was 0.307 M cells ml−1, of which a volume of 400 mL was placed in a laboratory glass flask.
Sodium metasilicate nonahydrate and Cell-Hi F2P were used for lubrication at densities
of 0.012 g and 0.04 g per flask, respectively. The temperature was kept constant at 18 °C
and the salinity at 30‰ throughout the experiment (10 days). Lighting remained on
throughout the twenty-four hours; its intensity ranged from 70 to 120 μmol m−2·sec−1.
In each case, a sample was immersed in the phytoplankton in order to assess the level
of adhesion to it. After ten days, the algae density was assessed and the materials were
Figure 2. Schematic presentation of experiments for the investigation of the antifouling action.
For the algae culture, a standard culture protocol was followed until the desired
density was achieved. For Chlorella, the initial density was 2.5 M cells mL−1, 400 mL of
which was placed in a laboratory glass flask. This sample was enriched with fertilizer
(Cell-Hi F2P) at a concentration of 0.04 g per bottle. The duration of the experiment was
10 days, with temperature (25 ◦C) and salinity (25‰) being kept constant. The photoperiod
was 24 h daily and the light intensity was 20–50 µmol m−2·s−1. For Navicula, the initial
density was 0.307 M cells ml−1, of which a volume of 400 mL was placed in a laboratory
glass flask. Sodium metasilicate nonahydrate and Cell-Hi F2P were used for lubrication at
densities of 0.012 g and 0.04 g per flask, respectively. The temperature was kept constant at
18 ◦C and the salinity at 30‰ throughout the experiment (10 days). Lighting remained on
throughout the twenty-four hours; its intensity ranged from 70 to 120 µmol m−2·s−1.
In each case, a sample was immersed in the phytoplankton in order to assess the
level of adhesion to it. After ten days, the algae density was assessed and the materials
were photographed with a stereoscopic camera (Basler, Exton, PA, USA) (Figure 2). The
photographs were then analyzed using Imagepro-plus (Meyer instruments, Houston, TX,
6. Nanomaterials 2022, 12, 917 6 of 21
USA) to estimate the percentage of phytoplankton adherence to the total surface of the
material (Figure 2). A total of three groups of experiments were performed using the two
different genera of algae with different types of materials.
3. Results and Discussion
3.1. XRD Characterization
Firstly, the properties of the fabricated filaments were studied and their transfer to the
printed material was verified. Figure 3a,b shows X-rays diffractograms of the nano- and
micro-ZnO-ABS filaments and printed composite materials, respectively.
Nanomaterials 2022, 12, x FOR PEER REVIEW 6 of
photographed with a stereoscopic camera (Basler, Exton, PA, USA) (Figure 2). The pho
graphs were then analyzed using Imagepro-plus (Meyer instruments, Houston, TX, US
to estimate the percentage of phytoplankton adherence to the total surface of the mater
(Figure 2). A total of three groups of experiments were performed using the two differe
genera of algae with different types of materials.
3. Results and Discussion
3.1. XRD Characterization
Firstly, the properties of the fabricated filaments were studied and their transfer
the printed material was verified. Figure 3a,b shows X-rays diffractograms of the nan
and micro-ZnO-ABS filaments and printed composite materials, respectively.
Figure 3. XRD patterns of micro- (a) and nano-ZnO-ABS (b) filaments, micro- (c) and nano-Zn
ABS (d) printed materials, as well as for pure ABS.
Figure 3. XRD patterns of micro- (a) and nano-ZnO-ABS (b) filaments, micro- (c) and nano-ZnO-ABS
(d) printed materials, as well as for pure ABS.
The XRD profiles exhibited a broad diffraction feature at around 20◦, which was
due to ABS, accompanied by various diffraction peaks at higher 2θ angles, namely 31.7◦,
34.3◦m 36.2◦, 47.5◦ and 56.67◦. These were unambiguously assigned as different reflections
7. Nanomaterials 2022, 12, 917 7 of 21
with (100), (002), (101), (102) and (110) Miller indices of wurtzite zinc oxide (w-ZnO) with
a = b = 0.32 nm, c = 0.52 nm (P63mc space group), according to ICDD card no. 36-1451. The
coexistence of ABS and ZnO phases indicated that the zinc oxide micro-/nano- particles
had been successfully embedded in the ABS polymeric matrix. Moreover, since the angular
position of the diffraction peaks did not change at different ZnO concentrations, it was
concluded that the lattice constant has been preserved by virtue of the Bragg’s law, which
expresses the interplanar distance, dhkl, as a function of angular position 2θ, through the
equation 2dsinθ= λ, where λ is the X-ray wavelength. In addition, from a visual inspection
of diffractograms, as the ZnO concentration increased (e.g., from 0.5% to 20%), the ABS
diffraction intensity decreased. (Figure 3). Quantitatively, the relative intensity ratio (RIR)
values could be calculated to quantify the ZnO concentration in the ABS matrix. RIR values
were calculated considering the integral area of each diffraction peak after fitting with a
Voigt profile. In the case of micro-ZnO, the RIR value of ZnO increased from 2.9% (e.g.,
0.5% ZnO) to 9.1% (e.g., 2.5% ZnO), then to 17.9% (e.g., 5% ZnO), reaching a value of 33%
(e.g., 20% ZnO). In the case of nano-ZnO, the crystallization process seemed different, since
the RIR values were different, reaching 46% at the highest ZnO concentration (20%). The
different crystallization phenomena could also be attributed to the different sizes of the
crystalline domains, τ, as proved by the Scherrer equation [35], which relates the Full Width
at Half Maximum (FWHM) β with the crystal quality, τ = kλβcosθ, where k is the shape,
taken as 0.9 in the present study. For instance, the FWHM varied from 0.35◦ to 0.32◦ for
ZnO micro, while for ZnO nano, a variation from 0.32◦ to 0.27◦ was observed. Accordingly,
the mean crystallite size in the first case varied between 24 and 26 nm, when the ZnO
micro concentration increased from 0.5% to 20%. At the same time, the mean crystallite size
increased from 26 nm to 31 nm in the case of ZnO nano. Further, it was observed that the
printed materials preserved the unit cell parameters of ZnO in the filaments (i.e., encoded in
the peaks position), as well the preferential orientation along (101), as shown in Figure 3c,d.
Regarding the RIR value, it was observed that a higher ZnO micro in ABS matrix was
obtained, since the RIR value reached 43.5%. According to the Scherrer’s equation, an
improved RIR value implies a better crystal quality over the filament composite, reflected
in a mean crystallite size of 30 nm. In the case of ZnO nano, the crystal quality of the
composite material did not improve in the case of the printed material, even if the RIR
value reached 56%. At this point, it was clear that the ZnO concentration induced different
crystallization degrees in the composites, as reflected in the size of the crystalline domains,
also called the mean crystallite size and the RIR value, that encodes the ZnO percentage in
the material. As will be shown in the following section, the ZnO concentration was found
to be related also to different surface morphologies.
3.2. SEM Characterization
SEM characterization of the nano- and micro-ZnO-ABS filaments and printed compos-
ite materials revealed that, in both cases, the filament materials had a noncompact, fluffy
architecture, while the 3D printed composites showed a more compact, homogeneous
surface. As the ZnO concentration increased, the transformation of the filament material
to the 3D object enhanced the homogeneity of the material. Regarding the presence of
ZnO in the composite, this was investigated by FESEM at high magnification in situ. A
reasonably homogeneous distribution was observed within the ABS matrices in all of the
developed composites, as also confirmed by the Raman microscopy. An example of high
magnification FESEM for the 5% ZnO nano- and micro- samples is presented in Figure 4.
8. Nanomaterials 2022, 12, 917 8 of 21
Nanomaterials 2022, 12, x FOR PEER REVIEW 8 of 22
Figure 4. High magnification FESEM for the 5% ZnO nano- and micro- samples; 5% nano ZnO-ABS
× 80,000; 5% micro ZnO-ABS × 40,000.
Some examples of the structure of the pure ABS and the 0.5%, 5% and 20% nano- and
micro-ZnO-ABS filaments and printed composite materials are shown in Figure 5, where,
ZnO particles are also clearly visible onto the surface; in these images, a 20% ZnO particle
concentration was used.
Pure ABS filament Pure ABS printed
Figure 4. High magnification FESEM for the 5% ZnO nano- and micro- samples; 5% nano ZnO-ABS
× 80,000; 5% micro ZnO-ABS × 40,000.
Some examples of the structure of the pure ABS and the 0.5%, 5% and 20% nano- and
micro-ZnO-ABS filaments and printed composite materials are shown in Figure 5, where,
ZnO particles are also clearly visible onto the surface; in these images, a 20% ZnO particle
concentration was used.
Nanomaterials 2022, 12, x FOR PEER REVIEW 8 of 22
Figure 4. High magnification FESEM for the 5% ZnO nano- and micro- samples; 5% nano ZnO-ABS
× 80,000; 5% micro ZnO-ABS × 40,000.
Some examples of the structure of the pure ABS and the 0.5%, 5% and 20% nano- and
micro-ZnO-ABS filaments and printed composite materials are shown in Figure 5, where,
ZnO particles are also clearly visible onto the surface; in these images, a 20% ZnO particle
concentration was used.
Pure ABS filament Pure ABS printed
Figure 5. Cont.
9. Nanomaterials 2022, 12, 917 9 of 21
Nanomaterials 2022, 12, x FOR PEER REVIEW 9 of 22
filament
nano ZnO 0.5% 5% 20%
printed
nano ZnO 0.5% 5% 20%
filament
micro ZnO 0.5% 5% 20%
printed
micro ZnO 0.5% 5% 20%
Figure 5. SEM images presenting examples of the structures of the 0.5%, 5% and 20% nano- and
micro-ZnO-ABS filaments and printed composite materials. Magnification ×20,000. Scale is 4 μm for
all images.
The different structuring of the materials in the filaments may have been due to the
extrusion process that consisted of pushing the desired mixture in a melted form through
an extruder to create the correct diameter filament. To obtain the printed material, the
filament was melted again and extruded through a nozzle, usually much smaller than the
Figure 5. SEM images presenting examples of the structures of the 0.5%, 5% and 20% nano- and
micro-ZnO-ABS filaments and printed composite materials. Magnification ×20,000. Scale is 4 µm for
all images.
The different structuring of the materials in the filaments may have been due to the
extrusion process that consisted of pushing the desired mixture in a melted form through
an extruder to create the correct diameter filament. To obtain the printed material, the
10. Nanomaterials 2022, 12, 917 10 of 21
filament was melted again and extruded through a nozzle, usually much smaller than
the initial diameter of the filament. To our knowledge, no studies to date have presented
a comparison of how the structural and morphological properties of materials, i.e., the
shapes of the filaments, change after 3D FDM printing. Since this seems to be the first
reported observation of significant structural and morphological property changes of
filament materials with respect to their printed versions, further studies regarding this
subject are ongoing in order to quantify these observations.
3.3. Raman Characterization
Micro-Raman mapping is known as a very effective tool for the characterization of the
structural and chemical homogeneity of small-area, thin deposited films. This technique
also yields statistics regarding the distribution of a printed material using the Raman bands
present in one mapping.
Raman mapping and spectroscopy characterization of the nano- and micro-ZnO-ABS
printed composite materials revealed the distribution of the filler in the ABS polymeric
matrices as its concentration increased. The Raman spectra were then discriminated from
each other by chemometric analysis, and the end result was a false color map, i.e., an image
of the sample that contained highly precise structural and chemical information.
For this purpose, at least 50 Raman spectra were initially collected from different
surface areas of each sample and compared. Figure 6 shows the Raman spectra of the 20%
micro- and nano-ZnO-ABS printed composite materials (A) and a peak analysis of the
Raman spectrum for 20% micro-ZnO-ABS (B). As one can observe, both the nano- and micro-
ZnO containing composites showed characteristic peaks of the constituents but, for the
nano-ZnO, the corresponding peaks were very weak. Figure 6 C shows some representative
examples of Raman spectra for the micro-ZnO-ABS printed composite materials with
various ZnO concentrations. Various peaks related to ABS were observed, e.g., at 1000 cm−1,
δ (C=C-H) stretching, 1600 cm−1, C=C stretch, 2300 cm−1 and 2900 cm−1 νas (CH2) and νs
(CH2) bonds, 3000 cm−1, C=C-H styrene aromatic bending [36]. Moreover, peaks related
to ZnO were observed at 100 cm−1, corresponding to E2(low) symmetry mode, 437 cm−1,
the peak of E2(high) mode and 643 cm−1, which was related to the simultaneous excitation
of LA + LO phonons [37]. As the ZnO microconcentration increased, the representative
peaks for ABS decreased in intensity. Similarly, at low frequencies, the specific ZnO peaks
showed a slight increase in intensity. For nano-ZnO-ABS samples, due to the relatively
homogeneous distribution of the ZnO nanomaterial in the ABS matrix, the intensity of the
peaks of the materials did not show a significant change.
Nanomaterials 2022, 12, x FOR PEER REVIEW 10 of 22
initial diameter of the filament. To our knowledge, no studies to date have presented a
comparison of how the structural and morphological properties of materials, i.e., the
shapes of the filaments, change after 3D FDM printing. Since this seems to be the first
reported observation of significant structural and morphological property changes of fil-
ament materials with respect to their printed versions, further studies regarding this sub-
ject are ongoing in order to quantify these observations.
3.3. Raman Characterization
Micro-Raman mapping is known as a very effective tool for the characterization of
the structural and chemical homogeneity of small-area, thin deposited films. This tech-
nique also yields statistics regarding the distribution of a printed material using the Ra-
man bands present in one mapping.
Raman mapping and spectroscopy characterization of the nano- and micro-ZnO-ABS
printed composite materials revealed the distribution of the filler in the ABS polymeric
matrices as its concentration increased. The Raman spectra were then discriminated from
each other by chemometric analysis, and the end result was a false color map, i.e., an im-
age of the sample that contained highly precise structural and chemical information.
For this purpose, at least 50 Raman spectra were initially collected from different sur-
face areas of each sample and compared. Figure 6 shows the Raman spectra of the 20%
micro- and nano-ZnO-ABS printed composite materials (A) and a peak analysis of the
Raman spectrum for 20% micro-ZnO-ABS (B). As one can observe, both the nano- and
micro-ZnO containing composites showed characteristic peaks of the constituents but, for
the nano-ZnO, the corresponding peaks were very weak. Figure 6 C shows some repre-
sentative examples of Raman spectra for the micro-ZnO-ABS printed composite materials
with various ZnO concentrations. Various peaks related to ABS were observed, e.g., at
1000 cm−1, δ (C=C-H) stretching, 1600 cm−1, C=C stretch, 2300 cm−1 and 2900 cm−1 νas (CH2)
and νs (CH2) bonds, 3000 cm−1, C=C-H styrene aromatic bending [36]. Moreover, peaks
related to ZnO were observed at 100 cm−1, corresponding to E2(low) symmetry mode, 437
cm−1, the peak of E2(high) mode and 643 cm−1, which was related to the simultaneous ex-
citation of LA + LO phonons [37]. As the ZnO microconcentration increased, the repre-
sentative peaks for ABS decreased in intensity. Similarly, at low frequencies, the specific
ZnO peaks showed a slight increase in intensity. For nano-ZnO-ABS samples, due to the
relatively homogeneous distribution of the ZnO nanomaterial in the ABS matrix, the in-
tensity of the peaks of the materials did not show a significant change.
(a) (b)
Figure 6. Cont.
11. Nanomaterials 2022, 12, 917 11 of 21
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(c)
Figure 6. (a) Raman spectra of 20% micro- and nano-ZnO-ABS printed composite materials; (b)
Peak analysis of Raman spectrum for 20% micro-ZnO-ABS; and (c) Raman spectrum for micro-
ZnO-ABS composites as a function of ZnO concentration.
Next, 10 different maps were collected in various surface areas of each sample and
compared in order to ensure that the material distribution in the sample did not exhibit
significant spatial variations.
Figures 7 and 8 show representative examples of Raman mapping and related spectra
for nano- and micro-ZnO-ABS printed composite materials of various concentrations.
Figure 7. Raman mapping and spectra of nano-ZnO-ABS printed composite materials. (A) Example
of Raman spectrum corresponding to mauve-blue dark color regions in the maps; (B) example of a
Raman spectrum corresponding to blue color regions in the maps.
Figure 6. (a) Raman spectra of 20% micro- and nano-ZnO-ABS printed composite materials; (b) Peak
analysis of Raman spectrum for 20% micro-ZnO-ABS; and (c) Raman spectrum for micro-ZnO-ABS
composites as a function of ZnO concentration.
Next, 10 different maps were collected in various surface areas of each sample and
compared in order to ensure that the material distribution in the sample did not exhibit
significant spatial variations.
Figures 7 and 8 show representative examples of Raman mapping and related spectra
for nano- and micro-ZnO-ABS printed composite materials of various concentrations.
Nanomaterials 2022, 12, x FOR PEER REVIEW 11 of 22
(c)
Figure 6. (a) Raman spectra of 20% micro- and nano-ZnO-ABS printed composite materials; (b)
Peak analysis of Raman spectrum for 20% micro-ZnO-ABS; and (c) Raman spectrum for micro-
ZnO-ABS composites as a function of ZnO concentration.
Next, 10 different maps were collected in various surface areas of each sample and
compared in order to ensure that the material distribution in the sample did not exhibit
significant spatial variations.
Figures 7 and 8 show representative examples of Raman mapping and related spectra
for nano- and micro-ZnO-ABS printed composite materials of various concentrations.
Figure 7. Raman mapping and spectra of nano-ZnO-ABS printed composite materials. (A) Example
of Raman spectrum corresponding to mauve-blue dark color regions in the maps; (B) example of a
Raman spectrum corresponding to blue color regions in the maps.
Figure 7. Raman mapping and spectra of nano-ZnO-ABS printed composite materials. (A) Example
of Raman spectrum corresponding to mauve-blue dark color regions in the maps; (B) example of a
Raman spectrum corresponding to blue color regions in the maps.
12. Nanomaterials 2022, 12, 917 12 of 21
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Figure 8. Raman mapping and spectra of micro-ZnO-ABS printed composite materials. (C) Example
of a Raman spectrum corresponding to yellow-green color regions in the maps; (D) example of Ra-
man spectrum corresponding to red color regions in the maps.
Some examples of micro-Raman maps of the nano- and micro-ZnO-ABS composite
samples are shown in Figures 7 and 8 respectively. The mauve-blue dark areas in the im-
age correspond to the distribution of the ABS bands. The Raman spectrum of ABS (Acry-
lonitrile Butadiene Styrene), as shown in Figure 6A for the nano-ZnO-ABS, was charac-
terized by seven main bands located at about 1000 cm−1, 1300 cm−1, 1439 cm−1, 1600 cm−1,
2300 cm−1, 2900 cm−1 and 3061 cm−1, which were attributed as follows: the band at 3000
cm−1 to aromatic ν (C=C-H) stretching and 1600 cm−1 to ν (C=C), at 2900 cm−1 and 2300 cm−1
to the νas (CH2) and νs (CH2) bonds and the region of 1000–1500 cm−1 to the aromatic skel-
eton stretching γ(CH2), as shown in Figure 6 A for the nano ZnO-ABS and 7C for the micro
ZnO-ABS. The band at 1000 cm−1 was related to δ (C=C-H) stretching. For the case of ZnO,
the bands shown as yellow-red areas in the Raman maps comprised a peak at 100 cm–1,
which was related to the E2(low) symmetry mode and the peak of E2 mode at 437 cm−1. As
shown, as the ZnO concentration increased, the distribution on the surface improved in
both samples, reaching uniform coverage, especially in the micro-ZnO containing sam-
ples.
3.4. Antifouling Properties
The printed samples were exposed to plankton cultures as described in the Experi-
mental section. It was found that after the incorporation of ZnO in the polymer matrix,
the covering of the samples with Chlorella and Navicula was less effective in particular
compositions, indicating antifouling action. In particular, for the Chlorella tests, the cover-
ing was minimized at a concentration of 2.5% of microsized ZnO (12% coverage), while
for the 5% nanosized sample, 15% coverage was recorded, as shown in Figure 8. In con-
Figure 8. Raman mapping and spectra of micro-ZnO-ABS printed composite materials. (C) Example
of a Raman spectrum corresponding to yellow-green color regions in the maps; (D) example of
Raman spectrum corresponding to red color regions in the maps.
Some examples of micro-Raman maps of the nano- and micro-ZnO-ABS composite
samples are shown in Figures 7 and 8 respectively. The mauve-blue dark areas in the
image correspond to the distribution of the ABS bands. The Raman spectrum of ABS
(Acrylonitrile Butadiene Styrene), as shown in Figure 6A for the nano-ZnO-ABS, was
characterized by seven main bands located at about 1000 cm−1, 1300 cm−1, 1439 cm−1,
1600 cm−1, 2300 cm−1, 2900 cm−1 and 3061 cm−1, which were attributed as follows: the
band at 3000 cm−1 to aromatic ν (C=C-H) stretching and 1600 cm−1 to ν (C=C), at 2900 cm−1
and 2300 cm−1 to the νas (CH2) and νs (CH2) bonds and the region of 1000–1500 cm−1 to
the aromatic skeleton stretching γ(CH2), as shown in Figure 6 A for the nano ZnO-ABS
and 7C for the micro ZnO-ABS. The band at 1000 cm−1 was related to δ (C=C-H) stretching.
For the case of ZnO, the bands shown as yellow-red areas in the Raman maps comprised a
peak at 100 cm−1, which was related to the E2(low) symmetry mode and the peak of E2
mode at 437 cm−1. As shown, as the ZnO concentration increased, the distribution on the
surface improved in both samples, reaching uniform coverage, especially in the micro-ZnO
containing samples.
3.4. Antifouling Properties
The printed samples were exposed to plankton cultures as described in the Experi-
mental section. It was found that after the incorporation of ZnO in the polymer matrix, the
covering of the samples with Chlorella and Navicula was less effective in particular com-
positions, indicating antifouling action. In particular, for the Chlorella tests, the covering
was minimized at a concentration of 2.5% of microsized ZnO (12% coverage), while for the
5% nanosized sample, 15% coverage was recorded, as shown in Figure 8. In contrast, the
antifouling action was found to be less effective with Navicula, since the minimum coverage
achieved was 25% when micro-ZnO was used (Figure 9). Detailed results regarding the
13. Nanomaterials 2022, 12, 917 13 of 21
effects of ZnO type and concentration on the covering of the samples with Chlorella and
Navicula are presented in Figures 9 and 10.
Nanomaterials 2022, 12, x FOR PEER REVIEW 13 of 22
trast, the antifouling action was found to be less effective with Navicula, since the mini-
mum coverage achieved was 25% when micro-ZnO was used (Figure 9). Detailed results
regarding the effects of ZnO type and concentration on the covering of the samples with
Chlorella and Navicula are presented in Figures 9 and 10.
Figure 9. Percentage of coverage of composite material with Chlorella.
Figure 10. Percentage of coverage of composite material with Navicula.
Figure 9. Percentage of coverage of composite material with Chlorella.
Nanomaterials 2022, 12, x FOR PEER REVIEW 13 of 22
trast, the antifouling action was found to be less effective with Navicula, since the mini-
mum coverage achieved was 25% when micro-ZnO was used (Figure 9). Detailed results
regarding the effects of ZnO type and concentration on the covering of the samples with
Chlorella and Navicula are presented in Figures 9 and 10.
Figure 9. Percentage of coverage of composite material with Chlorella.
Figure 10. Percentage of coverage of composite material with Navicula.
Figure 10. Percentage of coverage of composite material with Navicula.
14. Nanomaterials 2022, 12, 917 14 of 21
3.5. Properties of the Materials Following Exposure to Plankton
XRD characterization of the materials after antifouling testing showed that the growth
of the plankton can influence their properties, as presented in Figure 11. The influence of
Navicula (red line) and Chlorella (blue line) on the initial nano- and micro-ZnO-ABS printed
materials (denoted as REF) was studied by means of grazing incidence X-ray diffraction.
Although the relative intensity of the ZnO diffraction peaks over the ABS changed after the
exposure to Navicula and Chlorella, the ZnO lattice constant was preserved, as shown by
applying Scherrer’s equation in each case to the (100) diffraction peaks. In the case of ZnO
micro, the following observations can be made regarding the transition from the initial
sample (REF) to the Navicula or the Chlorella covering: (i) At 0.5% concentration, the FWHM
increased from 0.262◦ to 0.279◦ and then to 0.312◦; this was ascribed to a decrease in the
mean crystallite size from 31.8 nm to 26.1 nm. (ii) At 2.5% concentration, the FWHM had
values of 0.283◦, 0.342◦, 0.334◦, which implies a decrease of the mean crystallite size from
29.5 nm to 24.4 nm. (iii) At 5% concentration, the FWHM increased from 0.265◦ to 0.328◦
and then to 0.337◦; this was related to a decrease of the mean crystallite size from 31.5 nm
to 25.4 nm, reaching 24.7 nm. (iv) At 20% concentration, the FWHMs were 0.260◦, 0.355◦
and 0.319◦, implying mean crystallite sizes of 32.1 nm, 23.5 nm and 26.1 nm. Meanwhile,
for nano-ZnO: (i) At 0.5% concentration, the FWHM increased from 0.258◦ to 0.311◦ and
then 0.397◦, which implies a decrease of the mean crystallite size from 32.3 nm to 26.8 nm,
reaching 21.0 nm. (ii) At 2.5% concentration, the FWHM presented a variation from 26.5 nm
to 24.8 nm and then to 24.3 nm. (iii) At 5% concentration, the mean crystallite size presented
variation from 28.6 nm to 27.8 nm and then 23.8 nm. (iv) At 20% concentration, the mean
crystallite size varied from 28.6 nm to 26.5 nm and then 24.5 nm. The mean crystallite
size values for ZnO before and after exposure with Navicula and Chlorella are summarized
below in Table 2.
Table 2. Mean crystallite values calculated using Scherrer’s equation before and after Navicula and
Chlorella exposure.
Sample REF, τ (nm) Navicula, τ (nm) Chlorella, τ (nm)
0.5% ZnO micro 31.8 30.0 26.1
2.5% ZnO micro 29.5 24.4 25.0
5% ZnO micro 31.5 25.4 24.7
20% ZnO micro 32.1 23.5 26.1
0.5% ZnO nano 32.3 26.8 21.0
2.5% ZnO nano 26.5 24.8 24.3
5% ZnO nano 28.6 27.8 23.8
20% ZnO nano 28.6 26.5 24.5
The crystal quality of ZnO was affected after Navicula and Chlorella exposure in each
case. This may have been associated with either a decrease in the ZnO quantity or some
shielding effect caused by the biofilm. It also should be noted that exposure to Navicula led
to the occurrence of an unidentified diffraction peak at 45.3◦, the origin of which could not
be clearly determined. In the case of 2.5% nano-ZnO-ABS (Figure 11f), even the preferential
crystalline orientation of ZnO was modified from (101) to (110). As observed also by EDX
mapping analysis, new elements were present in the materials that may have come from
the plankton; however, no XRD and EDX characterization references for plankton were
found in the literature. In any case, further studies are required and are ongoing to better
understand these effects. It is worth mentioning that, to our knowledge, such studies have
never been reported in the literature. As such, at this point, no references regarding this
specific subject can be considered.
15. Nanomaterials 2022, 12, 917 15 of 21
Nanomaterials 2022, 12, x FOR PEER REVIEW 15 of 22
Figure 11. XRD patterns of micro- (a–d) and nano-ZnO-ABS (e–h) for the initial printed 3D grid
(black) exposed to Navicula (red) and Chlorella (blue), respectively.
Figure 11. XRD patterns of micro- (a–d) and nano-ZnO-ABS (e–h) for the initial printed 3D grid
(black) exposed to Navicula (red) and Chlorella (blue), respectively.
16. Nanomaterials 2022, 12, 917 16 of 21
SEM images of Chlorella and Navicula biofilms on the 3D printed “fishnet-like” grids
were recorded. As shown, their morphology depended on the ZnO concentration, but
not really on its size. Based on this observation, Figure 12 presents images of Chlorella
biofilms on the nano-ZnO containing samples and Navicula biofilms on the micro-ZnO
ones. As the ZnO concentration increased, the biofilm surfaces seemed to become rougher,
suggesting a higher abundance of biomaterials on the surfaces. The smoothest Chlorella
biofilms were observed on the 5% nano-ZnO containing samples. For the Navicula biofilms,
notwithstanding the presence of the diatoms, some cubic large crystals were observed,
which, based on their appearance, could have been crystallized NaCl salt. This may also
have been the cause of the unidentified XRD peak observed in some Navicula exposed
samples. These can be clearly observed in Figure 13 in the case of 0.5% micro-ZnO and in
smaller quantities in the presented larger concentration samples. The smoothest Navicula
biofilms were observed on the 5% micro-ZnO containing samples, a fact that confirms
observations from previous antifouling studies.
Nanomaterials 2022, 12, x FOR PEER REVIEW 16 of 22
SEM images of Chlorella and Navicula biofilms on the 3D printed “fishnet-like” grids
were recorded. As shown, their morphology depended on the ZnO concentration, but not
really on its size. Based on this observation, Figure 12 presents images of Chlorella biofilms
on the nano-ZnO containing samples and Navicula biofilms on the micro-ZnO ones. As
the ZnO concentration increased, the biofilm surfaces seemed to become rougher, sug-
gesting a higher abundance of biomaterials on the surfaces. The smoothest Chlorella bio-
films were observed on the 5% nano-ZnO containing samples. For the Navicula biofilms,
notwithstanding the presence of the diatoms, some cubic large crystals were observed,
which, based on their appearance, could have been crystallized NaCl salt. This may also
have been the cause of the unidentified XRD peak observed in some Navicula exposed
samples. These can be clearly observed in Figure 13 in the case of 0.5% micro-ZnO and in
smaller quantities in the presented larger concentration samples. The smoothest Navicula
biofilms were observed on the 5% micro-ZnO containing samples, a fact that confirms
observations from previous antifouling studies.
Chlorella biofilms
0.5% nano ZnO 5% nano ZnO 20% nano ZnO
Navicula biofilms
0.5% micro ZnO 5% micro ZnO 20% micro ZnO
Figure 12. SEM images of Chlorella and Navicula biofilms on the 0.5%, 5% and 20% nano- and mi-
cro-ZnO-ABS 3D printed composites, respectively.
EDX elemental analysis and mapping of materials exposed to Chlorella and Navicula
were performed; however, due to the instability of ABS to the high energy electron beam
in a vacuum, quantitative evaluations were not possible. Some qualitative elemental map-
ping of the various elements onto 3D composite grid surfaces are presented in Figure 14.
As one can observe from Figure 14, the ZnO was uniformly distributed in the material.
After exposure to Chlorella and Navicula, the presence of Na, Cl and Mg was observed.
After Navicula exposure, Si was also present. Na, Cl and Mg are usually present in sea-
water while Si was attributed to Navicula, as it is a diatom that is rich in SiO2.
Figure 12. SEM images of Chlorella and Navicula biofilms on the 0.5%, 5% and 20% nano- and
micro-ZnO-ABS 3D printed composites, respectively.
EDX elemental analysis and mapping of materials exposed to Chlorella and Navicula
were performed; however, due to the instability of ABS to the high energy electron beam in
a vacuum, quantitative evaluations were not possible. Some qualitative elemental mapping
of the various elements onto 3D composite grid surfaces are presented in Figure 14. As
one can observe from Figure 14, the ZnO was uniformly distributed in the material. After
exposure to Chlorella and Navicula, the presence of Na, Cl and Mg was observed. After
Navicula exposure, Si was also present. Na, Cl and Mg are usually present in seawater
while Si was attributed to Navicula, as it is a diatom that is rich in SiO2.
17. Nanomaterials 2022, 12, 917 17 of 21
Nanomaterials 2022, 12, x FOR PEER REVIEW 17 of 22
(a) (b)
Figure 13. Higher magnification SEM images of (a) Chlorella biofilm on the 5% nano-ZnO-ABS and
(b) Navicula biofilms on the 5% micro-ZnO-ABS, 3D printed composites.
Regarding previously reported ZnO results regarding antifouling applications, there
are only a few papers in the literature related to the use of ZnO incorporated in a poly-
meric matrix, these concerning usually biofouling of membranes and ZnO is employed in
combination with other known antifouling agents such as Cu, or Ag and graphene or gra-
phene oxide. [38–42]. Thanks to the outstanding properties of ZnO nanoparticles, the pre-
sent researchers were able to improve the antifouling ability by combining ZnO nanopar-
ticles with a polymeric membrane [43–51]. Moreover, since ZnO nanoparticles possess a
strong hydrophilicity by adhering the hydrophilic functional groups such as –OH, –SO3H,
and –COOH [52], this can give rise to new approaches to improving antifouling ability.
For marine applications, ZnO based coatings have mostly been employed as paints
[53,54]. These coating were proved to be quite effective after use in a marine environment
for 30 days, according to a report by H.E. Yong, et al. [54]. Those authors prepared a bio-
cide-free antifouling paint using ~30 nm ZnO nanoparticles and an alkyd resin binder
with nontoxic additives. This work suggested that the ZnO nanopaint could open new
horizons in maritime industries. Another laboratory scale experimental work performed
by Marwan Al-Fori et al. [55] reported the antifouling properties of ZnO nanorod coatings
that were investigated using the marine bacterium Acinetobacter sp. AZ4C, larvae of the
bryozoan Bugula neritina and the microalga Tetraselmis sp. ZnO nanorod coatings were
fabricated on microscope glass substrates by a hydrothermal technique using two differ-
ent molar concentrations (5 and 10 mM) of zinc precursors. These coatings were tested for
5 h under artificial sunlight (1060 W m−2 or 530 W m−2) and in the dark (no irradiation). In
the presence of light, both the ZnO nanorod coatings significantly reduced the density of
Acinetobacter sp. AZ4C and Tetraselmis sp. in comparison to the control (clean microscope
glass substrate). High mortality and low settlement of B. neritina larvae was observed on
the ZnO nanorod coatings subjected to light irradiation. In darkness, neither mortality nor
enhanced settlement of larvae was observed. The larvae of B. neritina were not affected by
Zn2+ ions. It was concluded that the ZnO nanorod coatings effectively prevented marine
micro- and macro- fouling under static conditions. According to a work by LailaAl-
Naamani et al. [56], chitosan-ZnO nanoparticle coatings showed antifouling activity
against Navicula sp. and antibacterial activity against the marine bacterium Pseudoalter-
omonas nigrifaciens. Additional antifouling properties of the coatings were investigated in
a study using tanks containing natural sea water under controlled laboratory conditions.
Weekly, for four weeks, biofilm were removed and analyzed by flow cytometry to esti-
mate total bacterial densities on the coated substrates. Chitosan-ZnO hybrid coatings led
to better inhibition of bacterial growth in comparison to chitosan coatings alone, as deter-
mined by flow cytometry. To date, no other study exists on the potential use of ZnO-ABS
materials for marine antifouling applications.
Figure 13. Higher magnification SEM images of (a) Chlorella biofilm on the 5% nano-ZnO-ABS and
(b) Navicula biofilms on the 5% micro-ZnO-ABS, 3D printed composites.
Regarding previously reported ZnO results regarding antifouling applications, there
are only a few papers in the literature related to the use of ZnO incorporated in a poly-
meric matrix, these concerning usually biofouling of membranes and ZnO is employed
in combination with other known antifouling agents such as Cu, or Ag and graphene
or graphene oxide. [38–42]. Thanks to the outstanding properties of ZnO nanoparticles,
the present researchers were able to improve the antifouling ability by combining ZnO
nanoparticles with a polymeric membrane [43–51]. Moreover, since ZnO nanoparticles
possess a strong hydrophilicity by adhering the hydrophilic functional groups such as
–OH, –SO3H, and –COOH [52], this can give rise to new approaches to improving an-
tifouling ability. For marine applications, ZnO based coatings have mostly been employed
as paints [53,54]. These coating were proved to be quite effective after use in a marine
environment for 30 days, according to a report by H.E. Yong, et al. [54]. Those authors
prepared a biocide-free antifouling paint using ~30 nm ZnO nanoparticles and an alkyd
resin binder with nontoxic additives. This work suggested that the ZnO nanopaint could
open new horizons in maritime industries. Another laboratory scale experimental work
performed by Marwan Al-Fori et al. [55] reported the antifouling properties of ZnO nanorod
coatings that were investigated using the marine bacterium Acinetobacter sp. AZ4C, larvae
of the bryozoan Bugula neritina and the microalga Tetraselmis sp. ZnO nanorod coatings
were fabricated on microscope glass substrates by a hydrothermal technique using two
different molar concentrations (5 and 10 mM) of zinc precursors. These coatings were
tested for 5 h under artificial sunlight (1060 W m−2 or 530 W m−2) and in the dark (no
irradiation). In the presence of light, both the ZnO nanorod coatings significantly reduced
the density of Acinetobacter sp. AZ4C and Tetraselmis sp. in comparison to the control (clean
microscope glass substrate). High mortality and low settlement of B. neritina larvae was
observed on the ZnO nanorod coatings subjected to light irradiation. In darkness, neither
mortality nor enhanced settlement of larvae was observed. The larvae of B. neritina were
not affected by Zn2+ ions. It was concluded that the ZnO nanorod coatings effectively
prevented marine micro- and macro- fouling under static conditions. According to a work
by LailaAl-Naamani et al. [56], chitosan-ZnO nanoparticle coatings showed antifouling
activity against Navicula sp. and antibacterial activity against the marine bacterium Pseudoal-
teromonas nigrifaciens. Additional antifouling properties of the coatings were investigated
in a study using tanks containing natural sea water under controlled laboratory conditions.
Weekly, for four weeks, biofilm were removed and analyzed by flow cytometry to estimate
total bacterial densities on the coated substrates. Chitosan-ZnO hybrid coatings led to better
inhibition of bacterial growth in comparison to chitosan coatings alone, as determined by
flow cytometry. To date, no other study exists on the potential use of ZnO-ABS materials
for marine antifouling applications.
18. Nanomaterials 2022, 12, 917 18 of 21
Nanomaterials 2022, 12, x FOR PEER REVIEW 18 of 22
Figure 14. EDX elemental mapping of 10% nano-ZnO-ABS and 0.5% micro-ZnO-ABS, 3D printed
composites (reference and after plankton exposure). Large image-composite elemental map fol-
lowed by individual element mapping bellow.
Figure 14. EDX elemental mapping of 10% nano-ZnO-ABS and 0.5% micro-ZnO-ABS, 3D printed
composites (reference and after plankton exposure). Large image-composite elemental map followed
by individual element mapping bellow.
19. Nanomaterials 2022, 12, 917 19 of 21
4. Conclusions and Perspectives
ABS/micro- and nano-ZnO composite lattices with different ZnO contents were de-
veloped using 3D printing and their antifouling behavior was examined with respect to
aquaculture applications. The basic characteristics of the composite materials were studied
using X-ray diffraction, electron microscopy and Raman spectroscopy before and after
3D printing. Regarding their antifouling action, this was investigated by monitoring the
growth on them of the diatoms Navicula sp. and the monocellular algae Chlorella sp. The
areas covered with algae, which indicated the extent of the antifouling capability, were then
estimated by applying image analysis techniques. As shown, the ZnO concentration in
the composite materials correlated with antifouling ability, as well as the size of the ZnO
powders. In addition, the interaction of the samples with Navicula sp. and Chlorella sp.
during the antifouling tests was found to influence their basic characteristics. Regarding the
observation of the different effects of ZnO size and concentration on the growth of Chlorella
and Navicula, it seems that the two microorganisms exhibited different growth patterns
on the composite materials. Moreover, the optimal ZnO concentration that promoted an-
tifouling seemed to also be connected to the biology of the aforementioned microorganisms.
Further studies are ongoing, as these are required before valid conclusions can be drawn
regarding the antifouling action of the described materials.
This report, the first to use 3D printing as a fabrication method of “fishnet-like” ZnO-
ABS composite materials with enhanced antifouling properties, showed very promising
results with a 5% ZnO concentration in ABS; however, further improvement of the material
formulation is needed. As an example, a combination of the two sizes of ZnO, or even
of doped ZnO or a pure and doped TiO2 semiconductor, could be employed so that the
respective composite materials could totally prevent biofilm accumulation with reduced
environmental toxicity risks.
Author Contributions: Data Curation, M.P.S. and E.K., Formal Analysis, E.K., G.K., N.P., M.P.S.,
Funding Acquisition, E.K., G.K. and N.P. Investigation, I.V.T., C.R., C.P., O.T., L.B.-T., A.K., A.B., E.S.,
N.M., N.R.V., Z.V., G.S. and M.P.S.; Methodology, E.K., G.K., M.P.S. and N.P.; Project Administration,
E.K., G.K., N.P. and M.P.S.; Resources, E.K., G.K. and M.P.S.; Supervision E.K., G.K., M.P.S. and N.P.;
Validation, I.V.T., L.G., E.S., N.M., Z.V., G.S. and M.P.S.; Visualization, I.V.T., C.R., C.P., O.T., L.B.-T.,
A.K., A.B., E.S., N.M., Z.V., G.S. and M.P.S.; Writing—Original Draft, M.P.S., I.V.T., L.G., C.R., C.P.,
A.B. and E.K.; Writing—Review and Editing, E.K. and M.P.S. All authors have read and agreed to the
published version of the manuscript.
Funding: This work was funded by the Operational Program Fisheries and Maritime 2014–2020 in
the framework of the project “Innovative materials for nets for fish farming with environmentally
friendly antifouling action”, MIS 5029684. APC was supported by IMT Bucharest, funded by the
Romanian Ministry of Research, Innovation and Digitization through “MICRO-NANO-SIS PLUS”.
Institutional Review Board Statement: Not applicable.
Informed Consent Statement: Not applicable.
Data Availability Statement: The raw and processed data required to reproduce these findings
cannot be shared at this time due to technical or time limitations. The raw and processed data will be
provided upon reasonable request to anyone interested anytime until the technical problems will
be solved.
Acknowledgments: IMT contribution was partially financed by the Romanian Ministry of Research,
Innovation and Digitization through “MICRO-NANO-SIS PLUS” Programme.
Conflicts of Interest: The authors declare no conflict of interest.
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