This document summarizes research into enhancing heat transfer in heat pipes using silver/benzene-based nano-coolants. It first discusses how nanofluids can improve heat transfer efficiency. It then analyzes the thermal conductivity of various base fluids and how adding 1-5% silver nanoparticles by volume increases thermal conductivity of benzene-based nanofluids up to 15% and 24%, respectively, according to theoretical models and experimental correlations. The document suggests nanofluids may increase heat pipe performance for cooling electronics and other engineering applications.
Enhancement of Heat Transfer in Heat Pipes using Al2O3/Benzene Based Nano-coo...RSIS International
Nowadays, the world is experiencing many challenges in solving heat transfer issues in various engineering systems. However, limited approaches are available to solve such challenges. To increase heat transfer, many researchers found that the Nanofluid is one of the feasible coolant which increase the working efficiency of many engineering devices. Electronic equipment dissipates enormous amount of heat while in operation which directly affect the work efficiency. To increase the efficiency it is mandatory to remove the heat by using proper coolant. Hence, the heat pipes are employed in electronic devices to remove the heat. To enhance the heat transfer in heat pipe nano-coolants may be used. In this present work, thermophysical properties of different types of base fluids with Aluminium oxide (Al2O3) Nanoparticles have been investigated with different concentrations of Nanoparticles (1-5 % by volume) at 300K temperature. The effective thermal conductivity of Nanofluids is compared with the base fluid and the results show enhancement in thermal conductivity. The thermal conductivity of Nanofluid is increased up to 3% at 300K with 1 % by volume concentration of nanoparticles and 15% at 5% by volume of concentration as compared to Benzene (C6H6) base fluid.
Experimental Study on the Effect of CuO DI Water Nanofluids on Heat Transfer ...YogeshIJTSRD
In this experimental study, convective heat transfer and friction factor characteristics of CuO DI water nanofluids flowing through a plain tube with spiraled rod inserts SRI is studied. The experiment is conducted under laminar flow and constant heat flux conditions. CuO nanoparticles are dispersed in Deionized DI water to prepare CuO DI water nanofluids with 0.1 volume concentration of nanoparticles. From the experimental results, it is found that the inclusion of nanoparticles in DI water enriches the Nusselt number. The enhancement in Nusselt number is 19 at Re 2240 for a plain tube with nanofluids of 0.1 volume concentration compared to DI water. Two copper SRIs with pitches 50 mm and 30 mm are used which increased the Nusselt number by 35.9 and 37.2 respectively with nanofluids of 0.1 volume concentration compared to DI water. The estimated friction factor with the use of nanofluids is 4.2 more than the DI water, which is an insignificant one, so there is no penalty in pumping power. P. Arunkumar | S. Anbu | K. Velmurugan | K. Gurunath "Experimental Study on the Effect of CuO/DI Water Nanofluids on Heat Transfer and Pressure Drop in a Circular Tube with Inserts" Published in International Journal of Trend in Scientific Research and Development (ijtsrd), ISSN: 2456-6470, Volume-5 | Issue-3 , April 2021, URL: https://www.ijtsrd.com/papers/ijtsrd38661.pdf Paper URL: https://www.ijtsrd.com/engineering/nano-technology-/38661/experimental-study-on-the-effect-of-cuodi-water-nanofluids-on-heat-transfer-and-pressure-drop-in-a-circular-tube-with-inserts/p-arunkumar
EXPERIMENTAL INVESTIGATION ON IMPROVING THE COOLING PERFORMANCE OF AUTOMOBILE...IAEME Publication
The convective heat transfer rate inside a flat tube radiator of an automobile using
CuO-Water nanofluids were investigated experimentally and numerically. Nanofluid
of 0.1%, 0.2%, 0.3% volume concentrations were prepared using CuO nanoparticle
with water as base fluid. The effect of mass flow rate, volume concentration inlet
temperature on heat transfer rate with varied coolant mass flow rate ranging from
6LPM, 8LPM, 10LPM were examined. Results shows that heat transfer rate linearly
increases with increase in mass flow rate and volume concentration, the best heat
transfer rate is achieved at 0.3% volume fraction of CuO at 10LPM. A maximum
enhancement of 35% in heat transfer rate is obtained for 0.3% concentration of CuO
nanofluid
Comparative study of parabolic trough collector through MWCNT/H2o nanofluid a...Husain Mehdi
In this present work MWCNT nanofluid and water were used as working fluid to compare the thermal performance of solar parabolic trough collector. Both the fluids were flowing through receiver at different volume flow rates 160L/h and 100L/h. Experimental tests was performed only during sunny weather and temperature at outlet of receiver was measured through thermometer after every half an hour of total testing time period. MWCNT nanofluid with weight fraction 0.01% and 0.02% and water were used to find efficiency of system and it has been seen that MWCNT nanofluid 0.02wt% with 160L/h showed better results for overall thermal efficiency among other and also an application of surfactant Triton X-100 with in MWCNT nanofluid was used to enhance the quantity of heat absorption capability of base fluid
Enhancement of Heat Transfer in Heat Pipes using Al2O3/Benzene Based Nano-coo...RSIS International
Nowadays, the world is experiencing many challenges in solving heat transfer issues in various engineering systems. However, limited approaches are available to solve such challenges. To increase heat transfer, many researchers found that the Nanofluid is one of the feasible coolant which increase the working efficiency of many engineering devices. Electronic equipment dissipates enormous amount of heat while in operation which directly affect the work efficiency. To increase the efficiency it is mandatory to remove the heat by using proper coolant. Hence, the heat pipes are employed in electronic devices to remove the heat. To enhance the heat transfer in heat pipe nano-coolants may be used. In this present work, thermophysical properties of different types of base fluids with Aluminium oxide (Al2O3) Nanoparticles have been investigated with different concentrations of Nanoparticles (1-5 % by volume) at 300K temperature. The effective thermal conductivity of Nanofluids is compared with the base fluid and the results show enhancement in thermal conductivity. The thermal conductivity of Nanofluid is increased up to 3% at 300K with 1 % by volume concentration of nanoparticles and 15% at 5% by volume of concentration as compared to Benzene (C6H6) base fluid.
Experimental Study on the Effect of CuO DI Water Nanofluids on Heat Transfer ...YogeshIJTSRD
In this experimental study, convective heat transfer and friction factor characteristics of CuO DI water nanofluids flowing through a plain tube with spiraled rod inserts SRI is studied. The experiment is conducted under laminar flow and constant heat flux conditions. CuO nanoparticles are dispersed in Deionized DI water to prepare CuO DI water nanofluids with 0.1 volume concentration of nanoparticles. From the experimental results, it is found that the inclusion of nanoparticles in DI water enriches the Nusselt number. The enhancement in Nusselt number is 19 at Re 2240 for a plain tube with nanofluids of 0.1 volume concentration compared to DI water. Two copper SRIs with pitches 50 mm and 30 mm are used which increased the Nusselt number by 35.9 and 37.2 respectively with nanofluids of 0.1 volume concentration compared to DI water. The estimated friction factor with the use of nanofluids is 4.2 more than the DI water, which is an insignificant one, so there is no penalty in pumping power. P. Arunkumar | S. Anbu | K. Velmurugan | K. Gurunath "Experimental Study on the Effect of CuO/DI Water Nanofluids on Heat Transfer and Pressure Drop in a Circular Tube with Inserts" Published in International Journal of Trend in Scientific Research and Development (ijtsrd), ISSN: 2456-6470, Volume-5 | Issue-3 , April 2021, URL: https://www.ijtsrd.com/papers/ijtsrd38661.pdf Paper URL: https://www.ijtsrd.com/engineering/nano-technology-/38661/experimental-study-on-the-effect-of-cuodi-water-nanofluids-on-heat-transfer-and-pressure-drop-in-a-circular-tube-with-inserts/p-arunkumar
EXPERIMENTAL INVESTIGATION ON IMPROVING THE COOLING PERFORMANCE OF AUTOMOBILE...IAEME Publication
The convective heat transfer rate inside a flat tube radiator of an automobile using
CuO-Water nanofluids were investigated experimentally and numerically. Nanofluid
of 0.1%, 0.2%, 0.3% volume concentrations were prepared using CuO nanoparticle
with water as base fluid. The effect of mass flow rate, volume concentration inlet
temperature on heat transfer rate with varied coolant mass flow rate ranging from
6LPM, 8LPM, 10LPM were examined. Results shows that heat transfer rate linearly
increases with increase in mass flow rate and volume concentration, the best heat
transfer rate is achieved at 0.3% volume fraction of CuO at 10LPM. A maximum
enhancement of 35% in heat transfer rate is obtained for 0.3% concentration of CuO
nanofluid
Comparative study of parabolic trough collector through MWCNT/H2o nanofluid a...Husain Mehdi
In this present work MWCNT nanofluid and water were used as working fluid to compare the thermal performance of solar parabolic trough collector. Both the fluids were flowing through receiver at different volume flow rates 160L/h and 100L/h. Experimental tests was performed only during sunny weather and temperature at outlet of receiver was measured through thermometer after every half an hour of total testing time period. MWCNT nanofluid with weight fraction 0.01% and 0.02% and water were used to find efficiency of system and it has been seen that MWCNT nanofluid 0.02wt% with 160L/h showed better results for overall thermal efficiency among other and also an application of surfactant Triton X-100 with in MWCNT nanofluid was used to enhance the quantity of heat absorption capability of base fluid
International Journal of Computational Engineering Research (IJCER) is dedicated to protecting personal information and will make every reasonable effort to handle collected information appropriately. All information collected, as well as related requests, will be handled as carefully and efficiently as possible in accordance with IJCER standards for integrity and objectivity.
Effect of nanofluid on heat transfer characteristics of double pipe heat exch...eSAT Journals
Abstract A nanofluid is a suspension of nano sized particles made up of metal, oxides or carbides of size up to 100 nm in a base fluid of water, ethylene glycol or oil. Recently large numbers of experiments have been are carried out to evaluate the effect of nanofluid in enhancement of the heat transfer rate in various heat exchangers. The heat transfer enhancement using nanofluid mainly depends on type of nanoparticles, size of nanoparticles, shape of nanoparticles, type of base fluid and concentration of nanoparticles in the base fluid. In the present paper, an experimental evaluation has been carried out to determine the effect of various concentration of CuO nanoparticles mixed in water on heat transfer characteristics of double pipe heat exchanger for parallel flow and counter flow arrangement. The volume concentrations of CuO nanofluid prepared by two step method are 0.002 %, 0.003% and 0.004 %. The conclusion derived for the study is that overall heat transfer coefficient increases with increase in volume concentration of CuO nanoparticle compared to water which have been validated by theoretical prediction also. Keywords: Nanofluid, Heat Transfer Characteristics, Double Pipe Heat Exchanger, CuO Nanoparticles
Effect of nanofluid on heat transfer characteristics of double pipe heat exch...eSAT Journals
Abstract A nanofluid is a mixture of nano sized particles of size up to 100 nm and a base fluid. Typical nanoparticles are made of metals, oxides or carbides, while base fluids may be water, ethylene glycol or oil. The effect of nanofluid to enhance the heat transfer rate in various heat exchangers is experimentally evaluated recently. The heat transfer enhancement using nanofluid mainly depends on type of nanoparticles, size of nanoparticles and concentration of nanoparticles in base fluid. In the present paper, an experimental investigation is carried out to determine the effect of various concentration of Al2O3 nano-dispersion mixed in water as base fluid on heat transfer characteristics of double pipe heat exchanger for parallel flow and counter flow arrangement. The volume concentrations of Al2O3 nanofluid prepared are 0.001 % to 0.01 %. The conclusion derived for the study is that overall heat transfer coefficient increases with increase in volume concentration of Al2O3 nano-dispersion compared to water up to volume concentration of 0.008 % and then decreases. Keywords: Nanofluid, Heat Transfer Characteristics, Double Pipe Heat Exchagner, Al2O3 Nano-dispersion
Improving the Cooling Performance of Automobile Radiator with TiO2/Water Nano...ijsrd.com
In this paper, forced convective heat transfer in a water based nanofluid has experimentally beencompared to that of pure water in an automobile radiator. Five different concentrations of nanofluids inthe range of 0.1-1 vol.% have been prepared by the addition of TiO2 nanoparticles into the water. The test liquid flows through the radiator consisted of 34 vertical tubes with elliptical cross section and airmakes a cross flow inside the tube bank with constant speed. Liquid flow rate has been changed in therange of 90-120 l/min to have the fully turbulent regime. Results demonstrate that increasing the fluid circulating rate canimprove the heat transfer performance. Meanwhile, application of nanofluid with low concentrations can enhance heat transfer efficiency up to 45% in comparison with pure water.
To study the behavior of nanofluids in heat transfer applications a revieweSAT Journals
Abstract Using nanofluids as an innovative kind of liquid blend including trivial volume fraction (in percent) of millimeter or nanometer size powdered particles with base fluids is fairly a novel arena or idea. The objective of this presented review paper is to inspect the performance of the nanofluid-based solar collector (NBSC). In past few years for a number of experimental and industrial thermal engineering systems solar energy has proven to be the best input energy source. Nanofluids are the fluid that has shown various developments in the thermal properties over the past decade. In the field of nanotechnology, nano fluids have a great potential to enhance the rheological properties like thermal conductivity of base fluid like water, ethanol etc. Nanofluids are the suspension of mainly the base fluid like water in nanoparticles such as alumina (Al2O3) of size micro or milimetre and shows distinctive features than that of conservative fluids used. Because of better rheological properties nanofluids are utilized to build up the performance of conventional solar thermal engineering systems. The presented literature review presents a detailed discussion about the solar collectors, applications of nanofluids in solar collector and their augmentation in thermo physical properties. Keywords: Nano fluids, Nanoparticles, Solar collector, Thermal conductivity
International Journal of Computational Engineering Research (IJCER) is dedicated to protecting personal information and will make every reasonable effort to handle collected information appropriately. All information collected, as well as related requests, will be handled as carefully and efficiently as possible in accordance with IJCER standards for integrity and objectivity.
Effect of nanofluid on heat transfer characteristics of double pipe heat exch...eSAT Journals
Abstract A nanofluid is a suspension of nano sized particles made up of metal, oxides or carbides of size up to 100 nm in a base fluid of water, ethylene glycol or oil. Recently large numbers of experiments have been are carried out to evaluate the effect of nanofluid in enhancement of the heat transfer rate in various heat exchangers. The heat transfer enhancement using nanofluid mainly depends on type of nanoparticles, size of nanoparticles, shape of nanoparticles, type of base fluid and concentration of nanoparticles in the base fluid. In the present paper, an experimental evaluation has been carried out to determine the effect of various concentration of CuO nanoparticles mixed in water on heat transfer characteristics of double pipe heat exchanger for parallel flow and counter flow arrangement. The volume concentrations of CuO nanofluid prepared by two step method are 0.002 %, 0.003% and 0.004 %. The conclusion derived for the study is that overall heat transfer coefficient increases with increase in volume concentration of CuO nanoparticle compared to water which have been validated by theoretical prediction also. Keywords: Nanofluid, Heat Transfer Characteristics, Double Pipe Heat Exchanger, CuO Nanoparticles
Effect of nanofluid on heat transfer characteristics of double pipe heat exch...eSAT Journals
Abstract A nanofluid is a mixture of nano sized particles of size up to 100 nm and a base fluid. Typical nanoparticles are made of metals, oxides or carbides, while base fluids may be water, ethylene glycol or oil. The effect of nanofluid to enhance the heat transfer rate in various heat exchangers is experimentally evaluated recently. The heat transfer enhancement using nanofluid mainly depends on type of nanoparticles, size of nanoparticles and concentration of nanoparticles in base fluid. In the present paper, an experimental investigation is carried out to determine the effect of various concentration of Al2O3 nano-dispersion mixed in water as base fluid on heat transfer characteristics of double pipe heat exchanger for parallel flow and counter flow arrangement. The volume concentrations of Al2O3 nanofluid prepared are 0.001 % to 0.01 %. The conclusion derived for the study is that overall heat transfer coefficient increases with increase in volume concentration of Al2O3 nano-dispersion compared to water up to volume concentration of 0.008 % and then decreases. Keywords: Nanofluid, Heat Transfer Characteristics, Double Pipe Heat Exchagner, Al2O3 Nano-dispersion
Improving the Cooling Performance of Automobile Radiator with TiO2/Water Nano...ijsrd.com
In this paper, forced convective heat transfer in a water based nanofluid has experimentally beencompared to that of pure water in an automobile radiator. Five different concentrations of nanofluids inthe range of 0.1-1 vol.% have been prepared by the addition of TiO2 nanoparticles into the water. The test liquid flows through the radiator consisted of 34 vertical tubes with elliptical cross section and airmakes a cross flow inside the tube bank with constant speed. Liquid flow rate has been changed in therange of 90-120 l/min to have the fully turbulent regime. Results demonstrate that increasing the fluid circulating rate canimprove the heat transfer performance. Meanwhile, application of nanofluid with low concentrations can enhance heat transfer efficiency up to 45% in comparison with pure water.
To study the behavior of nanofluids in heat transfer applications a revieweSAT Journals
Abstract Using nanofluids as an innovative kind of liquid blend including trivial volume fraction (in percent) of millimeter or nanometer size powdered particles with base fluids is fairly a novel arena or idea. The objective of this presented review paper is to inspect the performance of the nanofluid-based solar collector (NBSC). In past few years for a number of experimental and industrial thermal engineering systems solar energy has proven to be the best input energy source. Nanofluids are the fluid that has shown various developments in the thermal properties over the past decade. In the field of nanotechnology, nano fluids have a great potential to enhance the rheological properties like thermal conductivity of base fluid like water, ethanol etc. Nanofluids are the suspension of mainly the base fluid like water in nanoparticles such as alumina (Al2O3) of size micro or milimetre and shows distinctive features than that of conservative fluids used. Because of better rheological properties nanofluids are utilized to build up the performance of conventional solar thermal engineering systems. The presented literature review presents a detailed discussion about the solar collectors, applications of nanofluids in solar collector and their augmentation in thermo physical properties. Keywords: Nano fluids, Nanoparticles, Solar collector, Thermal conductivity
Computational Analysis of CuO Nano Coolant in a Car RadiatorIOSRJMCE
Nanofluids are basically nanoparticles in base fluids. Nanofluids have unique features different from conventional solid-liquid mixtures in which nano sized particles of metals and nonmetals are dispersed. Due to improvement of mechanical properties, nanofluids are widely used in heat transfer industries. The coolant is used water-based, with the addition of glycols to prevent freezing and other additives to limit corrosion, erosion and cavitations. In this study 50-50 mixture of Ethylene Glycol with water (EGW) is tested and compared with another mixture by adding 2 percent Copper oxide (CuO). The geometric model of radiator is uploaded in Autodesk CFD software for its computational analysis. It is analyzed up to 100 iterations. Both the results are compared to find the improved heat transfer rate due to the addition of 2% CuO with Ethylene Glycol and water
Enhancement of rate of heat transfer using nano fluidsSharathKumar528
Nano fluids as coolants and lubricants is still very primitive in technology. This presentation explores the future of nano fluids for enhanced heat transfer.
Increasing Thermal Conductivity of a Heat Exchanger Using Copper Oxide Nano F...IJERA Editor
A Nano fluid is the evolving concept which is very rarely used in the many core industries. Nano fluids have
found a great application in heat exchangers by increasing the thermal conductivity. We have aimed to
increasing the heat transfer co-efficient by using copper oxide Nano fluid. The Nano particles are formed by
using precipitation method and their fluids are formed by adding surfactants to the base fluid. The comparative
study on the Heat exchanger is made by using the CuO Nano Fluid and Hot water. The analysis and the results
shows that the overall heat transfer rate increases when subjected to Nano Fluids. The ethylene glycol fluid used
along with copper oxide Nano fluid will offer resistance to fouling.
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.
Sachpazis:Terzaghi Bearing Capacity Estimation in simple terms with Calculati...Dr.Costas Sachpazis
Terzaghi's soil bearing capacity theory, developed by Karl Terzaghi, is a fundamental principle in geotechnical engineering used to determine the bearing capacity of shallow foundations. This theory provides a method to calculate the ultimate bearing capacity of soil, which is the maximum load per unit area that the soil can support without undergoing shear failure. The Calculation HTML Code included.
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.
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.
About
Indigenized remote control interface card suitable for MAFI system CCR equipment. Compatible for IDM8000 CCR. Backplane mounted serial and TCP/Ethernet communication module for CCR remote access. IDM 8000 CCR remote control on serial and TCP protocol.
• Remote control: Parallel or serial interface.
• Compatible with MAFI CCR system.
• Compatible with IDM8000 CCR.
• Compatible with Backplane mount serial communication.
• Compatible with commercial and Defence aviation CCR system.
• Remote control system for accessing CCR and allied system over serial or TCP.
• Indigenized local Support/presence in India.
• Easy in configuration using DIP switches.
Technical Specifications
Indigenized remote control interface card suitable for MAFI system CCR equipment. Compatible for IDM8000 CCR. Backplane mounted serial and TCP/Ethernet communication module for CCR remote access. IDM 8000 CCR remote control on serial and TCP protocol.
Key Features
Indigenized remote control interface card suitable for MAFI system CCR equipment. Compatible for IDM8000 CCR. Backplane mounted serial and TCP/Ethernet communication module for CCR remote access. IDM 8000 CCR remote control on serial and TCP protocol.
• Remote control: Parallel or serial interface
• Compatible with MAFI CCR system
• Copatiable with IDM8000 CCR
• Compatible with Backplane mount serial communication.
• Compatible with commercial and Defence aviation CCR system.
• Remote control system for accessing CCR and allied system over serial or TCP.
• Indigenized local Support/presence in India.
Application
• Remote control: Parallel or serial interface.
• Compatible with MAFI CCR system.
• Compatible with IDM8000 CCR.
• Compatible with Backplane mount serial communication.
• Compatible with commercial and Defence aviation CCR system.
• Remote control system for accessing CCR and allied system over serial or TCP.
• Indigenized local Support/presence in India.
• Easy in configuration using DIP switches.
Cosmetic shop management system project report.pdfKamal Acharya
Buying new cosmetic products is difficult. It can even be scary for those who have sensitive skin and are prone to skin trouble. The information needed to alleviate this problem is on the back of each product, but it's thought to interpret those ingredient lists unless you have a background in chemistry.
Instead of buying and hoping for the best, we can use data science to help us predict which products may be good fits for us. It includes various function programs to do the above mentioned tasks.
Data file handling has been effectively used in the program.
The automated cosmetic shop management system should deal with the automation of general workflow and administration process of the shop. The main processes of the system focus on customer's request where the system is able to search the most appropriate products and deliver it to the customers. It should help the employees to quickly identify the list of cosmetic product that have reached the minimum quantity and also keep a track of expired date for each cosmetic product. It should help the employees to find the rack number in which the product is placed.It is also Faster and more efficient way.
Student information management system project report ii.pdfKamal Acharya
Our project explains about the student management. This project mainly explains the various actions related to student details. This project shows some ease in adding, editing and deleting the student details. It also provides a less time consuming process for viewing, adding, editing and deleting the marks of the students.
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.