This document summarizes research on enhancing heat transfer in solar evacuated tube water heaters using aluminum oxide (Al2O3) nanofluid. Key points:
- Al2O3 nanofluid was prepared using a two-step method and tested at 0.4% volume concentration to determine its thermal properties.
- An experimental setup was designed using a jacketed heat exchanger tank to allow hard water and distilled water to exchange heat without direct contact.
- Testing of the Al2O3 nanofluid and experimental setup aims to quantify the potential increase in efficiency of solar water heating systems using nanofluids.
EXPERIMENTAL INVESTIGATION OF THERMAL PERFORMANCE OF CURTAIN-WALL-INTEGRATED ...ijiert bestjournal
A wall-integrated solar heating system refers to an archite ctural design approach that combines hot water generation with the building's construction sys tem. This combination allows this system to feature a hot water generation function and b ecome part of the building fa�ade. Environmental control devices and/or designs in buildings that are capable of harvesting solar thermal energy can effectively capture and st ore this solar energy and provide energy through the use of,for instance,a hot water system or a low-power thermoelectric material. Thermal energy storage (TES) is the key component f or such solar energy use,and it is one of the most promising and sustainable methods for energy stora ge in buildings. The TES systems used in buildings can be easily divided into three type s:sensible,latent,and thermo chemical energy storage (TCES).Because of its numerous advantages,such as its wide range of storage temperatures,high thermal capacity,non toxic ity,low cost,and easy obtain ability,water is often used as the storage medium in a sol ar water heating (SWH) system for domestic solar utilization.
Enhancing Photoelectric Conversion Efficiency of Solar Panel by Water CoolingIJAPEJOURNAL
Photovoltaic solar cell generates electricity by receiving solar irradiance. The electrical efficiency of photovoltaic (PV) cell is adversely affected by the significant increase of cell operating temperature during absorption of solar radiation. This undesirable effect can be partially avoided by cooling the back side of the photovoltaic panel using water absorption sponge which was fixed on of PV panel and maintain wet condition by circulation of drop by drop water. The objective of the present work is to reduce the temperature of the solar cell in order to increase its electrical efficiency. Experiments were performed with and without water cooling. A linear trend between the efficiency and temperature was found. Without cooling, the temperature of the panel was high and solar cells were achieved an efficiency of 8–9%. However, when the panel was operated under water cooling condition, the temperature dropped maximally by 40C leading to an increase in efficiency of solar cells by 12%.
EXPERIMENTAL INVESTIGATION OF THERMAL PERFORMANCE OF CURTAIN-WALL-INTEGRATED ...ijiert bestjournal
A wall-integrated solar heating system refers to an archite ctural design approach that combines hot water generation with the building's construction sys tem. This combination allows this system to feature a hot water generation function and b ecome part of the building fa�ade. Environmental control devices and/or designs in buildings that are capable of harvesting solar thermal energy can effectively capture and st ore this solar energy and provide energy through the use of,for instance,a hot water system or a low-power thermoelectric material. Thermal energy storage (TES) is the key component f or such solar energy use,and it is one of the most promising and sustainable methods for energy stora ge in buildings. The TES systems used in buildings can be easily divided into three type s:sensible,latent,and thermo chemical energy storage (TCES).Because of its numerous advantages,such as its wide range of storage temperatures,high thermal capacity,non toxic ity,low cost,and easy obtain ability,water is often used as the storage medium in a sol ar water heating (SWH) system for domestic solar utilization.
Enhancing Photoelectric Conversion Efficiency of Solar Panel by Water CoolingIJAPEJOURNAL
Photovoltaic solar cell generates electricity by receiving solar irradiance. The electrical efficiency of photovoltaic (PV) cell is adversely affected by the significant increase of cell operating temperature during absorption of solar radiation. This undesirable effect can be partially avoided by cooling the back side of the photovoltaic panel using water absorption sponge which was fixed on of PV panel and maintain wet condition by circulation of drop by drop water. The objective of the present work is to reduce the temperature of the solar cell in order to increase its electrical efficiency. Experiments were performed with and without water cooling. A linear trend between the efficiency and temperature was found. Without cooling, the temperature of the panel was high and solar cells were achieved an efficiency of 8–9%. However, when the panel was operated under water cooling condition, the temperature dropped maximally by 40C leading to an increase in efficiency of solar cells by 12%.
Each solar thermal plant can provide different parameters to be treated and evaluated, mostly temperature measurements, pressure specifications, heat transfer values. This data collection can be quite expensive taking into account the important number of sensors and data loggers and their specifications. Hence to assure flexibility in the data collection at a low cost, many hardware and software specifications can be adopted. Here we built an inexpensive data logger based on the Arduino board and IDE to collect and store incoming data from Resol DeltaSol regulators integrated in different solar water heating systems. The objective of this study is to allow massive synchronized measurements with high resolution to be stored into an SD card through the Arduino platform. The measurements are given by multiple sensors (temperature, pump speed, relay states) connected to the regulator. The results from the tests of the plant connected to the data logger are provided later on, alongside the commercial aspects of the built data logging device. After a month of daily measurements, the data logger showed an outstanding performance with an extreme low cost compared to industrial datalogger.
The field of thermoelectrics has been growing steadily due to its ability to convert heat directly into electricity and to develop cost
effective, pollution free forms of energy conversion, aiming at efficiencies as high as possible. Low-dimensional structures have proved to be promising candidates for enhancing the thermoelectric properties of semiconductors. Here, we discuss the idea of implementation of dense arrays of armchair graphene nanoribbons in microfabricated structures to develop planar unileg thermoelectric microgenerators to convert heat fl ow into electrical energy. This paper is a discussion on energy scavenging to provide power autonomy to devices on a human body i.e., thermoelectric conversion of human heat and thereby summarizes the advantages of this material for commercial use because of its extra ordinary thermo electric performance.
Performance of water and diluted ethylene glycol as coolants for electronic c...IJERA Editor
As the number of transistors increases with new generation of microprocessor chips, the power draw and heat load to dissipate during operation increases. As a result of increasing the heat loads and heat fluxes the Conventional cooling technologies such as fan, heat sinks are unable to absorb and heat transfer excess heat dissipated by these new microprocessor. So, new technologies are needed to improve the heat removal capacity. In the present work single phase liquid cooling system with mini channel is analyzed and experimentally investigated. Mini channels are chosen as to provide higher heat transfer co-efficient than conventional channel. Copper pipes of 0.36 mm diameter are taken to fabricate heat sink and heat exchanger. A pump is used to circulate the fluid through heat sink and heat exchanger. A solid heated aluminium block to simulate heat generated electronic component is used and electrical input is supplied to the heated aluminium block and cooling system is placed over the heated block. The performance of the cooling system is analyzed from the experimental data obtained. It is experimentally observed that the mini channel liquid cooling system with water as a coolant has better performance than diluted ethylene glycol as coolant at different flow rates. The surface temperature of the heated aluminium block with convective heat transfer co-efficient is observed
Time-dependent hydraulic conductivity during secondary consolidation of clayinventionjournals
Secondary consolidation occurs when excess pore pressure has dissipated in saturated compressible clay soils subjected to increased effective stress by the application of external loads. This paper provides time-dependent formulas for the hydraulic conductivity and the porosity during secondary consolidation. The formulas express the hydraulic conductivity and the porosity in terms of the void ratio during secondary consolidation. The intervening functional coefficients are obtainable from 1-D consolidation testing. An example illustrates the application of this paper’s results.
International Journal of Engineering Research and Applications (IJERA) is an open access online peer reviewed international journal that publishes research and review articles in the fields of Computer Science, Neural Networks, Electrical Engineering, Software Engineering, Information Technology, Mechanical Engineering, Chemical Engineering, Plastic Engineering, Food Technology, Textile Engineering, Nano Technology & science, Power Electronics, Electronics & Communication Engineering, Computational mathematics, Image processing, Civil Engineering, Structural Engineering, Environmental Engineering, VLSI Testing & Low Power VLSI Design etc.
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
This paper deals with high energy consuming induction holding furnace. The improved version of coil design along with additional electrical interlocks and alarm, modified hydraulic controls, strengthening mechanical structures and energy saving proposals at holding furnace fume extraction system ensures trouble free operation of furnace and hence continuity of production at all the planned plant operational days. This project involves in purchasing of D-section copper extruded coil from Europe–Switzerland for its extended length from existing 3 meters long to 9 Meters which enables in reduction of coil joints. The performance of the holding furnace has improved in terms ofits energy consumption per ton of liquid metal. The payback period for the estimated investment will be less than 2 years.
Experimental studies on PCM filled Flat Plate Solar Water Heater without and ...IJERA Editor
Flat Plate Solar Water Heater (FPSWH) is commonly used to harvest solar energy. Solar concentration
techniques help to achieve higher temperatures of energy. The aim of this article is to compare the performance
of a Fresnel lens glazed Flat Plate Solar Water Heater with Phase Change Material (PCM) with that provided
with an ordinary glazing. The effect of solar concentration using Fresnel lens on energy storage in PCM and heat
gained by water are studied and compared with that having an ordinary glazing. Experiments showed 47%
improvements in the heat gained by water.
OSI Steel Pvt Ltd (OSI) was incorporated as a private limited company for steel trading. The company then entered into a 50:50 Joint venture with a Japanese Steel Trading House, for promoting Japanese Steel Mills to the Indian customers. In the year 2011 OSI was fortunate to become the direct Trading house for Hyundai Steel, Korea.
International Journal of Computational Engineering Research(IJCER) ijceronline
nternational 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.
Siddhakala Renewable Energy System Pvt. Ltd. is a popular Manufacturer and Supplier of Solar Water Heater, Solar Lanterns, Residential, Systems and Solar Street Lights and Service Provider of Solar Water Heater. Our business network is very wide and our products and products are largely provided at leading prices. With our transparent marketing polices, Siddhakala Renewable Energy System stand as the most reliable name in the market. Siddhakala Renewable Energy System is one of the well known MNRE approved manufactures of Solar Water heating systems. We are CRISIL rated company also have ISO certification. Siddhakala Renewable Energy System is also Channel Partners with Ministry of New Renewable Energy (MNRE). Siddhakala Renewable Energy System has our own equipped manufacturing Unit in MIDC Wai. Which is one of the largest manufacturing units in Maharashtra? Siddhakala Renewable Energy System is installed thousands of system. Our corporate office is located in Maharashtra and Siddhakala Renewable Energy System work in modern infrastructure to provide advanced support and increase our production. Our equipment's are well tested, secure and are highly reliable.
Thermal Performance Evaluation of Wax Type Solar Distillation SystemIOSRJMCE
The alternative energy sources are new option in front of world to overcome energy crisis and pollution related issues. The solar energy, wind energy and bio mass are three major sources and out of these three energy sources solar energy is the easiest source to extract useful energy because the wind energy can be useful particularly in coastal area where there is high wind velocity and energy extraction bio mass needs either chemical conversion or thermo chemical conversion process. The objective of present work is to developed solar distillation system consists of wax as phase change material to improve the thermal performance.
Each solar thermal plant can provide different parameters to be treated and evaluated, mostly temperature measurements, pressure specifications, heat transfer values. This data collection can be quite expensive taking into account the important number of sensors and data loggers and their specifications. Hence to assure flexibility in the data collection at a low cost, many hardware and software specifications can be adopted. Here we built an inexpensive data logger based on the Arduino board and IDE to collect and store incoming data from Resol DeltaSol regulators integrated in different solar water heating systems. The objective of this study is to allow massive synchronized measurements with high resolution to be stored into an SD card through the Arduino platform. The measurements are given by multiple sensors (temperature, pump speed, relay states) connected to the regulator. The results from the tests of the plant connected to the data logger are provided later on, alongside the commercial aspects of the built data logging device. After a month of daily measurements, the data logger showed an outstanding performance with an extreme low cost compared to industrial datalogger.
The field of thermoelectrics has been growing steadily due to its ability to convert heat directly into electricity and to develop cost
effective, pollution free forms of energy conversion, aiming at efficiencies as high as possible. Low-dimensional structures have proved to be promising candidates for enhancing the thermoelectric properties of semiconductors. Here, we discuss the idea of implementation of dense arrays of armchair graphene nanoribbons in microfabricated structures to develop planar unileg thermoelectric microgenerators to convert heat fl ow into electrical energy. This paper is a discussion on energy scavenging to provide power autonomy to devices on a human body i.e., thermoelectric conversion of human heat and thereby summarizes the advantages of this material for commercial use because of its extra ordinary thermo electric performance.
Performance of water and diluted ethylene glycol as coolants for electronic c...IJERA Editor
As the number of transistors increases with new generation of microprocessor chips, the power draw and heat load to dissipate during operation increases. As a result of increasing the heat loads and heat fluxes the Conventional cooling technologies such as fan, heat sinks are unable to absorb and heat transfer excess heat dissipated by these new microprocessor. So, new technologies are needed to improve the heat removal capacity. In the present work single phase liquid cooling system with mini channel is analyzed and experimentally investigated. Mini channels are chosen as to provide higher heat transfer co-efficient than conventional channel. Copper pipes of 0.36 mm diameter are taken to fabricate heat sink and heat exchanger. A pump is used to circulate the fluid through heat sink and heat exchanger. A solid heated aluminium block to simulate heat generated electronic component is used and electrical input is supplied to the heated aluminium block and cooling system is placed over the heated block. The performance of the cooling system is analyzed from the experimental data obtained. It is experimentally observed that the mini channel liquid cooling system with water as a coolant has better performance than diluted ethylene glycol as coolant at different flow rates. The surface temperature of the heated aluminium block with convective heat transfer co-efficient is observed
Time-dependent hydraulic conductivity during secondary consolidation of clayinventionjournals
Secondary consolidation occurs when excess pore pressure has dissipated in saturated compressible clay soils subjected to increased effective stress by the application of external loads. This paper provides time-dependent formulas for the hydraulic conductivity and the porosity during secondary consolidation. The formulas express the hydraulic conductivity and the porosity in terms of the void ratio during secondary consolidation. The intervening functional coefficients are obtainable from 1-D consolidation testing. An example illustrates the application of this paper’s results.
International Journal of Engineering Research and Applications (IJERA) is an open access online peer reviewed international journal that publishes research and review articles in the fields of Computer Science, Neural Networks, Electrical Engineering, Software Engineering, Information Technology, Mechanical Engineering, Chemical Engineering, Plastic Engineering, Food Technology, Textile Engineering, Nano Technology & science, Power Electronics, Electronics & Communication Engineering, Computational mathematics, Image processing, Civil Engineering, Structural Engineering, Environmental Engineering, VLSI Testing & Low Power VLSI Design etc.
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
This paper deals with high energy consuming induction holding furnace. The improved version of coil design along with additional electrical interlocks and alarm, modified hydraulic controls, strengthening mechanical structures and energy saving proposals at holding furnace fume extraction system ensures trouble free operation of furnace and hence continuity of production at all the planned plant operational days. This project involves in purchasing of D-section copper extruded coil from Europe–Switzerland for its extended length from existing 3 meters long to 9 Meters which enables in reduction of coil joints. The performance of the holding furnace has improved in terms ofits energy consumption per ton of liquid metal. The payback period for the estimated investment will be less than 2 years.
Experimental studies on PCM filled Flat Plate Solar Water Heater without and ...IJERA Editor
Flat Plate Solar Water Heater (FPSWH) is commonly used to harvest solar energy. Solar concentration
techniques help to achieve higher temperatures of energy. The aim of this article is to compare the performance
of a Fresnel lens glazed Flat Plate Solar Water Heater with Phase Change Material (PCM) with that provided
with an ordinary glazing. The effect of solar concentration using Fresnel lens on energy storage in PCM and heat
gained by water are studied and compared with that having an ordinary glazing. Experiments showed 47%
improvements in the heat gained by water.
OSI Steel Pvt Ltd (OSI) was incorporated as a private limited company for steel trading. The company then entered into a 50:50 Joint venture with a Japanese Steel Trading House, for promoting Japanese Steel Mills to the Indian customers. In the year 2011 OSI was fortunate to become the direct Trading house for Hyundai Steel, Korea.
International Journal of Computational Engineering Research(IJCER) ijceronline
nternational 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.
Siddhakala Renewable Energy System Pvt. Ltd. is a popular Manufacturer and Supplier of Solar Water Heater, Solar Lanterns, Residential, Systems and Solar Street Lights and Service Provider of Solar Water Heater. Our business network is very wide and our products and products are largely provided at leading prices. With our transparent marketing polices, Siddhakala Renewable Energy System stand as the most reliable name in the market. Siddhakala Renewable Energy System is one of the well known MNRE approved manufactures of Solar Water heating systems. We are CRISIL rated company also have ISO certification. Siddhakala Renewable Energy System is also Channel Partners with Ministry of New Renewable Energy (MNRE). Siddhakala Renewable Energy System has our own equipped manufacturing Unit in MIDC Wai. Which is one of the largest manufacturing units in Maharashtra? Siddhakala Renewable Energy System is installed thousands of system. Our corporate office is located in Maharashtra and Siddhakala Renewable Energy System work in modern infrastructure to provide advanced support and increase our production. Our equipment's are well tested, secure and are highly reliable.
Thermal Performance Evaluation of Wax Type Solar Distillation SystemIOSRJMCE
The alternative energy sources are new option in front of world to overcome energy crisis and pollution related issues. The solar energy, wind energy and bio mass are three major sources and out of these three energy sources solar energy is the easiest source to extract useful energy because the wind energy can be useful particularly in coastal area where there is high wind velocity and energy extraction bio mass needs either chemical conversion or thermo chemical conversion process. The objective of present work is to developed solar distillation system consists of wax as phase change material to improve the thermal performance.
PERFORMANCE STUDY OF A PHASE CHANGE MATERIAL ASSISTED SOLAR STILLIAEME Publication
A Solar still is a simple device, which is used to produce drinking water using energy of sun. Its low productivity is of great concern. Lauric acid is used as energy storage medium in the solar still to produce drinking water in the off sunshine hours. To examine the effects of use of PCM in the solar still for same total daily solar intensity on energy and exergy efficiency, experiments were carried out on two similar double slope solar still at Allahabad (250 28ꞌN, 810 54ꞌE) U.P. India. PCM is used in one of the still for the purpose of comparison with conventional still. It is observed that the exergy efficiency increases by 40% when lauric acid is used as energy storage medium in the solar still.
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.
Democratizing Fuzzing at Scale by Abhishek Aryaabh.arya
Presented at NUS: Fuzzing and Software Security Summer School 2024
This keynote talks about the democratization of fuzzing at scale, highlighting the collaboration between open source communities, academia, and industry to advance the field of fuzzing. It delves into the history of fuzzing, the development of scalable fuzzing platforms, and the empowerment of community-driven research. The talk will further discuss recent advancements leveraging AI/ML and offer insights into the future evolution of the fuzzing landscape.
Vaccine management system project report documentation..pdfKamal Acharya
The Division of Vaccine and Immunization is facing increasing difficulty monitoring vaccines and other commodities distribution once they have been distributed from the national stores. With the introduction of new vaccines, more challenges have been anticipated with this additions posing serious threat to the already over strained vaccine supply chain system in Kenya.
Event Management System Vb Net Project Report.pdfKamal Acharya
In present era, the scopes of information technology growing with a very fast .We do not see any are untouched from this industry. The scope of information technology has become wider includes: Business and industry. Household Business, Communication, Education, Entertainment, Science, Medicine, Engineering, Distance Learning, Weather Forecasting. Carrier Searching and so on.
My project named “Event Management System” is software that store and maintained all events coordinated in college. It also helpful to print related reports. My project will help to record the events coordinated by faculties with their Name, Event subject, date & details in an efficient & effective ways.
In my system we have to make a system by which a user can record all events coordinated by a particular faculty. In our proposed system some more featured are added which differs it from the existing system such as security.
TECHNICAL TRAINING MANUAL GENERAL FAMILIARIZATION COURSEDuvanRamosGarzon1
AIRCRAFT GENERAL
The Single Aisle is the most advanced family aircraft in service today, with fly-by-wire flight controls.
The A318, A319, A320 and A321 are twin-engine subsonic medium range aircraft.
The family offers a choice of engines
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.
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.
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.