EV range is affected by cold weather and use of air conditioning and lights, which use battery energy. Most EV batteries are expected to last over 10 years, with capacity decreasing to 80% of original after that time. Lithium-ion batteries are commonly used in EVs due to their higher energy density and lower environmental impact compared to other battery technologies.
This presentation summarizes the history and workings of batteries. It discusses how batteries convert chemical energy to electrical energy through oxidation-reduction reactions. Key battery types include alkaline batteries used in devices and lithium-ion batteries that have higher energy density. Rechargeable batteries can be reused, saving money and resources compared to disposable batteries. Research is ongoing to develop lithium-air batteries that could significantly increase energy storage capacity over lithium-ion batteries.
This document discusses various battery technologies including primary and secondary cells. It provides details on dry cells, lead-acid batteries, nickel-cadmium batteries, and fuel cells. The key points are:
- Primary cells cannot be recharged while secondary cells can be recharged by passing current in the opposite direction.
- Dry cells are inexpensive but have a limited shelf life. Lead-acid batteries are rechargeable and commonly used in vehicles. Nickel-cadmium batteries can be recharged hundreds of times.
- Fuel cells directly convert chemical energy to electrical energy and include hydrogen-oxygen and methanol-oxygen types. They do not require recharging and have applications in space, military, and stationary power
This document provides an overview of fuel cells presented by Mahida Hiren R. It begins with an introduction to fuel cells, explaining that they convert hydrogen and oxygen into water and produce electricity and heat in the process. It then discusses the various types of fuel cells, including hydrogen oxygen cells, phosphoric acid cells, molten carbonate cells, solid oxide cells, and cells using fuels like methanol, ammonia, and hydrazine. The document also covers fuel cell design principles, operation, efficiency, applications, and the sources of polarization that reduce fuel cell performance.
This document defines batteries and describes three main types: primary batteries, secondary batteries, and fuel cells. It provides examples for each type. Primary batteries, like lithium and lead-acid cells, produce current through a non-reversible chemical reaction and are disposable. Secondary batteries, such as lead-acid and nickel-cadmium, are rechargeable through the reversal of their chemical reactions. Fuel cells generate electricity through electrochemical reactions and can include hydrogen-oxygen cells. The document focuses on the chemistry, components, reactions, and uses of common battery types.
This document discusses different types of batteries including primary batteries, secondary batteries, and fuel cells. It provides definitions and examples of each type. Primary batteries include lithium cells and Leclanche cells which produce electricity through a non-reversible chemical reaction and cannot be recharged. Secondary batteries like lead-acid and nickel-cadmium batteries allow for recharging through a reversible reaction. Fuel cells like hydrogen-oxygen continuously produce electricity through redox reactions as long as fuel and oxidant are supplied.
The document discusses different types of batteries, including nickel-cadmium, alkaline, lithium-iodine, mercury, and lead-acid batteries. It provides the chemical reactions, components, and properties of each battery type. In particular, it notes that nickel-cadmium and lead-acid batteries are rechargeable because their reaction products cling to the electrodes, allowing the reactions to be run in reverse when an external voltage is applied. Alkaline batteries are not rechargeable because their reaction products do not remain attached to the electrodes.
This presentation summarizes the history and workings of batteries. It discusses how batteries convert chemical energy to electrical energy through oxidation-reduction reactions. Key battery types include alkaline batteries used in devices and lithium-ion batteries that have higher energy density. Rechargeable batteries can be reused, saving money and resources compared to disposable batteries. Research is ongoing to develop lithium-air batteries that could significantly increase energy storage capacity over lithium-ion batteries.
This document discusses various battery technologies including primary and secondary cells. It provides details on dry cells, lead-acid batteries, nickel-cadmium batteries, and fuel cells. The key points are:
- Primary cells cannot be recharged while secondary cells can be recharged by passing current in the opposite direction.
- Dry cells are inexpensive but have a limited shelf life. Lead-acid batteries are rechargeable and commonly used in vehicles. Nickel-cadmium batteries can be recharged hundreds of times.
- Fuel cells directly convert chemical energy to electrical energy and include hydrogen-oxygen and methanol-oxygen types. They do not require recharging and have applications in space, military, and stationary power
This document provides an overview of fuel cells presented by Mahida Hiren R. It begins with an introduction to fuel cells, explaining that they convert hydrogen and oxygen into water and produce electricity and heat in the process. It then discusses the various types of fuel cells, including hydrogen oxygen cells, phosphoric acid cells, molten carbonate cells, solid oxide cells, and cells using fuels like methanol, ammonia, and hydrazine. The document also covers fuel cell design principles, operation, efficiency, applications, and the sources of polarization that reduce fuel cell performance.
This document defines batteries and describes three main types: primary batteries, secondary batteries, and fuel cells. It provides examples for each type. Primary batteries, like lithium and lead-acid cells, produce current through a non-reversible chemical reaction and are disposable. Secondary batteries, such as lead-acid and nickel-cadmium, are rechargeable through the reversal of their chemical reactions. Fuel cells generate electricity through electrochemical reactions and can include hydrogen-oxygen cells. The document focuses on the chemistry, components, reactions, and uses of common battery types.
This document discusses different types of batteries including primary batteries, secondary batteries, and fuel cells. It provides definitions and examples of each type. Primary batteries include lithium cells and Leclanche cells which produce electricity through a non-reversible chemical reaction and cannot be recharged. Secondary batteries like lead-acid and nickel-cadmium batteries allow for recharging through a reversible reaction. Fuel cells like hydrogen-oxygen continuously produce electricity through redox reactions as long as fuel and oxidant are supplied.
The document discusses different types of batteries, including nickel-cadmium, alkaline, lithium-iodine, mercury, and lead-acid batteries. It provides the chemical reactions, components, and properties of each battery type. In particular, it notes that nickel-cadmium and lead-acid batteries are rechargeable because their reaction products cling to the electrodes, allowing the reactions to be run in reverse when an external voltage is applied. Alkaline batteries are not rechargeable because their reaction products do not remain attached to the electrodes.
This document provides information about different types of batteries. It begins with an overview of the basic electrochemistry involved in batteries, including the components (electrolyte, anode, cathode, container) and redox reactions. It then discusses various primary (non-rechargeable) batteries like zinc-carbon, silver oxide, and alkaline batteries. Rechargeable batteries covered include nickel-cadmium (Ni-Cd), nickel-metal hydride (Ni-MH), lead-acid, and lithium-ion. Specifications discussed are voltage, size, capacity (amp-hours), and rechargeability. Concerns with different battery types like toxicity (cadmium) and memory effect are also summarized.
Cells and batteries produce electricity through chemical reactions. Primary cells like zinc-carbon and alkaline cells are disposable, while secondary cells like lead-acid batteries can be recharged. Zinc-carbon cells use zinc and manganese dioxide electrodes with a paste electrolyte, producing 1.5 volts. Alkaline cells last longer with zinc and manganese dioxide electrodes in an alkaline electrolyte. Fuel cells like alkaline fuel cells continuously supply reactants to produce electricity, avoiding energy losses of power stations. Fuel cells may power vehicles as an alternative to combustion engines.
This document provides an overview of fuel cells, including their construction, working, types, advantages, disadvantages, and applications. It describes how a fuel cell works by converting chemical energy from hydrogen into electrical energy through an electrochemical reaction with oxygen. The main types of fuel cells covered are alkaline fuel cells, phosphoric acid fuel cells, molten carbonate fuel cells, and solid oxide fuel cells. The advantages include high efficiency, zero emissions, and quiet operation. Disadvantages include the high cost of the technology and fuel production. Applications mentioned include power generation, transportation, portable electronics, and backup power supplies.
Battery semester 1 chemistry for study.pptxparth510336
The nickel-cadmium battery uses nickel oxide hydroxide and cadmium as electrodes. It was invented in 1899 and further improved to be sealed and absorb gases generated during charging. Ni-Cd batteries were commonly used in power tools, radios, and cameras due to their high current delivery and rapid recharging ability. However, concerns over cadmium toxicity and the development of newer batteries like nickel-metal hydride and lithium-ion that are cheaper and less toxic have reduced Ni-Cd battery usage.
The document discusses potential battery technologies, including lithium-rich layered oxide cathodes that could deliver high capacity over 300 mAh/g when paired with silicon or sulfur anodes. It also examines coating technologies that could stabilize high-voltage cathode materials and protect silicon anodes from polysulfide dissolution to improve battery life. The author suggests lithium-rich NCA cathode paired with a polysulfide-repellent coated silicon anode could provide a long-life, high-energy battery if technical challenges around volume change and dissolution are addressed.
Batteries -Introduction – Types of Batteries – discharging and charging of battery - characteristics of battery –battery rating- various tests on battery- – Primary battery: silver button cell- Secondary battery :Ni-Cd battery-modern battery: lithium ion battery-maintenance of batteries-choices of batteries for electric vehicle applications.
Fuel Cells: Introduction- importance and classification of fuel cells - description, principle, components, applications of fuel cells: H2-O2 fuel cell, alkaline fuel cell, molten carbonate fuel cell and direct methanol fuel cells.
The document discusses different types of batteries, including primary batteries that cannot be recharged and secondary batteries that can be recharged. It describes the Leclanche cell (zinc-carbon battery), the lead-acid battery, and the nickel-metal hydride battery. For each battery type, it provides details on the electrochemical reactions, components, applications, and advantages and disadvantages. The lead-acid battery discussion includes how it works in its charged and discharged states. The nickel-metal hydride battery section explains the chemical reactions during charging and discharging.
Study of Battery charging and discharging on different loads.pptxAniketMazumderB1333
This document summarizes a report on studying the charging and discharging characteristics of different battery types and combinations. It discusses lead acid and lithium-ion batteries, including their chemistry, types, and applications. The objectives are to observe and analyze the state of charge and charging current of batteries in series and parallel combinations with different loads using MATLAB Simulink and Simscape. Key results include identifying the time to charge different battery types separately and together, variations in charging current characteristics, and analyzing charging curves and waveforms.
Zinc-air batteries use zinc as the anode and oxygen from the air as the cathode. They have a high energy density and range from button cells to applications in electric vehicles. Zinc reacts with hydroxyl ions at the anode to form zincate, releasing electrons. The zincate then decays into zinc oxide and water, which is recycled at the cathode. Reactions produce around 1.35-1.4 volts.
This document discusses materials used in batteries. It begins by introducing primary batteries such as zinc-carbon and alkaline batteries. It describes their characteristics and applications. Secondary batteries like lead-acid, nickel-cadmium, nickel-metal hydride, and lithium-ion batteries are then discussed, outlining their chemistries, characteristics, and uses. The document also provides a case study on the processing of lithium-ion batteries, describing steps such as mixing materials, coating electrodes, compression, drying, assembly, electrolyte filling, formation, grading, and packaging. Key materials used in batteries like various cathode and anode materials are also summarized.
1. The document describes a chemistry project on constructing a dry cell battery. It provides details on the components, chemical reactions, and construction process.
2. The student, Ashwini Kumar Sah, constructed a dry cell under the guidance of his teacher. The constructed dry cell was tested and found to produce a voltage of 1.49V.
3. The document includes an introduction to dry cells and their components, the aim of the experiment, theory on primary and secondary cells, procedures, observations, and conclusion.
Solar radiation and related terms, measurement of solar radiation, solar energy collectors-flate plate collector, air collector, concentrating collectors, application and advantages of various collectors, solar energy storage system (thermal, chemical, mechanical), solar pond, application of solar energy
This document discusses different types of secondary batteries, also known as rechargeable batteries. It describes lead-acid batteries, nickel-cadmium batteries, nickel-metal hydride batteries, and lithium-ion batteries. For each battery type, it provides details on the electrode materials and chemical reactions involved in charging and discharging. Secondary batteries are able to undergo reversible chemical reactions, allowing them to be recharged by applying electrical energy and providing power when needed.
This document provides information about cells and batteries. It defines a galvanic cell as the combination of two metals (electrodes) in an aqueous solution that produces electrical energy from chemical energy. A battery is made of two or more galvanic cells connected together. Primary cells, like zinc-carbon and alkaline batteries, are designed to be used once and discarded, while secondary cells, like lead-acid and nickel-cadmium batteries, can be recharged by an external power source. The document then describes various types of primary and secondary cells and their applications.
BATTERY.pptx presentation Introduction to Electric vehiclesAlistairPinto
Batteries contain chemical energy that is converted to electrical energy through redox reactions between positive and negative electrodes separated by an electrolyte. Common battery types for electric vehicles include lead-acid, nickel-cadmium, nickel-metal hydride, lithium-ion, and lithium polymer. These differ in materials used for electrodes and electrolytes, as well as their energy densities, costs, and environmental impacts. Lithium-ion batteries currently dominate the electric vehicle market due to their high energy density and lack of memory effect.
Alkaline batteries use zinc and manganese dioxide in a chemical reaction with a potassium hydroxide electrolyte to generate electricity. They are constructed with a zinc anode, manganese dioxide cathode, and potassium hydroxide electrolyte contained in a steel cylinder. The chemical reaction involves the oxidation of zinc and reduction of manganese dioxide. Alkaline batteries have advantages over zinc-carbon batteries like better performance at low temperatures and non-toxic materials.
I Hope You all like it very much. I wish it is beneficial for all of you and you can get enough knowledge from it. Clear and appropriate objectives, in terms of what the audience ought to feel, think, and do as a result of seeing the presentation. Objectives are realistic – and may be intermediate parts of a wider plan.
KuberTENes Birthday Bash Guadalajara - K8sGPT first impressionsVictor Morales
K8sGPT is a tool that analyzes and diagnoses Kubernetes clusters. This presentation was used to share the requirements and dependencies to deploy K8sGPT in a local environment.
This document provides information about different types of batteries. It begins with an overview of the basic electrochemistry involved in batteries, including the components (electrolyte, anode, cathode, container) and redox reactions. It then discusses various primary (non-rechargeable) batteries like zinc-carbon, silver oxide, and alkaline batteries. Rechargeable batteries covered include nickel-cadmium (Ni-Cd), nickel-metal hydride (Ni-MH), lead-acid, and lithium-ion. Specifications discussed are voltage, size, capacity (amp-hours), and rechargeability. Concerns with different battery types like toxicity (cadmium) and memory effect are also summarized.
Cells and batteries produce electricity through chemical reactions. Primary cells like zinc-carbon and alkaline cells are disposable, while secondary cells like lead-acid batteries can be recharged. Zinc-carbon cells use zinc and manganese dioxide electrodes with a paste electrolyte, producing 1.5 volts. Alkaline cells last longer with zinc and manganese dioxide electrodes in an alkaline electrolyte. Fuel cells like alkaline fuel cells continuously supply reactants to produce electricity, avoiding energy losses of power stations. Fuel cells may power vehicles as an alternative to combustion engines.
This document provides an overview of fuel cells, including their construction, working, types, advantages, disadvantages, and applications. It describes how a fuel cell works by converting chemical energy from hydrogen into electrical energy through an electrochemical reaction with oxygen. The main types of fuel cells covered are alkaline fuel cells, phosphoric acid fuel cells, molten carbonate fuel cells, and solid oxide fuel cells. The advantages include high efficiency, zero emissions, and quiet operation. Disadvantages include the high cost of the technology and fuel production. Applications mentioned include power generation, transportation, portable electronics, and backup power supplies.
Battery semester 1 chemistry for study.pptxparth510336
The nickel-cadmium battery uses nickel oxide hydroxide and cadmium as electrodes. It was invented in 1899 and further improved to be sealed and absorb gases generated during charging. Ni-Cd batteries were commonly used in power tools, radios, and cameras due to their high current delivery and rapid recharging ability. However, concerns over cadmium toxicity and the development of newer batteries like nickel-metal hydride and lithium-ion that are cheaper and less toxic have reduced Ni-Cd battery usage.
The document discusses potential battery technologies, including lithium-rich layered oxide cathodes that could deliver high capacity over 300 mAh/g when paired with silicon or sulfur anodes. It also examines coating technologies that could stabilize high-voltage cathode materials and protect silicon anodes from polysulfide dissolution to improve battery life. The author suggests lithium-rich NCA cathode paired with a polysulfide-repellent coated silicon anode could provide a long-life, high-energy battery if technical challenges around volume change and dissolution are addressed.
Batteries -Introduction – Types of Batteries – discharging and charging of battery - characteristics of battery –battery rating- various tests on battery- – Primary battery: silver button cell- Secondary battery :Ni-Cd battery-modern battery: lithium ion battery-maintenance of batteries-choices of batteries for electric vehicle applications.
Fuel Cells: Introduction- importance and classification of fuel cells - description, principle, components, applications of fuel cells: H2-O2 fuel cell, alkaline fuel cell, molten carbonate fuel cell and direct methanol fuel cells.
The document discusses different types of batteries, including primary batteries that cannot be recharged and secondary batteries that can be recharged. It describes the Leclanche cell (zinc-carbon battery), the lead-acid battery, and the nickel-metal hydride battery. For each battery type, it provides details on the electrochemical reactions, components, applications, and advantages and disadvantages. The lead-acid battery discussion includes how it works in its charged and discharged states. The nickel-metal hydride battery section explains the chemical reactions during charging and discharging.
Study of Battery charging and discharging on different loads.pptxAniketMazumderB1333
This document summarizes a report on studying the charging and discharging characteristics of different battery types and combinations. It discusses lead acid and lithium-ion batteries, including their chemistry, types, and applications. The objectives are to observe and analyze the state of charge and charging current of batteries in series and parallel combinations with different loads using MATLAB Simulink and Simscape. Key results include identifying the time to charge different battery types separately and together, variations in charging current characteristics, and analyzing charging curves and waveforms.
Zinc-air batteries use zinc as the anode and oxygen from the air as the cathode. They have a high energy density and range from button cells to applications in electric vehicles. Zinc reacts with hydroxyl ions at the anode to form zincate, releasing electrons. The zincate then decays into zinc oxide and water, which is recycled at the cathode. Reactions produce around 1.35-1.4 volts.
This document discusses materials used in batteries. It begins by introducing primary batteries such as zinc-carbon and alkaline batteries. It describes their characteristics and applications. Secondary batteries like lead-acid, nickel-cadmium, nickel-metal hydride, and lithium-ion batteries are then discussed, outlining their chemistries, characteristics, and uses. The document also provides a case study on the processing of lithium-ion batteries, describing steps such as mixing materials, coating electrodes, compression, drying, assembly, electrolyte filling, formation, grading, and packaging. Key materials used in batteries like various cathode and anode materials are also summarized.
1. The document describes a chemistry project on constructing a dry cell battery. It provides details on the components, chemical reactions, and construction process.
2. The student, Ashwini Kumar Sah, constructed a dry cell under the guidance of his teacher. The constructed dry cell was tested and found to produce a voltage of 1.49V.
3. The document includes an introduction to dry cells and their components, the aim of the experiment, theory on primary and secondary cells, procedures, observations, and conclusion.
Solar radiation and related terms, measurement of solar radiation, solar energy collectors-flate plate collector, air collector, concentrating collectors, application and advantages of various collectors, solar energy storage system (thermal, chemical, mechanical), solar pond, application of solar energy
This document discusses different types of secondary batteries, also known as rechargeable batteries. It describes lead-acid batteries, nickel-cadmium batteries, nickel-metal hydride batteries, and lithium-ion batteries. For each battery type, it provides details on the electrode materials and chemical reactions involved in charging and discharging. Secondary batteries are able to undergo reversible chemical reactions, allowing them to be recharged by applying electrical energy and providing power when needed.
This document provides information about cells and batteries. It defines a galvanic cell as the combination of two metals (electrodes) in an aqueous solution that produces electrical energy from chemical energy. A battery is made of two or more galvanic cells connected together. Primary cells, like zinc-carbon and alkaline batteries, are designed to be used once and discarded, while secondary cells, like lead-acid and nickel-cadmium batteries, can be recharged by an external power source. The document then describes various types of primary and secondary cells and their applications.
BATTERY.pptx presentation Introduction to Electric vehiclesAlistairPinto
Batteries contain chemical energy that is converted to electrical energy through redox reactions between positive and negative electrodes separated by an electrolyte. Common battery types for electric vehicles include lead-acid, nickel-cadmium, nickel-metal hydride, lithium-ion, and lithium polymer. These differ in materials used for electrodes and electrolytes, as well as their energy densities, costs, and environmental impacts. Lithium-ion batteries currently dominate the electric vehicle market due to their high energy density and lack of memory effect.
Alkaline batteries use zinc and manganese dioxide in a chemical reaction with a potassium hydroxide electrolyte to generate electricity. They are constructed with a zinc anode, manganese dioxide cathode, and potassium hydroxide electrolyte contained in a steel cylinder. The chemical reaction involves the oxidation of zinc and reduction of manganese dioxide. Alkaline batteries have advantages over zinc-carbon batteries like better performance at low temperatures and non-toxic materials.
I Hope You all like it very much. I wish it is beneficial for all of you and you can get enough knowledge from it. Clear and appropriate objectives, in terms of what the audience ought to feel, think, and do as a result of seeing the presentation. Objectives are realistic – and may be intermediate parts of a wider plan.
KuberTENes Birthday Bash Guadalajara - K8sGPT first impressionsVictor Morales
K8sGPT is a tool that analyzes and diagnoses Kubernetes clusters. This presentation was used to share the requirements and dependencies to deploy K8sGPT in a local environment.
A SYSTEMATIC RISK ASSESSMENT APPROACH FOR SECURING THE SMART IRRIGATION SYSTEMSIJNSA Journal
The smart irrigation system represents an innovative approach to optimize water usage in agricultural and landscaping practices. The integration of cutting-edge technologies, including sensors, actuators, and data analysis, empowers this system to provide accurate monitoring and control of irrigation processes by leveraging real-time environmental conditions. The main objective of a smart irrigation system is to optimize water efficiency, minimize expenses, and foster the adoption of sustainable water management methods. This paper conducts a systematic risk assessment by exploring the key components/assets and their functionalities in the smart irrigation system. The crucial role of sensors in gathering data on soil moisture, weather patterns, and plant well-being is emphasized in this system. These sensors enable intelligent decision-making in irrigation scheduling and water distribution, leading to enhanced water efficiency and sustainable water management practices. Actuators enable automated control of irrigation devices, ensuring precise and targeted water delivery to plants. Additionally, the paper addresses the potential threat and vulnerabilities associated with smart irrigation systems. It discusses limitations of the system, such as power constraints and computational capabilities, and calculates the potential security risks. The paper suggests possible risk treatment methods for effective secure system operation. In conclusion, the paper emphasizes the significant benefits of implementing smart irrigation systems, including improved water conservation, increased crop yield, and reduced environmental impact. Additionally, based on the security analysis conducted, the paper recommends the implementation of countermeasures and security approaches to address vulnerabilities and ensure the integrity and reliability of the system. By incorporating these measures, smart irrigation technology can revolutionize water management practices in agriculture, promoting sustainability, resource efficiency, and safeguarding against potential security threats.
Understanding Inductive Bias in Machine LearningSUTEJAS
This presentation explores the concept of inductive bias in machine learning. It explains how algorithms come with built-in assumptions and preferences that guide the learning process. You'll learn about the different types of inductive bias and how they can impact the performance and generalizability of machine learning models.
The presentation also covers the positive and negative aspects of inductive bias, along with strategies for mitigating potential drawbacks. We'll explore examples of how bias manifests in algorithms like neural networks and decision trees.
By understanding inductive bias, you can gain valuable insights into how machine learning models work and make informed decisions when building and deploying them.
DEEP LEARNING FOR SMART GRID INTRUSION DETECTION: A HYBRID CNN-LSTM-BASED MODELgerogepatton
As digital technology becomes more deeply embedded in power systems, protecting the communication
networks of Smart Grids (SG) has emerged as a critical concern. Distributed Network Protocol 3 (DNP3)
represents a multi-tiered application layer protocol extensively utilized in Supervisory Control and Data
Acquisition (SCADA)-based smart grids to facilitate real-time data gathering and control functionalities.
Robust Intrusion Detection Systems (IDS) are necessary for early threat detection and mitigation because
of the interconnection of these networks, which makes them vulnerable to a variety of cyberattacks. To
solve this issue, this paper develops a hybrid Deep Learning (DL) model specifically designed for intrusion
detection in smart grids. The proposed approach is a combination of the Convolutional Neural Network
(CNN) and the Long-Short-Term Memory algorithms (LSTM). We employed a recent intrusion detection
dataset (DNP3), which focuses on unauthorized commands and Denial of Service (DoS) cyberattacks, to
train and test our model. The results of our experiments show that our CNN-LSTM method is much better
at finding smart grid intrusions than other deep learning algorithms used for classification. In addition,
our proposed approach improves accuracy, precision, recall, and F1 score, achieving a high detection
accuracy rate of 99.50%.
Embedded machine learning-based road conditions and driving behavior monitoringIJECEIAES
Car accident rates have increased in recent years, resulting in losses in human lives, properties, and other financial costs. An embedded machine learning-based system is developed to address this critical issue. The system can monitor road conditions, detect driving patterns, and identify aggressive driving behaviors. The system is based on neural networks trained on a comprehensive dataset of driving events, driving styles, and road conditions. The system effectively detects potential risks and helps mitigate the frequency and impact of accidents. The primary goal is to ensure the safety of drivers and vehicles. Collecting data involved gathering information on three key road events: normal street and normal drive, speed bumps, circular yellow speed bumps, and three aggressive driving actions: sudden start, sudden stop, and sudden entry. The gathered data is processed and analyzed using a machine learning system designed for limited power and memory devices. The developed system resulted in 91.9% accuracy, 93.6% precision, and 92% recall. The achieved inference time on an Arduino Nano 33 BLE Sense with a 32-bit CPU running at 64 MHz is 34 ms and requires 2.6 kB peak RAM and 139.9 kB program flash memory, making it suitable for resource-constrained embedded systems.
2. Battery Range
Smooth driving with gentle acceleration and minimal braking has the most impact on
range – as it does in any vehicle.
Range is also affected by cold weather as well as the use of air conditioning (heating or
cooling) and other items (such as lights). This is because these systems use battery
energy. Vehicle manufacturers are using solutions such as LED exterior lights to reduce
consumption. Control systems can also minimize the energy used by additional items.
EV range is affected by cold weather and the use of air conditioning and lights.
Mains powered pre-heating (or cooling) is now common, allowing the driver to start their
journey with the interior at a comfortable temperature without draining the battery.
One plus point is that EVs don’t need a warm-up period like many conventional ICE
vehicles in the winter.
3. Battery Life & Recycling
Manufacturers usually consider the end of life for a battery to be when the battery
capacity drops to 80% of its rated capacity. This means that if the original battery
has a range of 100 km from a full charge, after 8–10 years of use the range may
reduce to 80 km. However, batteries can still deliver usable power below 80%
charge capacity.
A number of vehicle manufacturers have designed the battery to last the lifetime
of the car. Tesla car batteries are supposed to last around 300,000 to 500,000
miles or about 1,500 times of charging and discharging.
4. Important Terms
Oxidation is Loss of Electrons (De-electronification).
Reduction is Gain of Electrons (Electronification).
For Galvanic Cells:
Anode is negative and Cathode is positive
For Electrolytic Cells:
Anode is positive and Cathode is negative
Electrolyte: liquid or gel that contains ions and can be decomposed by
electrolysis. Strong electrolyte having high ionic conductivity.
6. Lithium-ion (Li-ion)
Lithium-ion batteries have a lower environmental impact than other battery
technologies, including lead–acid, nickel– cadmium and nickel–metal hydride.
This is because the cells are composed of more environmentally benign
materials. They do not contain heavy metals (cadmium for example) or
compounds that are considered toxic, such as lead or nickel. Lithium iron
phosphate is essentially a fertilizer. As more recycled materials are used, the
overall environmental impact will be reduced.
Today’s batteries have an energy density of approximately 140 Wh/kg or more in
some cases, but have the potential to go as high as 280 Wh/kg.
7. One issue with this type of battery is that in cold conditions the lithium-ions’ movement
is slower during the charging process. This tends to make them reach the electrons on
the surface of the anode rather than inside it. Also, using a charging current that is
too high creates elemental lithium. This can be deposited on top of the anode covering
the surface, which can seal the passage. This is known as lithium plating. Research
is ongoing and one possible solution could be to warm up the battery before charging.
Lithium-ion (Li-ion)
8.
9.
10. Lithium-ion (Li-ion)
The main sources of lithium for EV batteries are salt lakes and salt pans, which
produce the soluble salt lithium chloride. The main producers of lithium are South
America (Chile, Argentina and Bolivia), Australia, Canada and China.
Worldwide reserves are estimated to be about 30 million tons. Around 0.3 kg of
lithium is required per kWh of battery storage.
Lithium-ion cells are considered nonhazardous and they contain useful
elements that can be recycled.
The volume of lithium recycling at the time of writing is relatively small, but it is
growing. Lithium-ion cells are considered non-hazardous and they contain useful
elements that can be recycled. Lithium, metals (copper, aluminium, steel), plastic,
cobalt and lithium salts can all be recovered.
11. Sodium–nickel chloride (Na–NiCl2)
Cathode is positive and anode is negative.
Na/NiCl2 secondary battery is an energy storage system based on
electrochemical charge/discharge reactions that occur between a positive
electrode (cathode) consisting mainly of nickel (Ni) and sodium chloride (NaCl)
and a negative electrode (anode) that is typically made of sodium (Na).
Molten salt batteries (including liquid metal batteries) are a class of battery that
uses molten salts as an electrolyte and offers both a high energy density and a
high power density.
12. Sodium–nickel chloride (Na–NiCl2)
Charge density depends on the distribution of electric charge and it can be
positive or negative. The charge density will be the measure of electric
charge per unit area of a surface, or per unit volume of a body or field.
Thermal batteries use an electrolyte that is solid and inactive at normal
ambient temperatures.
They can be stored indefinitely (over 50 years) yet provide full power in an instant
when required. Once activated, they provide a burst of high power for a short
period (a few tens of seconds) to 60 minutes or more, with output ranging from a
few watts to several kilowatts. The high power capability is due to the very high
ionic conductivity of the molten salt, which is three orders of magnitude (or
more) greater than that of the sulfuric acid in a lead– acid car battery.
13. Sodium–nickel chloride (Na–NiCl2)
Sodium is attractive because of its high potential of 2.71 V, low weight, non-toxic
nature, relative abundance and ready availability, and its low cost. In order to
construct practical batteries, the sodium must be used in liquid form. The melting
point of sodium is 98°C (208°F).
Sodium-based batteries must operate at high temperatures between 400 and
700°C, with newer designs running at temperatures between 245 and 350°C.
14. Sodium–sulphur (Na–S)
Cathode is positive and anode is negative.
The sodium–sulphur or Na–S battery consists of a cathode of liquid sodium into
which is placed a current collector. This is a solid electrode of alumina (a form of
aluminium oxide). A metal can that is in contact with the anode (a sulphur
electrode) surrounds the whole assembly. The major problem with this system is
that the running temperature needs to be 300–350°C. A heater rated at a few
hundred watts forms part of the charging circuit. This maintains the battery
temperature when the vehicle is not running.
16. Lead–acid batteries (Pb–Pb02)
Gaston Planté was the French physicist who invented the lead–acid battery in
1859.
Cathode is Lead Oxide and Anode is Lead Sulphate
A battery requires little attention other than the following when necessary:
Clean corrosion from terminals using hot water.
Terminals should be coated with petroleum jelly or Vaseline, not ordinary grease.
Battery tops should be clean and dry.
If not sealed, cells should be topped up with distilled water 3 mm above the
plates.
19. Alkaline (Ni–Cad, Ni–Fe and Ni–MH)
The main components of the nickel–cadmium
positive plate – nickel hydrate (NiOOH)
negative plate – cadmium (Cd)
electrolyte – potassium hydroxide (KOH) and water (H2 O).
The process of charging involves the oxygen moving from the negative plate to
the positive plate, and the reverse when discharging. When fully charged, the
negative plate becomes pure cadmium and the positive plate becomes nickel
hydrate.
23. Fuel Cells
Operation of a fuel cell is such that as hydrogen is passed over an electrode (the
anode), which is coated with a catalyst, the hydrogen diffuses into the electrolyte.
This causes electrons to be stripped off the hydrogen atoms. These electrons
then pass through the external circuit. Negatively charged hydrogen anions (OH)
are formed at the electrode over which oxygen is passed such that it also diffuses
into the solution. These anions move through the electrolyte to the anode. Water
is formed as the by-product of a reaction involving the hydrogen ions, electrons
and oxygen atoms. If the heat generated by the fuel cell is used, an efficiency of
over 80% is possible, together with a very good energy density figure.
A unit consisting of many individual fuel cells is often referred to as a stack.
24. Fuel Cells
The working temperature of fuel cells varies but about 200°C is typical. High
pressure is also used and this can be of the order of 30 bar.
Many combinations of fuel and oxidant are possible for fuel cells. Though hydrogen–
oxygen is conceptually simple, hydrogen has some practical difficulties, including that it is
a gas at standard temperature and pressure and that there does not currently exist an
infrastructure for distributing hydrogen to domestic users. More readily usable, at least in
the short term, would be a fuel cell powered by a more easily handled fuel. To this end,
fuel cells have been developed that run on methanol. There are two types of fuel cell that
use methanol:
reformed methanol fuel cell (RMFC)
direct methanol fuel cell (DMFC).
In the RMFC, a reaction is used to release hydrogen from the methanol, and then the fuel
cell runs on hydrogen. The methanol is used as a carrier for hydrogen. The DMFC uses
methanol directly. RMFCs can be made more efficient in the use of fuel than DMFCs, but
are more complex.
25. Super-capacitors
Super- or ultra-capacitors are very high-capacity but (relatively) low-size capacitors.
These two characteristics are achieved by employing several distinct electrode
materials prepared using special processes. Some state-of-the-art ultra-capacitors are
based on high surface area, ruthenium dioxide (RuO2 ) and carbon electrodes.
Ruthenium is extremely expensive and available only in very limited amounts.
Definition Super- or ultra-capacitors are very high capacity but (relatively) low-size
capacitors.
Electrochemical capacitors are used for high-power applications such as cellular
electronics, power conditioning, industrial lasers, medical equipment and power
electronics in conventional, electric and hybrid vehicles. In conventional vehicles, ultra
capacitors could be used to reduce the need for large alternators for meeting
intermittent high-peak power demands related to power steering and braking. Ultra-
capacitors recover braking energy dissipated as heat and can be used to reduce
losses in electric power steering
26. Super-capacitors
Capacitors can be charged in a very short space of time (compared with
batteries).
One system in use on a hybrid bus uses 30 ultra-capacitors to store 1600 kJ of
electrical energy (20 farads at 400 V). The capacitor bank has a mass of 950 kg. Use
of this technology allows recovery of energy when braking, which would otherwise
have been lost because the capacitors can be charged in a very short space of time.
The energy in the capacitors can also be used very quickly for rapid acceleration.
27.
28. Flywheel
Flywheel technology is one possible answer. A company known as Fly-brid produces
a mechanically compact kinetic energy recovery system (KERS). Flywheel
technology itself is not new. Flywheel energy storage has been used in hybrid
vehicles such as buses, trams and prototype cars before, but the installation tended
to be heavy and the gyroscopic forces of the flywheel were significant. The new
system overcomes these limitations with a compact and relatively lightweight carbon
and steel flywheel.
29. Flywheel
KERS captures and stores energy that is otherwise lost during vehicle
deceleration events. As the vehicle slows, kinetic energy is recovered through the
KERS continuously variable transmission (CVT) or clutched transmission (CFT)
and stored by accelerating a flywheel. As the vehicle gathers speed energy is
released from the flywheel, via the CVT or CFT, back into the driveline. Using this
stored energy to reaccelerate the vehicle in place of energy from the engine
reduces engine fuel consumption and CO2 emissions.
Flywheel systems offer an interesting alternative to batteries or super-capacitors.
In a direct comparison they are less complex, more compact and lighter weight.
However, the technology challenges involved in a flywheel that can rotate at
speeds up to 64,000 rpm, extracting the energy and keeping it safe, should not be
underestimated.