Insulation and Dielectric Breakdown Design Paper SM54Subhash Mahla
This document provides an overview of considerations for designing high voltage electrical insulation systems that will operate in sub-atmospheric environments. It discusses factors like operating voltage, temperature, pressure, and contamination that affect insulation performance. It also summarizes key insulation design challenges for different voltage ranges, like corona inception below 50V, flashover strength, breakdown of solid dielectrics, resistivity, and aging effects over time. The goal is to present general guidance on insulation material selection and design techniques to help ensure reliable high voltage systems.
This document discusses winding insulating materials used in transformers. It describes the key electrical properties insulating materials must have, including high electrical resistivity and high dielectric strength. It then classifies insulating materials into solid, liquid, and gaseous types based on their substance. It further classifies materials based on their maximum operating temperature. Common materials discussed include paper, cotton, mica, oils, and gases. Characteristics of good insulating materials and their application areas in transformers are also summarized.
This document provides an overview of the content covered in an electrical machines course, including transformers, induction motors, synchronous machines, and alternators/generators. The key topics covered are transformer construction, operation, losses/efficiency, voltage regulation, parallel operation, and auxiliary equipment. Assessment includes theory and practical tests. The document then discusses transformer construction in more detail, covering core types, laminations, winding types, insulation, and tanks.
This document summarizes key concepts related to conductive and dielectric materials. It discusses mechanically processed forms of conductive materials and commonly used materials like copper. It also discusses high and low resistivity materials, contact materials, fusible materials, and carbon as a filament. Additionally, it covers dielectric constants, dielectric strength, polarization mechanisms, and factors affecting dielectric properties. Dielectric materials are classified and their uses discussed.
This document discusses different types of components used in electrical distribution systems. It describes cables used at different voltage levels and their construction, including the core, insulation, metallic sheath, bedding, armoring and serving. The key types of cables discussed are belted cables suitable for voltages up to 11kV, screened cables up to 66kV, and pressure cables over 66kV. The document also outlines advantages and disadvantages of underground cables compared to overhead lines.
This document discusses issues with contactors and relays in the field, including common customer complaints and causes of failures. It also covers the high costs associated with components and manufacturing processes. The desire for design changes to reduce costs while maintaining reliability is expressed. Standards and customer requirements that may limit design improvements are outlined. Finally, the document provides details on magnetic circuits, coil design considerations, and terms related to AC contactor coils.
This document discusses common failures in contactors and relays, including burned contacts, burned coils, open coils, and stripped screws. It explains the causes of these failures and their severity. It also covers the high costs associated with components like silver contacts, coils, and magnets. The document proposes design changes to reduce costs while maintaining reliability and discusses standards and customer requirements that may limit changes.
Presesntation for electrical equipments in distribution systemSanjay jha
This document discusses different types of electrical distribution equipment including insulators, arresters, transformers and substations. It provides examples of porcelain, glass and polymer insulators and their properties and applications. The document also discusses how to excel in the electrical field by making learning interesting and questioning design choices. It provides a high-level overview of key electrical distribution components.
Insulation and Dielectric Breakdown Design Paper SM54Subhash Mahla
This document provides an overview of considerations for designing high voltage electrical insulation systems that will operate in sub-atmospheric environments. It discusses factors like operating voltage, temperature, pressure, and contamination that affect insulation performance. It also summarizes key insulation design challenges for different voltage ranges, like corona inception below 50V, flashover strength, breakdown of solid dielectrics, resistivity, and aging effects over time. The goal is to present general guidance on insulation material selection and design techniques to help ensure reliable high voltage systems.
This document discusses winding insulating materials used in transformers. It describes the key electrical properties insulating materials must have, including high electrical resistivity and high dielectric strength. It then classifies insulating materials into solid, liquid, and gaseous types based on their substance. It further classifies materials based on their maximum operating temperature. Common materials discussed include paper, cotton, mica, oils, and gases. Characteristics of good insulating materials and their application areas in transformers are also summarized.
This document provides an overview of the content covered in an electrical machines course, including transformers, induction motors, synchronous machines, and alternators/generators. The key topics covered are transformer construction, operation, losses/efficiency, voltage regulation, parallel operation, and auxiliary equipment. Assessment includes theory and practical tests. The document then discusses transformer construction in more detail, covering core types, laminations, winding types, insulation, and tanks.
This document summarizes key concepts related to conductive and dielectric materials. It discusses mechanically processed forms of conductive materials and commonly used materials like copper. It also discusses high and low resistivity materials, contact materials, fusible materials, and carbon as a filament. Additionally, it covers dielectric constants, dielectric strength, polarization mechanisms, and factors affecting dielectric properties. Dielectric materials are classified and their uses discussed.
This document discusses different types of components used in electrical distribution systems. It describes cables used at different voltage levels and their construction, including the core, insulation, metallic sheath, bedding, armoring and serving. The key types of cables discussed are belted cables suitable for voltages up to 11kV, screened cables up to 66kV, and pressure cables over 66kV. The document also outlines advantages and disadvantages of underground cables compared to overhead lines.
This document discusses issues with contactors and relays in the field, including common customer complaints and causes of failures. It also covers the high costs associated with components and manufacturing processes. The desire for design changes to reduce costs while maintaining reliability is expressed. Standards and customer requirements that may limit design improvements are outlined. Finally, the document provides details on magnetic circuits, coil design considerations, and terms related to AC contactor coils.
This document discusses common failures in contactors and relays, including burned contacts, burned coils, open coils, and stripped screws. It explains the causes of these failures and their severity. It also covers the high costs associated with components like silver contacts, coils, and magnets. The document proposes design changes to reduce costs while maintaining reliability and discusses standards and customer requirements that may limit changes.
Presesntation for electrical equipments in distribution systemSanjay jha
This document discusses different types of electrical distribution equipment including insulators, arresters, transformers and substations. It provides examples of porcelain, glass and polymer insulators and their properties and applications. The document also discusses how to excel in the electrical field by making learning interesting and questioning design choices. It provides a high-level overview of key electrical distribution components.
Chapter Five Corona and Overhead line Insulators.pptxssuserc8d444
Corona and overhead line insulators are discussed. Corona occurs when the electrostatic stress around a conductor exceeds 30 kV/cm, producing a faint glow and noise. It causes power loss and radio interference. Several factors affect corona like conductor size, spacing, voltage, frequency, and atmosphere. Insulators provide insulation between conductors and supports to prevent leakage currents. Common materials are porcelain, glass, and synthetic resin. Different types of insulators include pin, suspension, strain, shackle, and stay insulators. The potential is unevenly distributed in a suspension insulator string due to shunt capacitances. Methods to improve string efficiency include using a longer crossarm or grading insulator units.
This document discusses common failures in contactors and relays seen in the field, including burned contacts, burned coils, open coils, and loose connections. It describes the causes and severity of these failures, and notes the high cost of replacing failed components in installed equipment. The document also outlines expensive materials and processes used in contactors, such as silver contacts and coil manufacturing. It proposes potential design changes to reduce costs while maintaining reliability.
Common failures of contactors include burned contacts, burned coils, open coils, and stripped screws or loose connections on terminals. These failures can be caused by issues like voltage that is too low or high, environmental factors, and unreliable component terminations. Left unaddressed, these failures can lead to safety and reliability issues for critical systems and costly repairs.
Corrosion is an electrochemical process that causes the degradation of metal materials due to their interaction with the environment. It is a complex process influenced by physical, chemical, metallurgical, electrochemical, and thermodynamic factors. Cathodic protection is a technique used to reduce corrosion of metal surfaces by making them the cathode of an electrochemical cell. It involves connecting the metal structure to be protected to an external source of electrons (anode) to prevent corrosion at the anode site. Common methods of cathodic protection include impressed current cathodic protection using external power sources and sacrificial anode cathodic protection using reactive metals like zinc and magnesium as anodes.
Modern underground power cables are sophisticated assemblies of insulators, conductors and protective materials. Within these components are sensors, which enable cable operators to monitor conditions along the cable in real time.
The condition of the cable insulation is usually monitored through the following two main methods:
Loss tangent measurements
Partial discharge (PD) measurements
The document discusses various issues that can cause failures in contactors and relays, including burned contacts, burned coils, open coils, and stripped screws. It also discusses the high costs associated with components like silver contacts, coil wire, magnets, and housings. The document proposes some potential design changes to reduce costs and improve reliability, while also addressing standards and customer requirements that may limit changes.
The document discusses the design considerations for electrical installations. It covers topics like supply systems, distribution systems, conductors and cables, protection devices, earthing, and circuit breakers. The key points are:
1) Electrical supply systems are classified based on voltage into LV, MV, HV and EHV ranges. Distribution systems can be single or three-phase using 2, 3 or 4-wire configurations.
2) Selection of cables considers current rating, voltage drop and insulation ability to withstand temperatures. Stranded conductors improve flexibility. Fuses and circuit breakers protect against overloads, short circuits and earth faults.
3) Earthing is important for safety and connects earth terminals to electrodes buried in
- Solids have higher breakdown strength than gases or liquids, but once broken down they cannot recover.
- Factors that affect breakdown in solids include temperature, mechanical strength, impurities, and permittivity.
- Mechanisms for breakdown include intrinsic, electromechanical, thermal, electrochemical, treeing, and tracking.
- Intrinsic breakdown occurs on extremely short timescales and depends on the migration of free electrons.
Breakdown due to Internal Discharges and Surface BreakdownAsim Raza
Electrical breakdown occurs when the voltage applied across an insulator exceeds its breakdown voltage, causing it to become electrically conductive. Breakdown can be caused by internal discharges within voids in solid insulators or at boundaries with electrodes. These internal discharges erode the insulating material over time through carbonization and heating, eventually leading to complete breakdown. Surface breakdown, or flashover, occurs when a conducting path forms on the insulating surface, allowing current flow and sparking that further degrades the insulation. Tracking is the formation of a permanent conducting carbon path, while erosion gradually weakens the material over time.
An electric cable is composed of a conductor, usually copper, surrounded by insulation to contain the electric current flow. Cables use color coding and markings like green insulation with yellow stripes for easy wire identification and safety. Different cable types exist for various applications - coaxial cable has a copper conductor surrounded by insulation and shielding for uses like TV, while shielded and unshielded twisted pair cables are used in networks with twisted wire pairs providing interference cancellation. Materials like copper, aluminum, and alloys are commonly used for cable conductors.
This document discusses the electrical properties and factors affecting the resistance of conducting materials. It describes how resistance increases with temperature, thickness, and certain alloys. Common conducting materials like copper, brass, and bronze are discussed due to their high conductivity. Materials with higher resistivity like nickel and alloys are also summarized for applications requiring greater resistance like heating elements. Classification of materials into low and high resistivity types is covered along with their suitable applications based on properties.
Electrical Works – House Wiring & CablesSSudhaVelan
This document discusses types of electrical cables used in house wiring. It describes several types of cables including heat resistant flame retardant cables, flame resistant low smoke cables, and halogen free low smoke cables. It also discusses cable components like the conductor, insulation, auxiliary elements, and outer sheath. Various types of insulations are described including thermoplastic and thermosetting insulations. Cable nomenclature and color coding standards are also summarized along with common units of measurement and tests performed on cables.
Transmission and Distribution - Line parameters.pptxkarthik prabhu
1. The document discusses transmission line parameters and types of transmission lines. It covers resistance, inductance, capacitance and other constants of transmission lines.
2. Different types of conductors used for transmission lines like ACSR, AAAC, and bundled conductors are described. Factors to consider while designing transmission lines are also outlined.
3. Skin effect and proximity effect, which cause non-uniform current distribution in conductors, are explained. Both effects increase resistance and depend on frequency, diameter, and spacing of conductors.
This document discusses power cables. It begins with an introduction and overview of general cable construction, including cores, insulation, metallic sheaths, bedding, armoring, and serving. It then covers the classification, properties of insulating materials, common material types used for insulation, and types of cable faults that can occur in oil impregnated paper insulated cables and extruded cables. Faults discussed include conductor-conductor, flashing, conductor-shield, serial, earth, and humid/wet faults.
Electrical discharge machining (EDM) involves using electrical sparks to erode metal surfaces. Key aspects include:
1) An electrode is used to shape electrical discharges that melt and vaporize small amounts of material from the workpiece. Common electrode materials include copper, tungsten, and graphite.
2) A dielectric fluid is used to separate the electrode and workpiece and to flush away debris. Typical fluids include oil-based fluids like kerosene.
3) An electrical charge creates sparks that momentarily melt and vaporize metal. Process parameters like voltage, gap size, and flush rate must be optimized to control the erosion process.
This document provides an overview of thin film deposition methods and thin film characterization techniques. It discusses the objectives of the course, which are to provide an understanding of thin film deposition methods, their capabilities and limitations. Hands-on demonstrations and experiments will help participants understand each deposition method and stimulate discussion. The document then summarizes various thin film deposition techniques like evaporation, sputtering, chemical vapor deposition, their principles and examples of applications. It also summarizes various characterization techniques used to analyze thin films and determine properties like composition, structure, thickness and defects.
This document provides information about the Casting, Forming & Welding (ME31007) course offered by the Department of Mechanical Engineering. It outlines the course content, schedule, assessment details and references. The course covers casting, forming and welding topics over 19 hours. Welding topics include introduction, processes, energy sources, fluxes, welding arc physics, heat flow, joint design, defects, metallurgy and brazing. Assessment is based on end semester exam, mid semester exam, two class tests and assignments. Lectures cover welding science, heat transfer mechanisms, microstructural zones, continuity mechanisms and specific processes like oxy-fuel gas welding.
This document discusses power cables and their properties. It covers several topics:
- The electrical properties of cables including conductor resistance, capacitance, inductance, and electrical field.
- Insulation materials used in cables like PVC, XLPE, and EPR and their advantages and disadvantages.
- Factors that influence cable breakdown voltage and how to prevent cable faults.
- The effects of sheath on cable losses and how to reduce them.
- Tests conducted on cables and cable fault localization.
Specification and Use of a Flux ConcentratorFluxtrol Inc.
http://fluxtrol.com
Overview:
Basics of Magnetic Flux Control
Effect of Flux Controllers on Different Coil Styles
Materials for Magnetic Flux Control
Influence of Magnetic Permeability
Selecting the Proper Flux Concentrator
Crankshaft Hardening Inductors
strain insulator must have considerable mechanical strength as well as the ne...Karthikkumar Shanmugam
When suspension string is used to sustain extraordinary tensile load of conductor it is referred
as string insulator. When there is a dead end or there is a sharp corner in transmission line, thline has to sustain a great tensile load of conductor or strain. A strain insulator must have
considerable mechanical strength as well as the necessary electrical insulating properties.
Understand the structure of power system, computation of transmission line pa...Karthikkumar Shanmugam
This document outlines the course structure and content for EE8402 TRANSMISSION AND DISTRIBUTION. The course is divided into 5 units that cover topics such as transmission line parameters, modeling transmission line performance, mechanical design of transmission lines, underground cables, and distribution systems. Textbooks and references used for the course are also listed.
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Chapter Five Corona and Overhead line Insulators.pptxssuserc8d444
Corona and overhead line insulators are discussed. Corona occurs when the electrostatic stress around a conductor exceeds 30 kV/cm, producing a faint glow and noise. It causes power loss and radio interference. Several factors affect corona like conductor size, spacing, voltage, frequency, and atmosphere. Insulators provide insulation between conductors and supports to prevent leakage currents. Common materials are porcelain, glass, and synthetic resin. Different types of insulators include pin, suspension, strain, shackle, and stay insulators. The potential is unevenly distributed in a suspension insulator string due to shunt capacitances. Methods to improve string efficiency include using a longer crossarm or grading insulator units.
This document discusses common failures in contactors and relays seen in the field, including burned contacts, burned coils, open coils, and loose connections. It describes the causes and severity of these failures, and notes the high cost of replacing failed components in installed equipment. The document also outlines expensive materials and processes used in contactors, such as silver contacts and coil manufacturing. It proposes potential design changes to reduce costs while maintaining reliability.
Common failures of contactors include burned contacts, burned coils, open coils, and stripped screws or loose connections on terminals. These failures can be caused by issues like voltage that is too low or high, environmental factors, and unreliable component terminations. Left unaddressed, these failures can lead to safety and reliability issues for critical systems and costly repairs.
Corrosion is an electrochemical process that causes the degradation of metal materials due to their interaction with the environment. It is a complex process influenced by physical, chemical, metallurgical, electrochemical, and thermodynamic factors. Cathodic protection is a technique used to reduce corrosion of metal surfaces by making them the cathode of an electrochemical cell. It involves connecting the metal structure to be protected to an external source of electrons (anode) to prevent corrosion at the anode site. Common methods of cathodic protection include impressed current cathodic protection using external power sources and sacrificial anode cathodic protection using reactive metals like zinc and magnesium as anodes.
Modern underground power cables are sophisticated assemblies of insulators, conductors and protective materials. Within these components are sensors, which enable cable operators to monitor conditions along the cable in real time.
The condition of the cable insulation is usually monitored through the following two main methods:
Loss tangent measurements
Partial discharge (PD) measurements
The document discusses various issues that can cause failures in contactors and relays, including burned contacts, burned coils, open coils, and stripped screws. It also discusses the high costs associated with components like silver contacts, coil wire, magnets, and housings. The document proposes some potential design changes to reduce costs and improve reliability, while also addressing standards and customer requirements that may limit changes.
The document discusses the design considerations for electrical installations. It covers topics like supply systems, distribution systems, conductors and cables, protection devices, earthing, and circuit breakers. The key points are:
1) Electrical supply systems are classified based on voltage into LV, MV, HV and EHV ranges. Distribution systems can be single or three-phase using 2, 3 or 4-wire configurations.
2) Selection of cables considers current rating, voltage drop and insulation ability to withstand temperatures. Stranded conductors improve flexibility. Fuses and circuit breakers protect against overloads, short circuits and earth faults.
3) Earthing is important for safety and connects earth terminals to electrodes buried in
- Solids have higher breakdown strength than gases or liquids, but once broken down they cannot recover.
- Factors that affect breakdown in solids include temperature, mechanical strength, impurities, and permittivity.
- Mechanisms for breakdown include intrinsic, electromechanical, thermal, electrochemical, treeing, and tracking.
- Intrinsic breakdown occurs on extremely short timescales and depends on the migration of free electrons.
Breakdown due to Internal Discharges and Surface BreakdownAsim Raza
Electrical breakdown occurs when the voltage applied across an insulator exceeds its breakdown voltage, causing it to become electrically conductive. Breakdown can be caused by internal discharges within voids in solid insulators or at boundaries with electrodes. These internal discharges erode the insulating material over time through carbonization and heating, eventually leading to complete breakdown. Surface breakdown, or flashover, occurs when a conducting path forms on the insulating surface, allowing current flow and sparking that further degrades the insulation. Tracking is the formation of a permanent conducting carbon path, while erosion gradually weakens the material over time.
An electric cable is composed of a conductor, usually copper, surrounded by insulation to contain the electric current flow. Cables use color coding and markings like green insulation with yellow stripes for easy wire identification and safety. Different cable types exist for various applications - coaxial cable has a copper conductor surrounded by insulation and shielding for uses like TV, while shielded and unshielded twisted pair cables are used in networks with twisted wire pairs providing interference cancellation. Materials like copper, aluminum, and alloys are commonly used for cable conductors.
This document discusses the electrical properties and factors affecting the resistance of conducting materials. It describes how resistance increases with temperature, thickness, and certain alloys. Common conducting materials like copper, brass, and bronze are discussed due to their high conductivity. Materials with higher resistivity like nickel and alloys are also summarized for applications requiring greater resistance like heating elements. Classification of materials into low and high resistivity types is covered along with their suitable applications based on properties.
Electrical Works – House Wiring & CablesSSudhaVelan
This document discusses types of electrical cables used in house wiring. It describes several types of cables including heat resistant flame retardant cables, flame resistant low smoke cables, and halogen free low smoke cables. It also discusses cable components like the conductor, insulation, auxiliary elements, and outer sheath. Various types of insulations are described including thermoplastic and thermosetting insulations. Cable nomenclature and color coding standards are also summarized along with common units of measurement and tests performed on cables.
Transmission and Distribution - Line parameters.pptxkarthik prabhu
1. The document discusses transmission line parameters and types of transmission lines. It covers resistance, inductance, capacitance and other constants of transmission lines.
2. Different types of conductors used for transmission lines like ACSR, AAAC, and bundled conductors are described. Factors to consider while designing transmission lines are also outlined.
3. Skin effect and proximity effect, which cause non-uniform current distribution in conductors, are explained. Both effects increase resistance and depend on frequency, diameter, and spacing of conductors.
This document discusses power cables. It begins with an introduction and overview of general cable construction, including cores, insulation, metallic sheaths, bedding, armoring, and serving. It then covers the classification, properties of insulating materials, common material types used for insulation, and types of cable faults that can occur in oil impregnated paper insulated cables and extruded cables. Faults discussed include conductor-conductor, flashing, conductor-shield, serial, earth, and humid/wet faults.
Electrical discharge machining (EDM) involves using electrical sparks to erode metal surfaces. Key aspects include:
1) An electrode is used to shape electrical discharges that melt and vaporize small amounts of material from the workpiece. Common electrode materials include copper, tungsten, and graphite.
2) A dielectric fluid is used to separate the electrode and workpiece and to flush away debris. Typical fluids include oil-based fluids like kerosene.
3) An electrical charge creates sparks that momentarily melt and vaporize metal. Process parameters like voltage, gap size, and flush rate must be optimized to control the erosion process.
This document provides an overview of thin film deposition methods and thin film characterization techniques. It discusses the objectives of the course, which are to provide an understanding of thin film deposition methods, their capabilities and limitations. Hands-on demonstrations and experiments will help participants understand each deposition method and stimulate discussion. The document then summarizes various thin film deposition techniques like evaporation, sputtering, chemical vapor deposition, their principles and examples of applications. It also summarizes various characterization techniques used to analyze thin films and determine properties like composition, structure, thickness and defects.
This document provides information about the Casting, Forming & Welding (ME31007) course offered by the Department of Mechanical Engineering. It outlines the course content, schedule, assessment details and references. The course covers casting, forming and welding topics over 19 hours. Welding topics include introduction, processes, energy sources, fluxes, welding arc physics, heat flow, joint design, defects, metallurgy and brazing. Assessment is based on end semester exam, mid semester exam, two class tests and assignments. Lectures cover welding science, heat transfer mechanisms, microstructural zones, continuity mechanisms and specific processes like oxy-fuel gas welding.
This document discusses power cables and their properties. It covers several topics:
- The electrical properties of cables including conductor resistance, capacitance, inductance, and electrical field.
- Insulation materials used in cables like PVC, XLPE, and EPR and their advantages and disadvantages.
- Factors that influence cable breakdown voltage and how to prevent cable faults.
- The effects of sheath on cable losses and how to reduce them.
- Tests conducted on cables and cable fault localization.
Specification and Use of a Flux ConcentratorFluxtrol Inc.
http://fluxtrol.com
Overview:
Basics of Magnetic Flux Control
Effect of Flux Controllers on Different Coil Styles
Materials for Magnetic Flux Control
Influence of Magnetic Permeability
Selecting the Proper Flux Concentrator
Crankshaft Hardening Inductors
strain insulator must have considerable mechanical strength as well as the ne...Karthikkumar Shanmugam
When suspension string is used to sustain extraordinary tensile load of conductor it is referred
as string insulator. When there is a dead end or there is a sharp corner in transmission line, thline has to sustain a great tensile load of conductor or strain. A strain insulator must have
considerable mechanical strength as well as the necessary electrical insulating properties.
Understand the structure of power system, computation of transmission line pa...Karthikkumar Shanmugam
This document outlines the course structure and content for EE8402 TRANSMISSION AND DISTRIBUTION. The course is divided into 5 units that cover topics such as transmission line parameters, modeling transmission line performance, mechanical design of transmission lines, underground cables, and distribution systems. Textbooks and references used for the course are also listed.
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The Jai Shriram Engineering College in Tirupur, India is hosting a webinar organized by its Electrical and Electronics Engineering department. The webinar will be free of cost and e-certificates will be provided to participants. Interested individuals can register online and direct any inquiries to the staff coordinator, Mr. Karthikkumar, at his email address provided.
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governments. This success may be attributed to the effective utilisation of key tools such as the Shanghai
Cooperation Organisation and the Belt and Road Economic Initiative.
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.
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.
A review on techniques and modelling methodologies used for checking electrom...nooriasukmaningtyas
The proper function of the integrated circuit (IC) in an inhibiting electromagnetic environment has always been a serious concern throughout the decades of revolution in the world of electronics, from disjunct devices to today’s integrated circuit technology, where billions of transistors are combined on a single chip. The automotive industry and smart vehicles in particular, are confronting design issues such as being prone to electromagnetic interference (EMI). Electronic control devices calculate incorrect outputs because of EMI and sensors give misleading values which can prove fatal in case of automotives. In this paper, the authors have non exhaustively tried to review research work concerned with the investigation of EMI in ICs and prediction of this EMI using various modelling methodologies and measurement setups.
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.
TIME DIVISION MULTIPLEXING TECHNIQUE FOR COMMUNICATION SYSTEMHODECEDSIET
Time Division Multiplexing (TDM) is a method of transmitting multiple signals over a single communication channel by dividing the signal into many segments, each having a very short duration of time. These time slots are then allocated to different data streams, allowing multiple signals to share the same transmission medium efficiently. TDM is widely used in telecommunications and data communication systems.
### How TDM Works
1. **Time Slots Allocation**: The core principle of TDM is to assign distinct time slots to each signal. During each time slot, the respective signal is transmitted, and then the process repeats cyclically. For example, if there are four signals to be transmitted, the TDM cycle will divide time into four slots, each assigned to one signal.
2. **Synchronization**: Synchronization is crucial in TDM systems to ensure that the signals are correctly aligned with their respective time slots. Both the transmitter and receiver must be synchronized to avoid any overlap or loss of data. This synchronization is typically maintained by a clock signal that ensures time slots are accurately aligned.
3. **Frame Structure**: TDM data is organized into frames, where each frame consists of a set of time slots. Each frame is repeated at regular intervals, ensuring continuous transmission of data streams. The frame structure helps in managing the data streams and maintaining the synchronization between the transmitter and receiver.
4. **Multiplexer and Demultiplexer**: At the transmitting end, a multiplexer combines multiple input signals into a single composite signal by assigning each signal to a specific time slot. At the receiving end, a demultiplexer separates the composite signal back into individual signals based on their respective time slots.
### Types of TDM
1. **Synchronous TDM**: In synchronous TDM, time slots are pre-assigned to each signal, regardless of whether the signal has data to transmit or not. This can lead to inefficiencies if some time slots remain empty due to the absence of data.
2. **Asynchronous TDM (or Statistical TDM)**: Asynchronous TDM addresses the inefficiencies of synchronous TDM by allocating time slots dynamically based on the presence of data. Time slots are assigned only when there is data to transmit, which optimizes the use of the communication channel.
### Applications of TDM
- **Telecommunications**: TDM is extensively used in telecommunication systems, such as in T1 and E1 lines, where multiple telephone calls are transmitted over a single line by assigning each call to a specific time slot.
- **Digital Audio and Video Broadcasting**: TDM is used in broadcasting systems to transmit multiple audio or video streams over a single channel, ensuring efficient use of bandwidth.
- **Computer Networks**: TDM is used in network protocols and systems to manage the transmission of data from multiple sources over a single network medium.
### Advantages of TDM
- **Efficient Use of Bandwidth**: TDM all
3. Three main forms
• Gaseous – vacuum, nitrogen, argon, SF6
• Liquid – mineral and vegetable oils
• Solid – glass, ceramic, paper, mica
4. Gaseous insulation
• Purpose – to absorb energy generated under highly stress
• Gases absorb radiation and electrons at specific energies
• Reasons for ionisation of gas
• Electric field acceleration causing collision of charged atoms or
electrons and neutral atoms
• Photo-ionisation
• Interaction of metastable atoms and neutral species
• Thermal ionisation
• Recombination processes
• Cathodic photoelectric emission
• Thermionic emission
• Field emission
• More specific information available in Kuffel
5. Gaseous insulation (2)
• Electron affinity of an
element is dependent
upon its electron shell
construction
• H » H- -72 kJ/mole
• O » O- -135 kJ/mole
• F » F- -330 kJ/mole
6. Gaseous insulation (3)
• Townsend and Paschen developed
characteristic information on breakdown of
gases under high electric fields
9. Liquid insulation (2)
• Electronic breakdown – field emission from
cathodic electrode surfaces inject electrons into
the liquid, ionisation from collision with electrical
field accelerated electrons cause breakdown
• Stress enhancement from suspended
particulates – spherical or fibrous particulates
affect field intensities in their vicinity and reduce
the breakdown strength from pure material
values
10. Liquid insulation (3)
• Cavity breakdown – cavities are gas bubbles
generated by localised thermal excitation or
electro-thermo-chemical reactions, these are
less able to withstand the electric field
• Electro-convection and electro-hydrodynamic
models – as dielectrics are generally non-polar
liquids they have the ability to store any charge
injected from electrodes, the movement of these
charged species under the convection and
hydrodynamic movement of the liquid will
determine stress enhancement
11. Liquid insulation (4)
• Static electrification – insulating oils in
transformers become charged as they
pass through filters, pumps, etc. In contact
with paper and pressboard, the oil stays
positively charged with negative charge
transferring to the solid insulator. New oil
and oil with additives has been found to be
less prone to this problem.
13. Solid insulation (2)
• Intrinsic breakdown – for homogeneous
materials with no faults/inclusions intrinsic
strength measured by slowly increasing
voltage until breakdown occurs,
determined by properties of material and
temperature. Assumed to arise from
electron dissociation from structure,
crossing from valence to conduction band.
14. Solid insulation (3)
• Streamer breakdown – Occurs in
embedded electrode systems, where a
cathodic electron has sufficiently long
pathlength to traverse the insulation from
cathode to anode (c.f. streamer theory in
gaseous systems)
15. Solid insulation (4)
• Electromechanical breakdown – Occurs
where charge trapped within the insulation
cause an attractive force greater than the
material can withstand.
16. Solid insulation (5)
• Edge breakdown and
treeing – Occurs at
regions where dissimilar
materials cause a
breakdown in the weaker
material. Treeing is a gas
filled channel formed in
solid material – structure
varies with material and
field strength
17. Solid insulation (5)
• Thermal breakdown –
Occurs where power
losses cause heating
of the insulation
system, affecting
material properties.
Thermal stability is
field dependent, and
is higher under dc
than ac voltage
• Thermal voltage MV/cm
• Material ac
• Muscovite mica 7 - 18
• HV steatite 9.8
• High-grade porcelain 2.8
• Capacitor paper 3.4 – 4
• Polyethylene 3.5
• Acrylic resins 0.3 - 1
18. Solid insulation (6)
• Erosion breakdown – Occurs from cavities
in insulation materials or at material
boundaries. Cavity filled with gas or liquid,
which breaks down more easily, surface of
cavity reacts to electro-chemical events
and erosion of the system results. Surface
roughening exacerbates field stresses in
the void.
19. Solid insulation (7)
• Tracking – due to formation of conductive paths on the surfaces
of insulation components. Could arise from carbonisation of
insulator, contamination of external surfaces or metallic
deposition from moving parts.
20. Insulators in Overhead lines
• Source – JST Looms, “Insulators for High
Voltages”, Peter Peregrinus Ltd
21. Function
• Mechanical and electrical purposes
• Ideally non-conductive element
• External surface – contamination,
produces non-linear resistance, hence,
leakage current
• Leakage current – heat and
electrochemical change
• Erosion of surface or flashover
22. Design (1)
• Profile needed to overcome pollution and leakage current
• A variety of convoluted profiles exist for string (cap and pin)
insulators - varying the length of the skirts slightly improves
performance, some designs produce acoustic resonances, desert
discs (with open profiles) do badly in slat fog testing
23. Design (2)
• Longrod or line post insulators
• Poorer creepage than equivalent cap and pin
• Helical sheds seem worse than expected –
washing off of pollution not efficient
24. Materials
• Ceramic / Glass
• Polymeric – grp and silicon rubber
• Glass and ceramic have high mechanical strength and
high resistance to chemical attack but are brittle and
readily wettable
• Polymerics can be prone to chemical and photoelectric
attack, low mechanical strength, degradation produces
conductive tracks
• Failure rate – 0.1% failure per annum
• Failure position dependent – electrical stress
25. Adverse conditions
• Ability to prevent/withstand flashover
results from:
– Profile – “best shape” is site dependent
– Attitude – angular displacement
– Surface properties – hydrophobicity,
roughness
26. Flashover prevention
• Optimise shape and creepage
• Washing of insulators – from bottom to top to
prevent polluted run off water causing flashover
• Surface treatment – grease, controlled viscosity
pertolatum gel, silicone paste
• Hybrid insulators – ceramic core with polymeric
coating, still at investigation stage to determine
long term effects
• Resistive glazes – only used where other
methods not applicable
31. Line supports
• UK 33kV supports
• Wooden poles (winter
felled, red fir, pressure
impregnated with
creosote)
• Single, A frame and H
frame
• Pin type ceramic
insulators (cheaper than
string suspension
insulators up to 50kV)
• Lifetime dependent upon
environmental conditions
32. UK Grid lines over 132kV
• Standard painted, or galvanised, steel
tower design
• Wide base to cope with vertical,
transverse and longitudinal stresses
• Steel-cored aluminium cables held by
glass/ceramic tension/suspension units
• Number of cap and pin units, each 250mm
diameter, dependent upon site conditions
(pollution) and voltage
33. Line route selection
• Determined by environmental and
aesthetic considerations
• Computer programs now used in industry
to take such factors into account
• Overhead preferred by industry on cost
grounds but environmental impact should
also be compared
34. Transmission route parameters
Voltage
(kV)
Loading
(MVA)
Right of
way width
(m)
Tower
height
(m)
Index
value
345 500 45.8 27.4 0.037
500 1200 61.0 36.6 0.050
765 2500 76.2 41.2 0.074
1200 7500 91.5 50.4 0.152
• US figures
• Index = Loading / RoW width x Tower height
35. Twin conductor advantages
• Line inductance and inductive reactance
reduced by 25%
• Corona inception voltage 5-10% higher
• More current carried per unit mass of
conductor
• Amplitude and duration of high frequency
vibration reduced
36. Twin conductor disadvantages
• Increased wind and ice loading
• Suspension more complex
• Tendency to dance increased
• Above 250kV advantages outweigh
disadvantages, hence twin bundles for
275kV and quads for 400kV
38. Effect of environment on line sag
• Increased temperature causes expansion
of conductor, increasing sag
• Icing of conductor increases weight,
increasing sag
• Calculation to take account of 80km.hr -1 winds
perpendicular to lines with a coating of 3.75mm ice at a
temperature of -5°C is standard on UK lines
39. Electrical fields
• The 30 metre tower shown is
used to suspend two circuit
275 kV high voltage
transmission lines.
• The equipotential-lines
connect points in space with
the same induced voltage. The
value of the induced voltage is
given in kV rms.
• The equipotential line form
depends on the shape and
configuration of the tower and
on the distribution of the
phases.
• The equipotentials are
calculated by a program used
at NKF,
42. Monitoring lines
• Thermal imaging is being used to identify
discharge events on string insulators
• Fly-pass 3D imaging used to ensure
clearance from ground and tree growth
• New device suggested to increase tension
in cable to combat sag increase