Energy exists in various forms including potential, kinetic, chemical, thermal, electrical, nuclear, and motion. Potential energy is stored energy due to position or composition, like energy stored in compressed springs or chemical bonds. Kinetic energy is energy in motion, like radiant, thermal, or electrical energy. Energy can be converted from one form to another, though conversions reduce overall efficiency. High-grade energy like electricity is concentrated and can do large amounts of work, while low-grade heat disperses and does less concentrated work. Electrical energy can be direct current, alternating current, measured in volts and amps, and involves concepts like resistance, power, and power factor relating to efficiency.
Energy is the ability to do work and work is the transfer of energy from one form to another. In
practical terms, energy is what we use to manipulate the world around us, whether by exciting
our muscles, by using electricity, or by using mechanical devices such as automobiles. Energy
comes in different forms - heat (thermal), light (radiant), mechanical, electrical, chemical, and
nuclear energy.
The document discusses the basics of various forms of energy including electrical, thermal, and potential energy. It defines key terms like voltage, current, resistance, power factor, and electricity tariffs. It also covers thermal energy concepts such as temperature, pressure, heat, and different fuel types and their energy contents. The document provides examples to illustrate energy consumption calculations for electrical devices.
This document provides an overview of different types of energy sources and electrical power generation methods. It discusses various thermal and non-thermal power generation schemes including coal, diesel, nuclear, solar, hydro, tidal, and wind power. For each method, a brief description is given of the generation process. The document also covers electrical circuit concepts such as resistance, conductance, Ohm's law, series and parallel circuits, and inductance.
This document provides an introduction to electricity and electrical systems. It describes the basics of electricity, including electric charge, conductivity, electric potential, electric fields, static electricity, current, potential difference, resistance, and electric circuits. It then discusses different power generation systems, including public utilities, plant generation systems, stand-by generators, emergency power sources, and cogeneration systems. The goal is to help operators better understand the characteristics of electricity and components of electric circuits to feel more comfortable working with electrical equipment.
The document discusses various topics related to energy and physics, including different forms of energy, energy transfer and conservation, energy resources, and generating electricity. It provides examples of energy efficiency calculations and discusses advantages and disadvantages of different energy sources. Key terms like kinetic energy, heat, electricity, and renewable vs non-renewable resources are explained.
POWER SYSTEM INTRODUCTION priyank pulkit rads praveerPRIYANK JAIN
The document provides an overview of the electricity sector in India. It discusses how electricity has become essential to modern life and the Indian economy. It then summarizes the history and development of the electricity sector in India, including key milestones like the 1991 reforms that opened the sector to private investment and the 2003 Electricity Act. The document also provides explanations of basic electricity concepts like voltage, current, power, frequency, as well as different components of the power system like generation, transmission, distribution and utilization.
The document provides an overview of India's power system, including:
1. It discusses the key components of a power system including generation, transmission, distribution, and utilization. Electricity is generated mostly through thermal, hydro, and nuclear means.
2. The document then covers electricity basics like voltage, current, resistance, power, frequency and units. It also explains the differences between direct current and alternating current power systems.
3. Reactive power, power factor correction, and three-phase systems are also summarized. Maintaining proper reactive power and power factor is important for power transmission and distribution.
This document discusses electricity generation and distribution systems. It begins by explaining how electricity is generated through various energy sources like coal, natural gas, and renewable sources that spin turbines connected to generators. It then describes how electricity is transmitted at high voltages for long distances and distributed at lower voltages for local use through step-up and step-down transformers. Finally, it provides an overview of the electrical supply system process from generation to transmission to distribution.
Energy is the ability to do work and work is the transfer of energy from one form to another. In
practical terms, energy is what we use to manipulate the world around us, whether by exciting
our muscles, by using electricity, or by using mechanical devices such as automobiles. Energy
comes in different forms - heat (thermal), light (radiant), mechanical, electrical, chemical, and
nuclear energy.
The document discusses the basics of various forms of energy including electrical, thermal, and potential energy. It defines key terms like voltage, current, resistance, power factor, and electricity tariffs. It also covers thermal energy concepts such as temperature, pressure, heat, and different fuel types and their energy contents. The document provides examples to illustrate energy consumption calculations for electrical devices.
This document provides an overview of different types of energy sources and electrical power generation methods. It discusses various thermal and non-thermal power generation schemes including coal, diesel, nuclear, solar, hydro, tidal, and wind power. For each method, a brief description is given of the generation process. The document also covers electrical circuit concepts such as resistance, conductance, Ohm's law, series and parallel circuits, and inductance.
This document provides an introduction to electricity and electrical systems. It describes the basics of electricity, including electric charge, conductivity, electric potential, electric fields, static electricity, current, potential difference, resistance, and electric circuits. It then discusses different power generation systems, including public utilities, plant generation systems, stand-by generators, emergency power sources, and cogeneration systems. The goal is to help operators better understand the characteristics of electricity and components of electric circuits to feel more comfortable working with electrical equipment.
The document discusses various topics related to energy and physics, including different forms of energy, energy transfer and conservation, energy resources, and generating electricity. It provides examples of energy efficiency calculations and discusses advantages and disadvantages of different energy sources. Key terms like kinetic energy, heat, electricity, and renewable vs non-renewable resources are explained.
POWER SYSTEM INTRODUCTION priyank pulkit rads praveerPRIYANK JAIN
The document provides an overview of the electricity sector in India. It discusses how electricity has become essential to modern life and the Indian economy. It then summarizes the history and development of the electricity sector in India, including key milestones like the 1991 reforms that opened the sector to private investment and the 2003 Electricity Act. The document also provides explanations of basic electricity concepts like voltage, current, power, frequency, as well as different components of the power system like generation, transmission, distribution and utilization.
The document provides an overview of India's power system, including:
1. It discusses the key components of a power system including generation, transmission, distribution, and utilization. Electricity is generated mostly through thermal, hydro, and nuclear means.
2. The document then covers electricity basics like voltage, current, resistance, power, frequency and units. It also explains the differences between direct current and alternating current power systems.
3. Reactive power, power factor correction, and three-phase systems are also summarized. Maintaining proper reactive power and power factor is important for power transmission and distribution.
This document discusses electricity generation and distribution systems. It begins by explaining how electricity is generated through various energy sources like coal, natural gas, and renewable sources that spin turbines connected to generators. It then describes how electricity is transmitted at high voltages for long distances and distributed at lower voltages for local use through step-up and step-down transformers. Finally, it provides an overview of the electrical supply system process from generation to transmission to distribution.
The document discusses photocells and how they work to convert sunlight directly into electrical energy by using silicon crystals. When light energy is absorbed by the silicon, electrons are knocked loose, creating an electric current. The power output increases with greater surface area or light intensity. Photocells have advantages like being renewable and producing no pollution or needing fuel, but cannot generate power at night or in bad weather. Solar panels and passive solar heating are also discussed as methods of collecting solar energy and converting it to heat.
This document describes an elective on energy harvesting that will discuss harnessing renewable energy from the environment, including an overview of energy harvesting, applications, and a hands-on activity where students will characterize solar panels and use the energy to power loads like LEDs, motors, and buzzers. Students will also design a scenario to power a 3 room apartment using solar energy under constraints set by the owner.
Electricity is a natural phenomenon that occurs throughout nature and takes many different forms. It can be produced from primary energy sources like coal, natural gas, nuclear energy, solar energy, and wind energy. Electricity is then converted into an energy carrier that can power homes and electronic devices through transmission lines and power grids. It involves the flow of electric charge through conductors like copper wires.
This document discusses thermodynamics and various forms of energy. It covers:
1) The first and second laws of thermodynamics - the first law concerns conservation of total energy in a closed system, while the second law concerns the direction of energy flow from hot to cold and limits conversion efficiency to less than 100%.
2) Common forms of energy - including mechanical, electrical, chemical, nuclear, and hydro energy. Electrical energy is widely used due to its versatility.
3) Energy resources - which are classified as primary sources available in nature, intermediate forms after processing primary sources, and secondary usable forms. Efforts seek to develop energy chains with few conversion steps and high efficiency.
Various sources are used to provide electricity to power homes and devices. Hydroelectric power plants use the kinetic energy of falling water to turn turbines which rotate generators, producing electrical current. Other power sources like fossil fuels, nuclear reactions, wind and tides also use generators, converting the energy of motion into electrical energy. Generators have electromagnets surrounded by coils of wire, and their rotation produces the flow of electrons that becomes electricity. Electricity travels through power lines to homes where it powers various appliances and devices. The amount of electrical energy used can be calculated using the power rating and running time of devices.
Energy can exist in many forms including thermal, light, electrical, sound, kinetic, chemical, nuclear, and potential energy. Energy is conserved and can change form but cannot be created or destroyed. Devices transfer energy from one form to another, with some energy being useful output and some lost as wasted heat. Efficiency measures the proportion of useful versus total input energy. Sankey diagrams illustrate energy transfers and efficiency using the width of arrows.
Hydroelectric Power Generation. Hydroelectric Power Generation. Hydroelectric...Alana Cartwright
This document provides an overview of hydroelectric power generation. It discusses how hydroelectric power works by converting the kinetic energy of moving water into electrical energy. Dams are used to store water which is then released to spin turbines connected to generators. The electricity is stepped up in voltage and transmitted via power lines. Hydroelectric power provides flexibility to meet peak energy demands and can be paired with other renewable sources like wind and solar to increase reliability of supply.
This document provides an overview of basic electricity concepts including:
1) The different states of matter and sources of electricity such as photoelectricity, thermoelectricity, and piezoelectricity. Batteries and generators are mentioned as examples.
2) Key electrical concepts such as voltage, current, power, and resistance are discussed.
3) Electrical circuits are defined as closed loops that allow electricity to flow. Circuit diagrams use symbols to represent components and how they are connected.
4) Common circuit types and components such as resistors and generators are also introduced. Examples of calculating voltage, resistance and power in circuits are provided.
PPE at a gls class lecture presentation .pptxAlAMINaj
The document discusses energy sources and power generation. It describes primary energy sources as those directly extracted from nature, divided into renewable and non-renewable sources. Primary energy is converted into secondary energy sources like electricity and steam. Power generation methods are also outlined, along with power transmission and distribution systems. The document provides an overview of power plant types and Bangladesh's current power sector structure and statistics.
Dr. P. Badari Narayana MGIT unit i intro 2 sources of powerbadarinp
This document provides an overview of renewable energy sources for an undergraduate course. It discusses the global and national energy scenario, the need for renewable energy sources, and the development and types of renewable energy sources. It also covers renewable electricity generation, climate change, the carbon reduction potential of renewable energy, and the concept of hybrid energy systems. Specific renewable sources discussed include solar, wind, hydro, geothermal, and biofuels. Limitations and advantages of different renewable technologies are also summarized.
1) The document provides an introduction to fundamental concepts in electrical engineering, including the classification of electrical systems, units of measurement, and basic circuit elements.
2) It describes the five main classifications of electrical systems: communication, computer, control, power, and signal processing systems.
3) The key concepts of charge, current, voltage, power, and energy are defined using standard SI units, and their relationships are expressed through mathematical equations.
4) The two main types of circuit elements - passive (resistors, capacitors, inductors) and active (sources) - are introduced, along with examples of independent and dependent sources.
This document provides an overview of electrical generators and related concepts. It begins with the four laws of electromagnetism and then covers topics like electrical machines, energy conversion, hydropower generators, electrical laws and principles, generator construction, and AC vs DC systems. Diagrams are included to illustrate hydroelectric power generation systems, turbine types, generator components, and electrical waveforms. Key terms are defined throughout relating to electromagnetism, energy sources, electrical machines, and generator operation.
An electric circuit is a path in which electrons from a voltage or current source flow. The point where those electrons enter an electrical circuit is called the "source" of electrons.
This document discusses electrical energy and its generation. It begins by defining electric current as the movement of electric charge carriers like electrons or ions. It then lists various natural and renewable sources that can be used to generate electrical energy, such as natural gas, coal, nuclear power, hydropower, wind, biomass, and solar. The process of electrical energy generation is then summarized as using these sources to boil water, produce steam, turn turbines, and generate electricity that is increased in voltage via transformers for transmission and distribution. The document also discusses how electricity is distributed at lower voltages for household use and some costs associated with electricity consumption and renewable energy commercialization. It concludes that electricity has become an essential part of modern life and our economy
WHY ELECRICITY IS IMPORTANT ?
Electricity is an essential part of modern life. People use electricity for lighting, heating, cooling, and refrigeration and for operating appliances, computers, electronics, machinery, and public transportation systems.
Electrical energy is one of the most commonly used forms of energy in the world. It can be easily converted into any other energy form and can be safely and efficiently transported over long distances. As a result, it is used in our daily lives more than any other energy source.
Electric power is the rate, per unit time, at which electrical energy is transferred by an electric circuit. The SI unit of power is the watt, one joule per second. Electric power is usually produced by electric generators, but can also be supplied by sources such as electric batteries. http://bit.ly/2PIOIQM
The document introduces electrical machines and defines them as electromagnetic systems that convert energy from one form to another using electromagnetic induction. Electrical machines include generators, which convert mechanical energy to electricity, and motors, which perform the reverse conversion. Transformers and rotary converters are also considered special types of electrical machines. While electrostatic machines can also convert energy, electromagnetic machines are more commonly used due to superior size, weight and cost advantages.
International Conference on NLP, Artificial Intelligence, Machine Learning an...gerogepatton
International Conference on NLP, Artificial Intelligence, Machine Learning and Applications (NLAIM 2024) offers a premier global platform for exchanging insights and findings in the theory, methodology, and applications of NLP, Artificial Intelligence, Machine Learning, and their applications. The conference seeks substantial contributions across all key domains of NLP, Artificial Intelligence, Machine Learning, and their practical applications, aiming to foster both theoretical advancements and real-world implementations. With a focus on facilitating collaboration between researchers and practitioners from academia and industry, the conference serves as a nexus for sharing the latest developments in the field.
Harnessing WebAssembly for Real-time Stateless Streaming PipelinesChristina Lin
Traditionally, dealing with real-time data pipelines has involved significant overhead, even for straightforward tasks like data transformation or masking. However, in this talk, we’ll venture into the dynamic realm of WebAssembly (WASM) and discover how it can revolutionize the creation of stateless streaming pipelines within a Kafka (Redpanda) broker. These pipelines are adept at managing low-latency, high-data-volume scenarios.
The document discusses photocells and how they work to convert sunlight directly into electrical energy by using silicon crystals. When light energy is absorbed by the silicon, electrons are knocked loose, creating an electric current. The power output increases with greater surface area or light intensity. Photocells have advantages like being renewable and producing no pollution or needing fuel, but cannot generate power at night or in bad weather. Solar panels and passive solar heating are also discussed as methods of collecting solar energy and converting it to heat.
This document describes an elective on energy harvesting that will discuss harnessing renewable energy from the environment, including an overview of energy harvesting, applications, and a hands-on activity where students will characterize solar panels and use the energy to power loads like LEDs, motors, and buzzers. Students will also design a scenario to power a 3 room apartment using solar energy under constraints set by the owner.
Electricity is a natural phenomenon that occurs throughout nature and takes many different forms. It can be produced from primary energy sources like coal, natural gas, nuclear energy, solar energy, and wind energy. Electricity is then converted into an energy carrier that can power homes and electronic devices through transmission lines and power grids. It involves the flow of electric charge through conductors like copper wires.
This document discusses thermodynamics and various forms of energy. It covers:
1) The first and second laws of thermodynamics - the first law concerns conservation of total energy in a closed system, while the second law concerns the direction of energy flow from hot to cold and limits conversion efficiency to less than 100%.
2) Common forms of energy - including mechanical, electrical, chemical, nuclear, and hydro energy. Electrical energy is widely used due to its versatility.
3) Energy resources - which are classified as primary sources available in nature, intermediate forms after processing primary sources, and secondary usable forms. Efforts seek to develop energy chains with few conversion steps and high efficiency.
Various sources are used to provide electricity to power homes and devices. Hydroelectric power plants use the kinetic energy of falling water to turn turbines which rotate generators, producing electrical current. Other power sources like fossil fuels, nuclear reactions, wind and tides also use generators, converting the energy of motion into electrical energy. Generators have electromagnets surrounded by coils of wire, and their rotation produces the flow of electrons that becomes electricity. Electricity travels through power lines to homes where it powers various appliances and devices. The amount of electrical energy used can be calculated using the power rating and running time of devices.
Energy can exist in many forms including thermal, light, electrical, sound, kinetic, chemical, nuclear, and potential energy. Energy is conserved and can change form but cannot be created or destroyed. Devices transfer energy from one form to another, with some energy being useful output and some lost as wasted heat. Efficiency measures the proportion of useful versus total input energy. Sankey diagrams illustrate energy transfers and efficiency using the width of arrows.
Hydroelectric Power Generation. Hydroelectric Power Generation. Hydroelectric...Alana Cartwright
This document provides an overview of hydroelectric power generation. It discusses how hydroelectric power works by converting the kinetic energy of moving water into electrical energy. Dams are used to store water which is then released to spin turbines connected to generators. The electricity is stepped up in voltage and transmitted via power lines. Hydroelectric power provides flexibility to meet peak energy demands and can be paired with other renewable sources like wind and solar to increase reliability of supply.
This document provides an overview of basic electricity concepts including:
1) The different states of matter and sources of electricity such as photoelectricity, thermoelectricity, and piezoelectricity. Batteries and generators are mentioned as examples.
2) Key electrical concepts such as voltage, current, power, and resistance are discussed.
3) Electrical circuits are defined as closed loops that allow electricity to flow. Circuit diagrams use symbols to represent components and how they are connected.
4) Common circuit types and components such as resistors and generators are also introduced. Examples of calculating voltage, resistance and power in circuits are provided.
PPE at a gls class lecture presentation .pptxAlAMINaj
The document discusses energy sources and power generation. It describes primary energy sources as those directly extracted from nature, divided into renewable and non-renewable sources. Primary energy is converted into secondary energy sources like electricity and steam. Power generation methods are also outlined, along with power transmission and distribution systems. The document provides an overview of power plant types and Bangladesh's current power sector structure and statistics.
Dr. P. Badari Narayana MGIT unit i intro 2 sources of powerbadarinp
This document provides an overview of renewable energy sources for an undergraduate course. It discusses the global and national energy scenario, the need for renewable energy sources, and the development and types of renewable energy sources. It also covers renewable electricity generation, climate change, the carbon reduction potential of renewable energy, and the concept of hybrid energy systems. Specific renewable sources discussed include solar, wind, hydro, geothermal, and biofuels. Limitations and advantages of different renewable technologies are also summarized.
1) The document provides an introduction to fundamental concepts in electrical engineering, including the classification of electrical systems, units of measurement, and basic circuit elements.
2) It describes the five main classifications of electrical systems: communication, computer, control, power, and signal processing systems.
3) The key concepts of charge, current, voltage, power, and energy are defined using standard SI units, and their relationships are expressed through mathematical equations.
4) The two main types of circuit elements - passive (resistors, capacitors, inductors) and active (sources) - are introduced, along with examples of independent and dependent sources.
This document provides an overview of electrical generators and related concepts. It begins with the four laws of electromagnetism and then covers topics like electrical machines, energy conversion, hydropower generators, electrical laws and principles, generator construction, and AC vs DC systems. Diagrams are included to illustrate hydroelectric power generation systems, turbine types, generator components, and electrical waveforms. Key terms are defined throughout relating to electromagnetism, energy sources, electrical machines, and generator operation.
An electric circuit is a path in which electrons from a voltage or current source flow. The point where those electrons enter an electrical circuit is called the "source" of electrons.
This document discusses electrical energy and its generation. It begins by defining electric current as the movement of electric charge carriers like electrons or ions. It then lists various natural and renewable sources that can be used to generate electrical energy, such as natural gas, coal, nuclear power, hydropower, wind, biomass, and solar. The process of electrical energy generation is then summarized as using these sources to boil water, produce steam, turn turbines, and generate electricity that is increased in voltage via transformers for transmission and distribution. The document also discusses how electricity is distributed at lower voltages for household use and some costs associated with electricity consumption and renewable energy commercialization. It concludes that electricity has become an essential part of modern life and our economy
WHY ELECRICITY IS IMPORTANT ?
Electricity is an essential part of modern life. People use electricity for lighting, heating, cooling, and refrigeration and for operating appliances, computers, electronics, machinery, and public transportation systems.
Electrical energy is one of the most commonly used forms of energy in the world. It can be easily converted into any other energy form and can be safely and efficiently transported over long distances. As a result, it is used in our daily lives more than any other energy source.
Electric power is the rate, per unit time, at which electrical energy is transferred by an electric circuit. The SI unit of power is the watt, one joule per second. Electric power is usually produced by electric generators, but can also be supplied by sources such as electric batteries. http://bit.ly/2PIOIQM
The document introduces electrical machines and defines them as electromagnetic systems that convert energy from one form to another using electromagnetic induction. Electrical machines include generators, which convert mechanical energy to electricity, and motors, which perform the reverse conversion. Transformers and rotary converters are also considered special types of electrical machines. While electrostatic machines can also convert energy, electromagnetic machines are more commonly used due to superior size, weight and cost advantages.
International Conference on NLP, Artificial Intelligence, Machine Learning an...gerogepatton
International Conference on NLP, Artificial Intelligence, Machine Learning and Applications (NLAIM 2024) offers a premier global platform for exchanging insights and findings in the theory, methodology, and applications of NLP, Artificial Intelligence, Machine Learning, and their applications. The conference seeks substantial contributions across all key domains of NLP, Artificial Intelligence, Machine Learning, and their practical applications, aiming to foster both theoretical advancements and real-world implementations. With a focus on facilitating collaboration between researchers and practitioners from academia and industry, the conference serves as a nexus for sharing the latest developments in the field.
Harnessing WebAssembly for Real-time Stateless Streaming PipelinesChristina Lin
Traditionally, dealing with real-time data pipelines has involved significant overhead, even for straightforward tasks like data transformation or masking. However, in this talk, we’ll venture into the dynamic realm of WebAssembly (WASM) and discover how it can revolutionize the creation of stateless streaming pipelines within a Kafka (Redpanda) broker. These pipelines are adept at managing low-latency, high-data-volume scenarios.
Presentation of IEEE Slovenia CIS (Computational Intelligence Society) Chapte...University of Maribor
Slides from talk presenting:
Aleš Zamuda: Presentation of IEEE Slovenia CIS (Computational Intelligence Society) Chapter and Networking.
Presentation at IcETRAN 2024 session:
"Inter-Society Networking Panel GRSS/MTT-S/CIS
Panel Session: Promoting Connection and Cooperation"
IEEE Slovenia GRSS
IEEE Serbia and Montenegro MTT-S
IEEE Slovenia CIS
11TH INTERNATIONAL CONFERENCE ON ELECTRICAL, ELECTRONIC AND COMPUTING ENGINEERING
3-6 June 2024, Niš, Serbia
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.
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.
Redefining brain tumor segmentation: a cutting-edge convolutional neural netw...IJECEIAES
Medical image analysis has witnessed significant advancements with deep learning techniques. In the domain of brain tumor segmentation, the ability to
precisely delineate tumor boundaries from magnetic resonance imaging (MRI)
scans holds profound implications for diagnosis. This study presents an ensemble convolutional neural network (CNN) with transfer learning, integrating
the state-of-the-art Deeplabv3+ architecture with the ResNet18 backbone. The
model is rigorously trained and evaluated, exhibiting remarkable performance
metrics, including an impressive global accuracy of 99.286%, a high-class accuracy of 82.191%, a mean intersection over union (IoU) of 79.900%, a weighted
IoU of 98.620%, and a Boundary F1 (BF) score of 83.303%. Notably, a detailed comparative analysis with existing methods showcases the superiority of
our proposed model. These findings underscore the model’s competence in precise brain tumor localization, underscoring its potential to revolutionize medical
image analysis and enhance healthcare outcomes. This research paves the way
for future exploration and optimization of advanced CNN models in medical
imaging, emphasizing addressing false positives and resource efficiency.
Optimizing Gradle Builds - Gradle DPE Tour Berlin 2024Sinan KOZAK
Sinan from the Delivery Hero mobile infrastructure engineering team shares a deep dive into performance acceleration with Gradle build cache optimizations. Sinan shares their journey into solving complex build-cache problems that affect Gradle builds. By understanding the challenges and solutions found in our journey, we aim to demonstrate the possibilities for faster builds. The case study reveals how overlapping outputs and cache misconfigurations led to significant increases in build times, especially as the project scaled up with numerous modules using Paparazzi tests. The journey from diagnosing to defeating cache issues offers invaluable lessons on maintaining cache integrity without sacrificing functionality.
1. 36
Bureau of Energy Efficiency
2. BASICS OF ENERGY AND ITS VARIOUS FORMS
Syllabus
Basics of Energy and its various forms: Electricity basics - DC & AC currents,
Electricity tariff, Load management and Maximum demand control, Power factor.
Thermal basics -Fuels, Thermal energy contents of fuel, Temperature & Pressure, Heat
capacity, Sensible and Latent heat, Evaporation, Condensation, Steam, Moist air and
Humidity & Heat transfer, Units and conversion.
2.1 Definition
Energy is the ability to do work and work is the transfer of energy from one form to another. In
practical terms, energy is what we use to manipulate the world around us, whether by exciting
our muscles, by using electricity, or by using mechanical devices such as automobiles. Energy
comes in different forms - heat (thermal), light (radiant), mechanical, electrical, chemical, and
nuclear energy.
2.2 Various Forms of Energy
There are two types of energy - stored (potential) energy and working (kinetic) energy. For
example, the food we eat contains chemical energy, and our body stores this energy until we
release it when we work or play.
2.2.1 Potential Energy
Potential energy is stored energy and the energy of position (gravitational). It exists in various
forms.
Chemical Energy
Chemical energy is the energy stored in the bonds of atoms and molecules. Biomass, petrole-
um, natural gas, propane and coal are examples of stored chemical energy.
Nuclear Energy
Nuclear energy is the energy stored in the nucleus of an atom - the energy that holds the nucle-
us together. The nucleus of a uranium atom is an example of nuclear energy.
Stored Mechanical Energy
Stored mechanical energy is energy stored in objects by the application of a force. Compressed
springs and stretched rubber bands are examples of stored mechanical energy.
2. 2. Basics of Energy and its Various Forms
37
Bureau of Energy Efficiency
Gravitational Energy
Gravitational energy is the energy of place or position. Water in a reservoir behind a hydropow-
er dam is an example of gravitational energy. When the water is released to spin the turbines, it
becomes motion energy.
2.2.2 Kinetic Energy
Kinetic energy is energy in motion- the motion of waves, electrons, atoms, molecules and sub-
stances. It exists in various forms.
Radiant Energy
Radiant energy is electromagnetic energy that travels in transverse waves. Radiant energy
includes visible light, x-rays, gamma rays and radio waves. Solar energy is an example of radi-
ant energy.
Thermal Energy
Thermal energy (or heat) is the internal energy in substances- the vibration and movement of
atoms and molecules within substances. Geothermal energy is an example of thermal energy.
Motion
The movement of objects or substances from one place to another is motion. Wind and
hydropower are examples of motion.
Sound
Sound is the movement of energy through substances in longitudinal (compression/rarefaction)
waves.
Electrical Energy
Electrical energy is the movement of electrons. Lightning and electricity are examples of elec-
trical energy.
2.2.3 Energy Conversion
Energy is defined as "the ability to do work." In this sense, examples of work include moving
something, lifting something, warming something, or lighting something. The following is an
example of the transformation of different types of energy into heat and power.
It is difficult to imagine spending an entire day without using energy. We use energy to light our
cities and homes, to power machinery in factories, cook our food, play music, and operate our
TV.
More the number of
conversion stages, lesser
the overall energy
efficiency
Oil burns to generate heat -->
Heat boils water -->
Water turns to steam -->
Steam pressure turns a turbine -->
Turbine turns an electric generator -->
Generator produces electricity -->
Electricity powers light bulbs -->
Light bulbs give off light and heat
3. 2. Basics of Energy and its Various Forms
38
Bureau of Energy Efficiency
2.2.4 Grades of Energy
High-Grade Energy
Electrical and chemical energy are high-grade energy, because the energy is concentrated in a
small space. Even a small amount of electrical and chemical energy can do a great amount of
work. The molecules or particles that store these forms of energy are highly ordered and com-
pact and thus considered as high grade energy. High-grade energy like electricity is better used
for high grade applications like melting of metals rather than simply heating of water.
Low-Grade Energy
Heat is low-grade energy. Heat can still be used to do work (example of a heater boiling water),
but it rapidly dissipates. The molecules, in which this kind of energy is stored (air and water
molecules), are more randomly distributed than the molecules of carbon in a coal. This disor-
dered state of the molecules and the dissipated energy are classified as low-grade energy.
2.3 Electrical Energy Basics
Electric current is divided into two types: Directional Current (DC) and Alternating Current
(AC).
Directional (Direct) Current
A non-varying, unidirectional electric current (Example: Current produced by batteries)
Characteristics:
• Direction of the flow of positive and negative charges does not change with time
• Direction of current (direction of flow for positive charges) is constant with time
• Potential difference (voltage) between two points of the circuit does not change polarity
with time
Alternating Current
A current which reverses in regularly recurring intervals of time and which has alternately pos-
itive and negative values, and occurring a specified number of times per second. (Example:
Household electricity produced by generators, Electricity supplied by utilities.)
Characteristics:
· Direction of the current reverses periodically with time
· Voltage (tension) between two points of the circuit changes polarity with time.
· In 50 cycle AC, current reverses direction 100 times a second (two times during onecycle)
Ampere (A)
Current is the rate of flow of charge. The ampere is the basic unit of electric current. It is that
current which produces a specified force between two parallel wires, which are 1 metre apart
in a vacuum.
Voltage (V)
The volt is the International System of Units (SI) measure of electric potential or electromo-
4. 2. Basics of Energy and its Various Forms
39
Bureau of Energy Efficiency
kVAr (Reactive Power)
kVAr is the reactive power. Reactive power is the portion of apparent power that does no work.
This type of power must be supplied to all types of magnetic equipment, such as motors, trans-
formers etc. Larger the magnetizing requirement, larger the kVAr.
Kilowatt (kW) (Active Power)
kW is the active power or the work-producing part of apparent power.
tive force. A potential of one volt appears across a resistance of one ohm when a current of one
ampere flows through that resistance.
1000 V = 1 kiloVolts (kV)
Resistance
Voltage
Resistance =
_______
Current
The unit of resistance is ohm (Ω)
Ohm' Law
Ohm's law states that the current through a conductor is directly proportional to the potential
difference across it, provided the temperature and other external conditions remain constant.
Frequency
The supply frequency tells us the cycles at which alternating current changes. The unit of fre-
quency is hertz (Hz :cycles per second).
Kilovolt Ampere (kVA)
It is the product of kilovolts and amperes. This measures the electrical load on a circuit or sys-
tem. It is also called the apparent power.
1000
Amperes
x
Voltage
(kVA)
power
Apparent
,
circuit
electrical
phase
single
a
For =
1000
)
(
,
sin
factor
Power
x
Amperes
x
Voltage
kW
Power
phase
gle
For =
1000
732
.
1
)
(
,
factor
Power
x
Amperes
x
Voltage
x
kW
Power
phase
Three
For =
1000
Amperes
x
Voltage
x
3
(kVA)
power
Apparent
,
circuit
electrical
phase
three
a
For =
5. 2. Basics of Energy and its Various Forms
40
Bureau of Energy Efficiency
Power Factor
Power Factor (PF) is the ratio between the active power (kW) and apparent power (kVA).
When current lags the voltage like in inductive loads, it is called lagging power factor and when
current leads the voltage like in capacitive loads, it is called leading power factor.
Inductive loads such as induction motors, transformers, discharge lamp, etc. absorb com-
paratively more lagging reactive power (kVAr) and hence, their power factor is poor. Lower the
power factor; electrical network is loaded with more current. It would be advisable to have
highest power factor (close to 1) so that network carries only active power which does real
work. PF improvement is done by installing capacitors near the load centers, which improve
power factor from the point of installation back to the generating station.
Kilowatt-hour (kWh)
Kilowatt-hour is the energy consumed by 1000 Watts in one hour. If 1kW (1000 watts) of a elec-
trical equipment is operated for 1 hour, it would consume 1 kWh of energy (1 unit of electrici-
ty).
For a company, it is the amount of electrical units in kWh recorded in the plant over a month
for billing purpose. The company is charged / billed based on kWh consumption.
Electricity Tariff
Calculation of electric bill for a company
Electrical utility or power supplying companies charge industrial customers not only based on
the amount of energy used (kWh) but also on the peak demand (kVA) for each month.
Contract Demand
Contract demand is the amount of electric power that a customer demands from utility in a spec-
ified interval. Unit used is kVA or kW. It is the amount of electric power that the consumer
agreed upon with the utility. This would mean that utility has to plan for the specified capacity.
Maximum demand
Maximum demand is the highest average kVA recorded during any one-demand interval with-
in the month. The demand interval is normally 30 minutes, but may vary from utility to utility
from 15 minutes to 60 minutes. The demand is measured using a tri-vector meter / digital ener-
gy meter.
6. 2. Basics of Energy and its Various Forms
41
Bureau of Energy Efficiency
Prediction of Load
While considering the methods of load prediction, some of the terms used in connection with
power supply must be appreciated.
Connected Load - is the nameplate rating (in kW or kVA) of the apparatus installed on a con-
sumer's premises.
Demand Factor - is the ratio of maximum demand to the connected load.
Load Factor - The ratio of average load to maximum load.
The load factor can also be defined as the ratio of the energy consumed during a given period
to the energy, which would have been used if the maximum load had been maintained through-
out that period. For example, load factor for a day (24 hours) will be given by:
PF Measurement
A power analyzer can measure PF directly, or alternately kWh, kVAh or kVArh readings are
recorded from the billing meter installed at the incoming point of supply. The relation kWh /
kVAh gives the power factor.
Time of Day (TOD) Tariff
Many electrical utilities
like to have flat
demand curve to
achieve high plant effi-
ciency. They encourage
user to draw more
power during off-peak
hours (say during night
time) and less power
during peak hours. As
per their plan, they
offer TOD Tariff,
which may be incen-
tives or disincentives.
Energy meter will
record peak and non-
peak consumption sep-
arately by timer con-
trol. TOD tariff gives
opportunity for the user to reduce their billing, as off peak hour tariff charged are quite low in
comparison to peak hour tariff.
Load
Maximum
Load
Average
Factor
Load =
Hours
x
recorded
load
Maximum
hours
during
consumed
Energy
Factor
Load
24
24
=
7. 2. Basics of Energy and its Various Forms
42
Bureau of Energy Efficiency
Three phase AC power measurement
Most of the motive drives such as pumps, compressors, machines etc. operate with 3 phase AC
Induction motor. Power consumption can be determined by using the relation.
Power = √3 x V x I x CosΦ
Portable power analysers /instruments are available for measuring all electrical parameters.
Example:
A 3-phase AC induction motor (20 kW capacity) is used for pumping operation. Electrical
parameter such as current, volt and power factor were measured with power analyzer. Find
energy consumption of motor in one hour? (line volts. = 440 V, line current = 25 amps and PF
= 0.90).
Energy consumption = √ 3 x 0.440 (kV) x 25(A) x 0.90(PF) x 1(hour) = 17.15 kWh
Motor loading calculation
The nameplate details of motor, kW or HP indicate the output parameters of the motor at full
load. The voltage, amps and PF refer to the rated input parameters at full load.
Example:
A three phase,10 kW motor has the name plate details as 415 V, 18.2 amps and 0.9 PF. Actual
input measurement shows 415 V, 12 amps and 0.7 PF which was measured with power analyz-
er during motor running.
Rated output at full load = 10 kW
Rated input at full load = 1.732 x 0.415 x 18.2 x 0.9 = 11.8 kW
The rated efficiency of motor at full load = (10 x 100) / 11.8 = 85%
Measured (Actual) input power = 1.732x 0.415 x 12x 0.7 = 6.0 kW
Which applications use single-phase power in an industry?
Single-phase power is mostly used for lighting, fractional HP motors and electric heater appli-
cations.
Example :
A 400 Watt mercury vapor lamp was switched on for 10 hours per day. The supply volt is 230
V. Find the power consumption per day? (Volt = 230 V, Current = 2 amps, PF = 0.8)
Electricity consumption (kWh) = V x I x Cos x No of Hours
= 0.230 x 2 x 0.8 x 10 = 3.7 kWh or Units
%
2
.
51
100
8
.
11
0
.
6
100
% =
=
= x
x
kW
Rated
kW
Measured
loading
Motor
8. 1
Bureau of Energy Efficiency
1. ENERGY SCENARIO
Syllabus
Energy Scenario: Commercial and Non-Commercial Energy, Primary Energy Resources,
Commercial Energy Production, Final Energy Consumption, Energy Needs of Growing
Economy, Long Term Energy Scenario, Energy Pricing, Energy Sector Reforms, Energy
and Environment: Air Pollution, Climate Change, Energy Security, Energy Conservation
and its Importance, Energy Strategy for the Future, Energy Conservation Act-2001 and its
Features.
1.1 Introduction
Energy is one of the major inputs for the economic development of any country. In the case of
the developing countries, the energy sector assumes a critical importance in view of the ever-
increasing energy needs requiring huge investments to meet them.
Energy can be classified into several types based on the following criteria:
• Primary and Secondary energy
• Commercial and Non commercial energy
• Renewable and Non-Renewable energy
1.2 Primary and Secondary Energy
Primary energy sources are
those that are either found or
stored in nature. Common pri-
mary energy sources are coal,
oil, natural gas, and biomass
(such as wood). Other primary
energy sources available
include nuclear energy from
radioactive substances, thermal
energy stored in earth's interi-
or, and potential energy due to
earth's gravity. The major pri-
mary and secondary energy
sources are shown in Figure 1.1
Primary energy sources are
mostly converted in industrial
utilities into secondary energy
sources; for example coal, oil
or gas converted into steam
Figure 1.1 Major Primary and Secondary Sources
9. 1. Energy Scenario
2
Bureau of Energy Efficiency
and electricity. Primary energy can also be used directly. Some energy sources have non-ener-
gy uses, for example coal or natural gas can be used as a feedstock in fertiliser plants.
1.3 Commercial Energy and Non Commercial Energy
Commercial Energy
The energy sources that are available in the market for a definite price are known as commer-
cial energy. By far the most important forms of commercial energy are electricity, coal and
refined petroleum products. Commercial energy forms the basis of industrial, agricultural,
transport and commercial development in the modern world. In the industrialized countries,
commercialized fuels are predominant source not only for economic production, but also for
many household tasks of general population.
Examples: Electricity, lignite, coal, oil, natural gas etc.
Non-Commercial Energy
The energy sources that are not available in the commercial market for a price are classified as
non-commercial energy. Non-commercial energy sources include fuels such as firewood, cattle
dung and agricultural wastes, which are traditionally gathered, and not bought at a price used
especially in rural households. These are also called traditional fuels. Non-commercial energy
is often ignored in energy accounting.
Example: Firewood, agro waste in rural areas; solar energy for water heating, electricity
generation, for drying grain, fish and fruits; animal power for transport, threshing, lifting water
for irrigation, crushing sugarcane; wind energy for lifting water and electricity generation.
1.4 Renewable and Non-Renewable Energy
Renewable energy is energy obtained from sources that are essentially inexhaustible. Examples
of renewable resources include wind power, solar power, geothermal energy, tidal power and
hydroelectric power (See Figure 1.2). The most important feature of renewable energy is that it
can be harnessed without the release of harmful pollutants.
Non-renewable energy is the conventional fossil fuels such as coal, oil and gas, which are
likely to deplete with time.
Figure 1.2 Renewable and Non-Renewable Energy
36. 8. ENERGY MONITORING AND TARGETING
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Syllabus
Energy Monitoring and Targeting: Defining monitoring & targeting, Elements of mon-
itoring & targeting, Data and information-analysis, Techniques -energy consumption,
Production, Cumulative sum of differences (CUSUM).
8.1 Definition
Energy monitoring and targeting is primarily a management technique that uses energy infor-
mation as a basis to eliminate waste, reduce and control current level of energy use and improve
the existing operating procedures. It builds on the principle "you can't manage what you
don't measure". It essentially combines the principles of energy use and statistics.
While, monitoring is essentially aimed at establishing the existing pattern of energy con-
sumption, targeting is the identification of energy consumption level which is desirable as a
management goal to work towards energy conservation.
Monitoring and Targeting is a management technique in which all plant and building utili-
ties such as fuel, steam, refrigeration, compressed air, water, effluent, and electricity are man-
aged as controllable resources in the same way that raw materials, finished product inventory,
building occupancy, personnel and capital are managed. It involves a systematic, disciplined
division of the facility into Energy Cost Centers. The utilities used in each centre are closely
monitored, and the energy used is compared with production volume or any other suitable mea-
sure of operation. Once this information is available on a regular basis, targets can be set, vari-
ances can be spotted and interpreted, and remedial actions can be taken and implemented.
The Monitoring and Targeting programs have been so effective that they show typical
reductions in annual energy costs in various industrial sectors between 5 and 20%.
8.2 Elements of Monitoring & Targeting System
The essential elements of M&T system are:
• Recording -Measuring and recording energy consumption
• Analysing -Correlating energy consumption to a measured output, such as production
quantity
• Comparing -Comparing energy consumption to an appropriate standard or benchmark
• Setting Targets -Setting targets to reduce or control energy consumption
• Monitoring -Comparing energy consumption to the set target on a regular basis
• Reporting -Reporting the results including any variances from the targets which have
been set
• Controlling -Implementing management measures to correct any variances, which may
have occurred.
Particularly M&T system will involve the following:
• Checking the accuracy of energy invoices
• Allocating energy costs to specific departments (Energy Accounting Centres)
37. • Determining energy performance/efficiency
• Recording energy use, so that projects intended to improve energy efficiency can be
checked
• Highlighting performance problems in equipment or systems
8.3 A Rationale for Monitoring, Targeting and Reporting
The energy used by any business varies with production processes, volumes and input.
Determining the relationship of energy use to key performance indicators will allow you to
determine:
• Whether your current energy is better or worse than before
• Trends in energy consumption that reflects seasonal, weekly, and other operational para-
meters
• How much your future energy use is likely to vary if you change aspects of your busi-
ness
• Specific areas of wasted energy
• Comparison with other business with similar characteristics - This "benchmarking"
process will provide valuable indications of effectiveness of your operations as well as
energy use
• How much your business has reacted to changes in the past
• How to develop performance targets for an energy management program
Information related to energy use may be obtained from following sources:
• Plant level information can be derived from financial accounting systems-utilities cost
centre
• Plant department level information can be found in comparative energy consumption
data for a group of similar facilities, service entrance meter readings etc.
• System level (for example, boiler plant) performance data can be determined from sub-
metering data
• Equipment level information can be obtained from nameplate data, run-time and sched-
ule information, sub-metered data on specific energy consuming equipment.
The important point to be made here is that all of these data are useful and can be processed to
yield information about facility performance.
8.4 Data and Information Analysis
Electricity bills and other fuel bills should be collected periodically and analysed as below. A
typical format for monitoring plant level information is given below in the Table 8.1.
8. Energy Monitoring and Targeting
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38. 8. Energy Monitoring and Targeting
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TABLE 8.1 ANNUAL ENERGY COST SHEET
Thermal Energy Bill Electricity Bill Total
Energy Bill
Month Fuel 1 Fuel 2 Fuel 3 Total Day Night Maximum Total Rs.Lakh
Rs. Lakh kWh kWh Demand Rs. Lakh
1
2
3
4
5
6
7
8
9
10
11
12
Sub-Total
%
Pie Chart on Energy Consumption
All the fuels purchased by the plant should be converted into common units such as kCal. The
following Table 8.2 below is for that purpose.
Figure 8.1 % Share of Fuels Based on Energy Bill
After obtaining the respective annual energy cost, a pie chart (see Figure 8.1) can be drawn as
shown below:
39. After conversion to a common unit, a pie chart can be drawn showing the percentage dis-
tribution of energy consumption as shown in Figure 8.2.
8.5 Relating Energy Consumption and Production.
Graphing the Data
A critical feature of M&T is to understand what drives energy consumption. Is it production,
hours of operation or weather? Knowing this, we can then start to analyse the data to see how
good our energy management is.
After collection of energy consumption, energy cost and production data, the next stage of
the monitoring process is to study and analyse the data to understand what is happening in the
plant. It is strongly recommended that the data be presented graphically. A better appreciation
of variations is almost always obtained from a visual presentation, rather than from a table of
numbers. Graphs generally provide an effective means of developing the energy-production
relationships, which explain what is going on in the plant.
Use of Bar Chart
The energy data is then entered into a spreadsheet. It is hard to envisage what is happening from
plain data, so we need to present the data using bar chart. The starting point is to collect and
collate 24/12 months of energy bills. The most common bar chart application used in energy
8. Energy Monitoring and Targeting
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TABLE 8.2 FUEL CONVERSION DATA
Energy source Supply unit Conversion Factor to Kcal
Electricity kWh 860
HSD kg 10,500
Furnace Oil kg 10,200
LPG kg 12,000
Figure 8.2 %Share of Fuels Based on Consumption in kCals
40. 8. Energy Monitoring and Targeting
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Bureau of Energy Efficiency
management is one showing the energy per month for this year and last year (see Figure 8.3) -
however, it does not tell us the full story about what is happening. We will also need produc-
tion data for the same 24/12-month period.
Having more than twelve months of production and energy data, we can plot a moving
annual total. For this chart, each point represents the sum of the previous twelve months of
data. In this way, each point covers a full range of the seasons, holidays, etc. The Figure 8.4
shows a moving annual total for energy and production data.
This technique also smoothens out errors in the timing of meter readings. If we just plot
energy we are only seeing part of the story - so we plot both energy and production on the same
chart - most likely using two y-axes. Looking at these charts, both energy and productions seem
to be "tracking" each other - this suggests there is no major cause for concern. But we will need
to watch for a deviation of the energy line to pick up early warning of waste or to confirm
Figure 8.3 Energy Consumption :Current Year(2000) Vs. Previous year(1999)
Figure 8.4 Moving Annual Total - Energy and Production
Production
Energy
41. 8. Energy Monitoring and Targeting
164
Bureau of Energy Efficiency
whether energy efficiency measures are making an impact.
For any company, we also know that energy should directly relate to production. Knowing
this, we can calculate Specific Energy Consumption (SEC), which is energy consumption per
unit of production. So we now plot a chart of SEC (see Figure 8.5).
At this point it is worth noting that the quality of your M&T system will only be as good as the
quality of your data - both energy and production. The chart shows some variation - an all time
low in December 99 followed by a rising trend in SEC.
We also know that the level of production may have an effect on the specific consumption.
If we add the production data to the SEC chart, it helps to explain some of the features. For
example, the very low SEC occurred when there was a record level of production. This indi-
cates that there might be fixed energy consumption - i.e. consumption that occurs regardless of
production levels. Refer Figure 8.6.
Figure 8.5: Monthly Specific Energy Consumption
Figure 8.6 SEC With Production
S
E
C
P
R
O
D
U
C
T
I
O
N
SEC
42. 8. Energy Monitoring and Targeting
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Bureau of Energy Efficiency
The next step is to gain more understanding of the relationship of energy and production, and
to provide us with some basis for performance measurement. To do this we plot energy against
production - In Microsoft Excel Worksheet, this is an XY chart option. We then add a trend line
to the data set on the chart. (In practice what we have done is carried out a single variable
regression analysis!). The Figure 8.7 shown is based on the data for 1999.
We can use it to derive a "standard" for the up-coming year's consumption. This chart shows a
low degree of scatter indicative of a good fit. We need not worry if our data fit is not good. If
data fit is poor, but we know there should be a relationship, it indicates a poor level of control
and hence a potential for energy savings.
In producing the production/energy relationship chart we have also obtained a relationship
relating production and energy consumption.
Energy consumed for the period = C + M x Production for same period
Where M is the energy consumption directly related to production (variable) and C is the
"fixed" energy consumption (i.e. energy consumed for lighting, heating/cooling and general
ancillary services that are not affected by production levels). Using this, we can calculate the
expected or "standard" energy consumption for any level of production within the range of the
data set.
We now have the basis for implementing a factory level M&T system. We can predict stan-
dard consumption, and also set targets - for example, standard less 5%. A more sophisticated
approach might be applying different reductions to the fixed and variable energy consumption.
Although, the above approach is at factory level, the same can be extended to individual
processes as well with sub metering.
At a simplistic level we could use the chart above and plot each new month's point to see
where it lies. Above the line is the regime of poor energy efficiency, and below the line is the
regime of an improved one.
Figure 8.7: Energy vs Production
43. 8.6 CUSUM
Cumulative Sum (CUSUM) represents the difference between the base line (expected or stan-
dard consumption) and the actual consumption points over the base line period of time.
This useful technique not only provides a trend line, it also calculates savings/losses to date and
shows when the performance changes.
A typical CUSUM graph follows a trend and shows the random fluctuation of energy con-
sumption and should oscillate around zero (standard or expected consumption). This trend will
continue until something happens to alter the pattern of consumption such as the effect of an
energy saving measure or, conversely, a worsening in energy efficiency (poor control, house-
keeping or maintenance).
CUSUM chart (see Figure 8.8) for a generic company is shown. The CUSUM chart shows what
is really happening to the energy performance. The formula derived from the 1999 data was
used to calculate the expected or standard energy consumption.
From the chart, it can be seen that starting from year 2000, performance is better than stan-
dard. Performance then declined (line going up) until April, and then it started to improve until
July. However, from July onwards, there is a marked, ongoing decline in performance - line
going up.
When looking at CUSUM chart, the changes in direction of the line indicate events that
have relevance to the energy consumption pattern. Clearly, site knowledge is needed to inter-
pret better what they are. For this sample company since we know that there were no planned
changes in the energy system, the change in performance can be attributed to poor control,
housekeeping or maintenance.
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Bureau of Energy Efficiency
Figure 8.8 CUSUM Chart
44. 8. Energy Monitoring and Targeting
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Bureau of Energy Efficiency
The CUSUM Technique
Energy consumption and production data were collected for a plant over a period of 18 months.
During month 9, a heat recovery system was installed. Using the plant monthly data, estimate
the savings made with the heat recovery system. The plant data is given in Table 8.3:
Steps for CUSUM analysis
1. Plot the Energy - Production graph for the first 9 months
2. Draw the best fit straight line
3. Derive the equation of the line
The above steps are completed in Figure 8.9, the equation derived is E = 0.4 P + 180
8.7 Case Study
TABLE 8.3 MONTH WISE PRODUCTION WITH ENERGY CONSUMPTION
Month Eact - Monthly Energy Use P - Monthly Production
( toe * / month) ( tonnes / month)
1 340 380
2 340 440
3 380 460
4 380 520
5 300 320
6 400 520
7 280 240
8 424 620
9 420 600
10 400 560
11 360 440
12 320 360
13 340 420
14 372 480
15 380 540
16 280 280
17 280 260
18 380 500
* toe = tonnes of oil equivalent.
45. 8. Energy Monitoring and Targeting
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Bureau of Energy Efficiency
TABLE 8.4 CUSUM
Month Eact P Ecalc Eact – Ecalc CUSUM
(0.4 P + 180) (Cumulative Sum)
1 340 380 332 +8 +8
2 340 440 356 -16 -8
3 380 460 364 +16 +8
4 380 520 388 -8 0
5 300 320 308 -8 -8
6 400 520 388 +2 -6
7 280 240 276 +4 -2
8 424 620 428 -4 -6
9 420 600 420 0 -6
10 400 560 404 4 -10
11 360 440 356 +4 -6
12 320 360 324 -4 -10
13 340 420 348 -8 -18
14 372 480 372 0 -18
15 380 540 396 -16 -34
16 280 280 292 -12 -46
17 280 260 284 -4 -50
18 380 500 380 0 -50
Eact- Actual Energy consumption Ecalc - Calculated energy consumption
4. Calculate the expected energy consumption based on the equation
5. Calculate the difference between actual and calculated energy use
6. Compute CUSUM
These steps are shown in the Table 8.4.
7. Plot the CUSUM graph
8. Estimate the savings accumulated from use of the heat recovery system.
From the Figure 8.10, it can be seen that the CUSUM graph oscillates around the zero line for
several months and then drops sharply after month 11. This suggests that the heat recovery sys-
tem took almost two months to commission and reach proper operating conditions, after which
steady savings have been achieved. Based on the graph 8.10 (see Table 8.4), savings of 44 toe
(50-6) have been accumulated in the last 7 months. This represents savings of almost 2% of
energy consumption.
44
2352
100 1 8
#
. %
· =
46. #Eact for the last 7 months (from month 12 to month 18 in Table 8.4)
CUSUM chart for last 18 months is shown in Figure 8.10.
The CUSUM technique is a simple but remarkably powerful statistical method, which high-
lights small differences in energy efficiency performances. Regular use of the procedure allows
the Energy Manager to follow plant performance and spot any trends early.
8. Energy Monitoring and Targeting
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Bureau of Energy Efficiency
Figure 8.9 Energy Production Graph
Figure 8.10 Example CUSUM Graph
47. 8. Energy Monitoring and Targeting
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Bureau of Energy Efficiency
QUESTIONS
1. What is the difference between monitoring and targeting?
2. Explain briefly the essential elements of a monitoring and targeting system.
3. What are the benefits of a monitoring and targeting system?
4. What do you understand by the term "benchmarking" and list few benefits?
5. Explain the difference between internal and external benchmarking.
6. Explain how a CUSUM chart is drawn with an example.
7. Narrate the type of energy monitoring and targeting systems in your industry.
REFERENCES
1. Energy conservation – The Indian experience, Department of Power & NPC Publication
2. Energy Audit Reports of National Productivity Council
3. Cleaner Production – Energy Efficiency Manual prepared for GERIAP, UNEP,
BANGKOK by National Productivity Council
48. 54
Bureau of Energy Efficiency
Syllabus
Energy Management & Audit: Definition, Energy audit- need, Types of energy audit,
Energy management (audit) approach-understanding energy costs, Bench marking, Energy
performance, Matching energy use to requirement, Maximizing system efficiencies,
Optimizing the input energy requirements, Fuel and energy substitution, Energy audit
instruments
"The judicious and effective use of energy to maximize profits (minimize
costs) and enhance competitive positions"
(Cape Hart, Turner and Kennedy, Guide to Energy Management Fairmont press inc. 1997)
"The strategy of adjusting and optimizing energy, using systems and procedures so as to
reduce energy requirements per unit of output while holding constant or reducing total
costs of producing the output from these systems"
3.1 Definition & Objectives of Energy Management
The fundamental goal of energy management is to produce goods and provide services with the
least cost and least environmental effect.
The term energy management means many things to many people. One definition of ener-
gy management is:
Another comprehensive definition is
The objective of Energy Management is to achieve and maintain optimum energy procurement
and utilisation, throughout the organization and:
• To minimise energy costs / waste without affecting production & quality
• To minimise environmental effects.
3.2 Energy Audit: Types And Methodology
Energy Audit is the key to a systematic approach for decision-making in the area of energy man-
agement. It attempts to balance the total energy inputs with its use, and serves to identify all
the energy streams in a facility. It quantifies energy usage according to its discrete functions.
Industrial energy audit is an effective tool in defining and pursuing comprehensive energy man-
agement programme.
As per the Energy Conservation Act, 2001, Energy Audit is defined as "the verification, mon-
3. ENERGY MANAGEMENT AND AUDIT
49. 3. Energy Management and Audit
55
Bureau of Energy Efficiency
itoring and analysis of use of energy including submission of technical report containing rec-
ommendations for improving energy efficiency with cost benefit analysis and an action plan to
reduce energy consumption".
3.2.1 Need for Energy Audit
In any industry, the three top operating expenses are often found to be energy (both electrical
and thermal), labour and materials. If one were to relate to the manageability of the cost or
potential cost savings in each of the above components, energy would invariably emerge as a
top ranker, and thus energy management function constitutes a strategic area for cost reduction.
Energy Audit will help to understand more about the ways energy and fuel are used in any
industry, and help in identifying the areas where waste can occur and where scope for improve-
ment exists.
The Energy Audit would give a positive orientation to the energy cost reduction, preventive
maintenance and quality control programmes which are vital for production and utility activi-
ties. Such an audit programme will help to keep focus on variations which occur in the energy
costs, availability and reliability of supply of energy, decide on appropriate energy mix, identi-
fy energy conservation technologies, retrofit for energy conservation equipment etc.
In general, Energy Audit is the translation of conservation ideas into realities, by lending
technically feasible solutions with economic and other organizational considerations within a
specified time frame.
The primary objective of Energy Audit is to determine ways to reduce energy consumption
per unit of product output or to lower operating costs. Energy Audit provides a " bench-mark"
(Reference point) for managing energy in the organization and also provides the basis for plan-
ning a more effective use of energy throughout the organization.
3.2.2 Type of Energy Audit
The type of Energy Audit to be performed depends on:
- Function and type of industry
- Depth to which final audit is needed, and
- Potential and magnitude of cost reduction desired
Thus Energy Audit can be classified into the following two types.
i) Preliminary Audit
ii) Detailed Audit
3.2.3 Preliminary Energy Audit Methodology
Preliminary energy audit is a relatively quick exercise to:
• Establish energy consumption in the organization
• Estimate the scope for saving
• Identify the most likely (and the easiest areas for attention
• Identify immediate (especially no-/low-cost) improvements/ savings
• Set a 'reference point'
• Identify areas for more detailed study/measurement
• Preliminary energy audit uses existing, or easily obtained data
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3.2.4 Detailed Energy Audit Methodology
A comprehensive audit provides a detailed energy project implementation plan for a facility,
since it evaluates all major energy using systems.
This type of audit offers the most accurate estimate of energy savings and cost. It considers
the interactive effects of all projects, accounts for the energy use of all major equipment, and
includes detailed energy cost saving calculations and project cost.
In a comprehensive audit, one of the key elements is the energy balance. This is based on an
inventory of energy using systems, assumptions of current operating conditions and calculations
of energy use. This estimated use is then compared to utility bill charges.
Detailed energy auditing is carried out in three phases: Phase I, II and III.
Phase I - Pre Audit Phase
Phase II - Audit Phase
Phase III - Post Audit Phase
A Guide for Conducting Energy Audit at a Glance
Industry-to-industry, the methodology of Energy Audits needs to be flexible.
A comprehensive ten-step methodology for conduct of Energy Audit at field level is pre-
sented below. Energy Manager and Energy Auditor may follow these steps to start with and
add/change as per their needs and industry types.
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Ten Steps Methodology for Detailed Energy Audit
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Phase I -Pre Audit Phase Activities
A structured methodology to carry out an energy audit is necessary for efficient working. An
initial study of the site should always be carried out, as the planning of the procedures neces-
sary for an audit is most important.
Initial Site Visit and Preparation Required for Detailed Auditing
An initial site visit may take one day and gives the Energy Auditor/Engineer an opportunity to
meet the personnel concerned, to familiarize him with the site and to assess the procedures nec-
essary to carry out the energy audit.
During the initial site visit the Energy Auditor/Engineer should carry out the following
actions: -
• Discuss with the site's senior management the aims of the energy audit.
• Discuss economic guidelines associated with the recommendations of the audit.
• Analyse the major energy consumption data with the relevant personnel.
• Obtain site drawings where available - building layout, steam distribution, compressed air
distribution, electricity distribution etc.
• Tour the site accompanied by engineering/production
The main aims of this visit are: -
• To finalise Energy Audit team
• To identify the main energy consuming areas/plant items to be surveyed during the audit.
• To identify any existing instrumentation/ additional metering required.
• To decide whether any meters will have to be installed prior to the audit eg. kWh, steam,
oil or gas meters.
• To identify the instrumentation required for carrying out the audit.
• To plan with time frame
• To collect macro data on plant energy resources, major energy consuming centers
• To create awareness through meetings/ programme
Phase II- Detailed Energy Audit Activities
Depending on the nature and complexity of the site, a comprehensive audit can take from sev-
eral weeks to several months to complete. Detailed studies to establish, and investigate, energy
and material balances for specific plant departments or items of process equipment are carried
out. Whenever possible, checks of plant operations are carried out over extended periods of
time, at nights and at weekends as well as during normal daytime working hours, to ensure that
nothing is overlooked.
The audit report will include a description of energy inputs and product outputs by major
department or by major processing function, and will evaluate the efficiency of each step of the
manufacturing process. Means of improving these efficiencies will be listed, and at least a pre-
liminary assessment of the cost of the improvements will be made to indicate the expected pay-
back on any capital investment needed. The audit report should conclude with specific recom-
mendations for detailed engineering studies and feasibility analyses, which must then be per-
formed to justify the implementation of those conservation measures that require investments.
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The information to be collected during the detailed audit includes: -
1. Energy consumption by type of energy, by department, by major items of process equip
ment, by end-use
2. Material balance data (raw materials, intermediate and final products, recycled
materials, use of scrap or waste products, production of by-products for re-use in other
industries, etc.)
3. Energy cost and tariff data
4. Process and material flow diagrams
5. Generation and distribution of site services (eg.compressed air, steam).
6. Sources of energy supply (e.g. electricity from the grid or self-generation)
7. Potential for fuel substitution, process modifications, and the use of co-generation
systems (combined heat and power generation).
8. Energy Management procedures and energy awareness training programs within the
establishment.
Existing baseline information and reports are useful to get consumption pattern, production cost
and productivity levels in terms of product per raw material inputs. The audit team should col-
lect the following baseline data:
- Technology, processes used and equipment details
- Capacity utilisation
- Amount & type of input materials used
- Water consumption
- Fuel Consumption
- Electrical energy consumption
- Steam consumption
- Other inputs such as compressed air, cooling water etc
- Quantity & type of wastes generated
- Percentage rejection / reprocessing
- Efficiencies / yield
DATA COLLECTION HINTS
It is important to plan additional data gathering carefully. Here are some basic tips to avoid wasting time
and effort:
• measurement systems should be easy to use and provide the information to the accuracy that is
needed, not the accuracy that is technically possible
• measurement equipment can be inexpensive (flow rates using a bucket and stopwatch)
• the quality of the data must be such that the correct conclusions are drawn (what grade of prod
uct is on, is the production normal etc)
• define how frequent data collection should be to account for process variations.
• measurement exercises over abnormal workload periods (such as startup and shutdowns)
• design values can be taken where measurements are difficult (cooling water through heat exchang
er)
DO NOT ESTIMATE WHEN YOU CAN CALCULATE
DO NOT CALCULATE WHEN YOU CAN MEASURE
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Draw process flow diagram and list process steps; identify waste streams and obvious
energy wastage
An overview of unit operations, important process steps, areas of material and energy use and
sources of waste generation should be gathered and should be represented in a flowchart as
shown in the figure below. Existing drawings, records and shop floor walk through will help in
making this flow chart. Simultaneously the team should identify the various inputs & output
streams at each process step.
Example: A flowchart of Penicillin-G manufacturing is given in the figure3.1 below. Note
that waste stream (Mycelium) and obvious energy wastes such as condensate drained and steam
leakages have been identified in this flow chart
The audit focus area depends on several issues like consumption of input resources, energy
efficiency potential, impact of process step on entire process or intensity of waste generation /
energy consumption. In the above process, the unit operations such as germinator, pre-fermen-
tor, fermentor, and extraction are the major conservation potential areas identified.
Figure 3.1
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Identification of Energy Conservation Opportunities
Fuel substitution: Identifying the appropriate fuel for efficient energy conversion
Energy generation :Identifying Efficiency opportunities in energy conversion equipment/util-
ity such as captive power generation, steam generation in boilers, thermic fluid heating, optimal
loading of DG sets, minimum excess air combustion with boilers/thermic fluid heating, opti-
mising existing efficiencies, efficienct energy conversion equipment, biomass gasifiers,
Cogeneration, high efficiency DG sets, etc.
Energy distribution: Identifying Efficiency opportunities network such as transformers,
cables, switchgears and power factor improvement in electrical systems and chilled water, cool-
ing water, hot water, compressed air, Etc.
Energy usage by processes: This is where the major opportunity for improvement and many
of them are hidden. Process analysis is useful tool for process integration measures.
Technical and Economic feasibility
The technical feasibility should address the following issues
• Technology availability, space, skilled manpower, reliability, service etc
• The impact of energy efficiency measure on safety, quality, production or process.
• The maintenance requirements and spares availability
The Economic viability often becomes the key parameter for the management acceptance. The
economic analysis can be conducted by using a variety of methods. Example: Pay back method,
Internal Rate of Return method, Net Present Value method etc. For low investment short dura-
tion measures, which have attractive economic viability, simplest of the methods, payback is
usually sufficient. A sample worksheet for assessing economic feasibility is provided below:
Classification of Energy Conservation Measures
Based on energy audit and analyses of the plant, a number of potential energy saving projects
may be identified. These may be classified into three categories:
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1. Low cost - high return;
2. Medium cost - medium return;
3. High cost - high return
Normally the low cost - high return projects receive priority. Other projects have to be analyzed,
engineered and budgeted for implementation in a phased manner. Projects relating to energy
cascading and process changes almost always involve high costs coupled with high returns, and
may require careful scrutiny before funds can be committed. These projects are generally com-
plex and may require long lead times before they can be implemented. Refer Table 3.1 for pro-
ject priority guidelines.
3.3 Energy Audit Reporting Format
After successfully carried out energy audit energy manager/energy auditor should report to the
top management for effective communication and implementation. A typical energy audit
reporting contents and format are given below. The following format is applicable for most of
the industries. However the format can be suitably modified for specific requirement applicable
for a particular type of industry.
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The following Worksheets (refer Table 3.2 & Table 3.3) can be used as guidance for energy
audit assessment and reporting.
TABLE 3.2 SUMMARY OF ENERGY SAVING RECOMMENDATIONS
S.No. Energy Saving Annual Energy Annual Capital Simple
Recommendations (Fuel & Electricity) Savings Investment Payback
Savings (kWh/MT Rs.Lakhs (Rs.Lakhs) period
or kl/MT)
1
2
3
4
Total
TABLE 3.3 TYPES AND PRIORITY OF ENERGY SAVING MEASURES
Type of Energy Annual Annual
Saving Options Electricity Savings Priority
/Fuel savings
KWh/MT or kl/MT (Rs Lakhs)
A No Investment
(Immediate)
- Operational
Improvement
- Housekeeping
B Low Investment
(Short to Medium Term)
- Controls
- Equipment Modification
- Process change
C High Investment
(Long Term)
- Energy efficient Devices
- Product modification
- Technology Change
62. 3.4 Understanding Energy Costs
Understanding energy cost is vital factor for awareness creation and saving calculation. In
many industries sufficient meters may not be available to measure all the energy used. In such
cases, invoices for fuels and electricity will be useful. The annual company balance sheet is the
other sources where fuel cost and power are given with production related information.
Energy invoices can be used for the following purposes:
• They provide a record of energy purchased in a given year, which gives a base-line for
future reference
• Energy invoices may indicate the potential for savings when related to production
requirements or to air conditioning requirements/space heating etc.
• When electricity is purchased on the basis of maximum demand tariff
• They can suggest where savings are most likely to be made.
• In later years invoices can be used to quantify the energy and cost savings made through
energy conservation measures
Fuel Costs
A wide variety of fuels are available for
thermal energy supply. Few are listed
below:
• Fuel oil
• Low Sulphur Heavy Stock (LSHS)
• Light Diesel Oil (LDO)
• Liquefied Petroleum Gas (LPG)
• COAL
• LIGNITE
• WOOD ETC.
Understanding fuel cost is fairly simple
and it is purchased in Tons or Kiloliters.
Availability, cost and quality are the main
three factors that should be considered
while purchasing. The following factors should be taken into account during procurement of
fuels for energy efficiency and economics.
• Price at source, transport charge, type of transport
• Quality of fuel (contaminations, moisture etc)
• Energy content (calorific value)
Power Costs
Electricity price in India not only varies from State to State, but also city to city and consumer
to consumer though it does the same work everywhere. Many factors are involved in deciding
final cost of purchased electricity such as:
• Maximum demand charges, kVA
(i.e. How fast the electricity is used? )
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Figure 3.2 Annual Energy Bill