transmission versus distribution planning, long term versus short term planning,issues in transmission planning,generation planning,capacity resource planning, transmission planning,national and regional planning, integrated resource planning
Summary of Modern power system planning part one
"The Forecasting of Growth of Demand for Electrical Energy"
the main topic of this chapter is the analysis of the various techniques required for utility planning engineers to optimally plan the expansion of the electrical power system.
Design of a generating substation with the description of designing a transformer. Here we show some basic components of a substation. and we also show the parameters and calculation to design a transformer of a specific ratings.
transmission versus distribution planning, long term versus short term planning,issues in transmission planning,generation planning,capacity resource planning, transmission planning,national and regional planning, integrated resource planning
Summary of Modern power system planning part one
"The Forecasting of Growth of Demand for Electrical Energy"
the main topic of this chapter is the analysis of the various techniques required for utility planning engineers to optimally plan the expansion of the electrical power system.
Design of a generating substation with the description of designing a transformer. Here we show some basic components of a substation. and we also show the parameters and calculation to design a transformer of a specific ratings.
This chapter deals with the power system operation of different power system parts which includes the generation, transmission and distribution systems. This slide is specifically prepared for ASTU 5th year power and control engineering students.
The concept of FACTS (Flexible Alternating Current Transmission System) refers to a family of power electronics-based devices able to enhance AC system controllability and stability and to increase power transfer capability.
This chapter deals with Load forecasting of different power system parts which includes the generation, transmission and distribution systems. This slide is specifically prepared for ASTU 5th year power and control engineering students.
Power system planning and trends relevance to renewablesPower system planning and trends relevance to renewablesPower system planning and trends relevance to renewablesPower system planning and trends relevance to renewablesPower system planning and trends relevance to renewablesPower system planning and trends relevance to renewablesPower system planning and trends relevance to renewablesPower system planning and trends relevance to renewablesPower system planning and trends relevance to renewablesPower system planning and trends relevance to renewablesPower system planning and trends relevance to renewablesPower system planning and trends relevance to renewablesPower system planning and trends relevance to renewablesPower system planning and trends relevance to renewablesPower system planning and trends relevance to renewablesPower system planning and trends relevance to renewablesPower system planning and trends relevance to renewablesPower system planning and trends relevance to renewablesPower system planning and trends relevance to renewablesPower system planning and trends relevance to renewablesPower system planning and trends relevance to renewablesPower system planning and trends relevance to renewablesPower system planning and trends relevance to renewablesPower system planning and trends relevance to renewablesPower system planning and trends relevance to renewablesPower system planning and trends relevance to renewablesPower system planning and trends relevance to renewablesPower system planning and trends relevance to renewablesPower system planning and trends relevance to renewablesPower system planning and trends relevance to renewablesPower system planning and trends relevance to renewablesPower system planning and trends relevance to renewables
A brief and basic presentation of interconnections of pwer system,it covers all the basic aspects of power system interconnection that how systems can be built with interconnections
Electrical Technology was founded on the remarkable discovery by Faraday that a changing magnetic flux creates an electric field. Out of that discovery, grew the largest and most complex engineering achievement of man : the electric power system. Indeed, life without electricity is now unimaginable. Electric power systems form the basic infrastructure of a country. Even as we read this, electrical energy is being produced at rates in excess of hundreds of giga-watts (1 GW = 1,000,000,000 W). Giant rotors spinning at speeds up to 3000 rotations per minute bring us the energy stored in the potential energy of water, or in fossil fuels. Yet we notice electricity only when the lights go out!
While the basic features of the electrical power system have remained practically unchanged in the past century, but there are some significant milestones in the evolution of electrical power systems.
FUNDAMENTALS OF POWER SYSTEM PROTECTION
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this chapter deals with fault analysis of a power system. under this topic, only symmetrical fault analysis is given. it will describe the methods used to determine fault current and voltage values.
Load flow solution is the solution of the network under steady state conditions subjected to certain inequality constraints under which the system operates.
As the fifth in a series of tutorials on the power system, Leonardo ENERGY introduces its minute lecture on voltage and frequency control, using the analogy of a metal/rubber plate to demonstrate the centralised nature of frequency control, whereas voltage control is more a local matter.
Power System Analysis was a core subject for Electrical & Electronics Engineering, Based On Anna University Syllabus. The Whole Subject was there in this document.
Share with it ur friends & Follow me for more updates.!
This chapter deals with the power system operation of different power system parts which includes the generation, transmission and distribution systems. This slide is specifically prepared for ASTU 5th year power and control engineering students.
The concept of FACTS (Flexible Alternating Current Transmission System) refers to a family of power electronics-based devices able to enhance AC system controllability and stability and to increase power transfer capability.
This chapter deals with Load forecasting of different power system parts which includes the generation, transmission and distribution systems. This slide is specifically prepared for ASTU 5th year power and control engineering students.
Power system planning and trends relevance to renewablesPower system planning and trends relevance to renewablesPower system planning and trends relevance to renewablesPower system planning and trends relevance to renewablesPower system planning and trends relevance to renewablesPower system planning and trends relevance to renewablesPower system planning and trends relevance to renewablesPower system planning and trends relevance to renewablesPower system planning and trends relevance to renewablesPower system planning and trends relevance to renewablesPower system planning and trends relevance to renewablesPower system planning and trends relevance to renewablesPower system planning and trends relevance to renewablesPower system planning and trends relevance to renewablesPower system planning and trends relevance to renewablesPower system planning and trends relevance to renewablesPower system planning and trends relevance to renewablesPower system planning and trends relevance to renewablesPower system planning and trends relevance to renewablesPower system planning and trends relevance to renewablesPower system planning and trends relevance to renewablesPower system planning and trends relevance to renewablesPower system planning and trends relevance to renewablesPower system planning and trends relevance to renewablesPower system planning and trends relevance to renewablesPower system planning and trends relevance to renewablesPower system planning and trends relevance to renewablesPower system planning and trends relevance to renewablesPower system planning and trends relevance to renewablesPower system planning and trends relevance to renewablesPower system planning and trends relevance to renewablesPower system planning and trends relevance to renewables
A brief and basic presentation of interconnections of pwer system,it covers all the basic aspects of power system interconnection that how systems can be built with interconnections
Electrical Technology was founded on the remarkable discovery by Faraday that a changing magnetic flux creates an electric field. Out of that discovery, grew the largest and most complex engineering achievement of man : the electric power system. Indeed, life without electricity is now unimaginable. Electric power systems form the basic infrastructure of a country. Even as we read this, electrical energy is being produced at rates in excess of hundreds of giga-watts (1 GW = 1,000,000,000 W). Giant rotors spinning at speeds up to 3000 rotations per minute bring us the energy stored in the potential energy of water, or in fossil fuels. Yet we notice electricity only when the lights go out!
While the basic features of the electrical power system have remained practically unchanged in the past century, but there are some significant milestones in the evolution of electrical power systems.
FUNDAMENTALS OF POWER SYSTEM PROTECTION
FUNDAMENTALS OF POWER SYSTEM PROTECTIONFUNDAMENTALS OF POWER SYSTEM PROTECTIONFUNDAMENTALS OF POWER SYSTEM PROTECTIONFUNDAMENTALS OF POWER SYSTEM PROTECTIONFUNDAMENTALS OF POWER SYSTEM PROTECTIONFUNDAMENTALS OF POWER SYSTEM PROTECTIONFUNDAMENTALS OF POWER SYSTEM PROTECTIONFUNDAMENTALS OF POWER SYSTEM PROTECTIONFUNDAMENTALS OF POWER SYSTEM PROTECTIONFUNDAMENTALS OF POWER SYSTEM PROTECTIONFUNDAMENTALS OF POWER SYSTEM PROTECTIONFUNDAMENTALS OF POWER SYSTEM PROTECTIONFUNDAMENTALS OF POWER SYSTEM PROTECTIONFUNDAMENTALS OF POWER SYSTEM PROTECTIONFUNDAMENTALS OF POWER SYSTEM PROTECTIONFUNDAMENTALS OF POWER SYSTEM PROTECTIONFUNDAMENTALS OF POWER SYSTEM PROTECTIONFUNDAMENTALS OF POWER SYSTEM PROTECTIONFUNDAMENTALS OF POWER SYSTEM PROTECTIONFUNDAMENTALS OF POWER SYSTEM PROTECTIONFUNDAMENTALS OF POWER SYSTEM PROTECTIONFUNDAMENTALS OF POWER SYSTEM PROTECTIONFUNDAMENTALS OF POWER SYSTEM PROTECTIONFUNDAMENTALS OF POWER SYSTEM PROTECTIONFUNDAMENTALS OF POWER SYSTEM PROTECTIONFUNDAMENTALS OF POWER SYSTEM PROTECTIONFUNDAMENTALS OF POWER SYSTEM PROTECTIONFUNDAMENTALS OF POWER SYSTEM PROTECTIONFUNDAMENTALS OF POWER SYSTEM PROTECTIONFUNDAMENTALS OF POWER SYSTEM PROTECTIONFUNDAMENTALS OF POWER SYSTEM PROTECTIONFUNDAMENTALS OF POWER SYSTEM PROTECTIONFUNDAMENTALS OF POWER SYSTEM PROTECTIONFUNDAMENTALS OF POWER SYSTEM PROTECTIONFUNDAMENTALS OF POWER SYSTEM PROTECTIONFUNDAMENTALS OF POWER SYSTEM PROTECTIONFUNDAMENTALS OF POWER SYSTEM PROTECTIONFUNDAMENTALS OF POWER SYSTEM PROTECTIONFUNDAMENTALS OF POWER SYSTEM PROTECTIONFUNDAMENTALS OF POWER SYSTEM PROTECTIONFUNDAMENTALS OF POWER SYSTEM PROTECTIONFUNDAMENTALS OF POWER SYSTEM PROTECTIONFUNDAMENTALS OF POWER SYSTEM PROTECTIONFUNDAMENTALS OF POWER SYSTEM PROTECTIONFUNDAMENTALS OF POWER SYSTEM PROTECTIONFUNDAMENTALS OF POWER SYSTEM PROTECTIONFUNDAMENTALS OF POWER SYSTEM PROTECTION
this chapter deals with fault analysis of a power system. under this topic, only symmetrical fault analysis is given. it will describe the methods used to determine fault current and voltage values.
Load flow solution is the solution of the network under steady state conditions subjected to certain inequality constraints under which the system operates.
As the fifth in a series of tutorials on the power system, Leonardo ENERGY introduces its minute lecture on voltage and frequency control, using the analogy of a metal/rubber plate to demonstrate the centralised nature of frequency control, whereas voltage control is more a local matter.
Power System Analysis was a core subject for Electrical & Electronics Engineering, Based On Anna University Syllabus. The Whole Subject was there in this document.
Share with it ur friends & Follow me for more updates.!
Wind power forecasting an application of machineJawad Khan
The advancement in renewable energy sector being the focus of research these days, a novel neuro evolutionary technique is proposed for modeling wind power forecasters.
The work uses the robust technique of
Cartesian Genetic Programming to evolve ANN
for development of forecasting models.
These Models predicts power generation of a wind based power plant from a single hour up to a year - taking a big lead over other proposed models by reducing its MAPE to minimum values for a single day hourly prediction.
Results when compared with other models in the literature demonstrated that the proposed models are among the best estimators of wind based power generation plants proposed to date.
MANAGEMENT CONSULTANTS are often faced with the problem where a CEO/PRESIDENT hires them to enforce his own solutions/ideas, instead of letting them work independently. How does a management consultant deal with this issue ? What are some of the tactics they can adopt. Is such a CEO necessarily bad for a company ?
The 5 core tools are recognized as standard quality tools for the automotive ...arvindsinghrathore6
The 5 core tools are recognized as standard quality tools for the automotive industry by AIAG, although they are also used in other manufacturing sectors such as aerospace, defense, medical, and pharmaceutical.
Market analysis of transmission expansion planning by expected cost criterionEditor IJMTER
In this paper a new market Based approach for transmission expansion planning in
deregulated power systems is presented. Restructuring and deregulation has exposed transmission
planner to new objectives and uncertainties. Therefore, new criteria and approaches are needed for
transmission planning in deregulated environments. In this paper we introduced a new method for
computing the Locational Marginal Prices and new market-based criteria for transmission expansion
planning in deregulated environments. The presented approach is applied to Southern Region (SR)
48-bus Indian System by using scenario technique EXPECTED COST CRITERION.
Electrical Substation and Switchyard DesignLiving Online
Electrical substations form important nodal points in all power networks. Substations can be of various capacities, voltages, configurations and types depending on what is the application for which the substation is being designed. Location and layout of a substation present a number of challenges to the designer due to a large variety of options available to a designer. There are ever so many constraints too that need to be kept in mind; technical, environmental and naturally financial. Arriving at an optimum design within these constraints is as much an art as it is a science. Designing a substation which will operate with utmost reliability for at the least three or four decades involves a thorough knowledge of the current state-of-the art equipment, emerging technologies, the tools for presenting and evaluating all available options and a good appreciation of power system operation and maintenance. This course will present a comprehensive capsule of all the knowledge essential for a substation designer and walk the participants through the substation design process using a set of interlinked case studies.
FOR MORE INFORMATION: http://www.idc-online.com/content/electrical-substation-and-switchyard-design-25
Research Inventy : International Journal of Engineering and Science is published by the group of young academic and industrial researchers with 12 Issues per year. It is an online as well as print version open access journal that provides rapid publication (monthly) of articles in all areas of the subject such as: civil, mechanical, chemical, electronic and computer engineering as well as production and information technology. The Journal welcomes the submission of manuscripts that meet the general criteria of significance and scientific excellence. Papers will be published by rapid process within 20 days after acceptance and peer review process takes only 7 days. All articles published in Research Inventy will be peer-reviewed.
IJRET : International Journal of Research in Engineering and Technology is an international peer reviewed, online journal published by eSAT Publishing House for the enhancement of research in various disciplines of Engineering and Technology. The aim and scope of the journal is to provide an academic medium and an important reference for the advancement and dissemination of research results that support high-level learning, teaching and research in the fields of Engineering and Technology. We bring together Scientists, Academician, Field Engineers, Scholars and Students of related fields of Engineering and Technology
Verification process for DER modeling in interconnection-wide base case creationPower System Operation
As the penetration of distributed energy resources (DERs)
continues to grow across many parts of North America
and around the world, it is becoming increasingly
important to model and study the impacts that DER
may have on bulk power system (BPS) reliability. In
particular, representing DER in the interconnectionwide
powerflow and dynamics cases using reasonable
modeling assumptions is becoming critical. Various
forms of DER model verification, using historical data
and future projections of gross demand and DER, will
provide a technical basis for the modeling assumptions
applied. Further, understanding the operating conditions
and challenges that may be faced when attempting to study
these conditions in planning models is also important.
This paper provided recommended practices, and a case
creation and verification process, for integrating DER
into planning assessments of interconnection-wide
reliability. These practices can be expanded or adapted
by local transmission planners for their footprint.
Short term load forecasting system based on support vector kernel methodsijcsit
Load Forecasting is powerful tool to make important decisions such as to purchase and generate the
electric power, load switching, development plans and energy supply according to the demand. The
important factors for forecasting involve short, medium and long term forecasting. Factors in short term
forecasting comprises of whether data, customer classes, working, non-working days and special event
data, while long term forecasting involves historical data, population growth, economic development and
different categories of customers.In this paper we have analyzed the load forecasting data collected from
one grid that contain the load demands for day and night, special events, working and non-working days
and different hours in day. We have analyzed the results using Machine Learning techniques, 10 fold cross
validation and stratified CV. The Machines Learning techniques used are LDA, QDA, SVM Polynomial,
Gaussian, HRBF, MQ kernels as well as LDA and QDA. The errors methods employed against the
techniques are RSE, MSE, RE and MAPE as presented in the table 2 below. The result calculated using the
SVM kernel shows that SVM MQ gives the highest performance of 99.53 %.
Reliability Prediction of Port Harcourt Electricity Distribution Network Usin...theijes
The International Journal of Engineering & Science is aimed at providing a platform for researchers, engineers, scientists, or educators to publish their original research results, to exchange new ideas, to disseminate information in innovative designs, engineering experiences and technological skills. It is also the Journal's objective to promote engineering and technology education. All papers submitted to the Journal will be blind peer-reviewed. Only original articles will be published.
The papers for publication in The International Journal of Engineering& Science are selected through rigorous peer reviews to ensure originality, timeliness, relevance, and readability.
Theoretical work submitted to the Journal should be original in its motivation or modeling structure. Empirical analysis should be based on a theoretical framework and should be capable of replication. It is expected that all materials required for replication (including computer programs and data sets) should be available upon request to the authors.
The International Journal of Engineering & Science would take much care in making your article published without much delay with your kind cooperation
Critical Review of Different Methods for Siting and Sizing Distributed-genera...TELKOMNIKA JOURNAL
Due to several benefits attached to distributed generators such as reduction in line losses,
improved voltage profile, reliable system etc., the study on how to optimally site and size distributed
generators has been on the increase for more than two decades. This has propelled several
researchers to explore various scientific and engineering powerful simulation tools, valid and reliable
scientific methods like analytical, meta-heuristic and hybrid methods to optimally place and size
distributed generator(s) for optimal benefits. This study gives a critical review of different methods
used in siting and sizing distributed generators alongside their results, test systems and gaps in
literature.
Similar to Introduction about Power System Planning in the Presence of Uncertainties (20)
Overview of the fundamental roles in Hydropower generation and the components involved in wider Electrical Engineering.
This paper presents the design and construction of hydroelectric dams from the hydrologist’s survey of the valley before construction, all aspects and involved disciplines, fluid dynamics, structural engineering, generation and mains frequency regulation to the very transmission of power through the network in the United Kingdom.
Author: Robbie Edward Sayers
Collaborators and co editors: Charlie Sims and Connor Healey.
(C) 2024 Robbie E. Sayers
Sachpazis:Terzaghi Bearing Capacity Estimation in simple terms with Calculati...Dr.Costas Sachpazis
Terzaghi's soil bearing capacity theory, developed by Karl Terzaghi, is a fundamental principle in geotechnical engineering used to determine the bearing capacity of shallow foundations. This theory provides a method to calculate the ultimate bearing capacity of soil, which is the maximum load per unit area that the soil can support without undergoing shear failure. The Calculation HTML Code included.
About
Indigenized remote control interface card suitable for MAFI system CCR equipment. Compatible for IDM8000 CCR. Backplane mounted serial and TCP/Ethernet communication module for CCR remote access. IDM 8000 CCR remote control on serial and TCP protocol.
• Remote control: Parallel or serial interface.
• Compatible with MAFI CCR system.
• Compatible with IDM8000 CCR.
• Compatible with Backplane mount serial communication.
• Compatible with commercial and Defence aviation CCR system.
• Remote control system for accessing CCR and allied system over serial or TCP.
• Indigenized local Support/presence in India.
• Easy in configuration using DIP switches.
Technical Specifications
Indigenized remote control interface card suitable for MAFI system CCR equipment. Compatible for IDM8000 CCR. Backplane mounted serial and TCP/Ethernet communication module for CCR remote access. IDM 8000 CCR remote control on serial and TCP protocol.
Key Features
Indigenized remote control interface card suitable for MAFI system CCR equipment. Compatible for IDM8000 CCR. Backplane mounted serial and TCP/Ethernet communication module for CCR remote access. IDM 8000 CCR remote control on serial and TCP protocol.
• Remote control: Parallel or serial interface
• Compatible with MAFI CCR system
• Copatiable with IDM8000 CCR
• Compatible with Backplane mount serial communication.
• Compatible with commercial and Defence aviation CCR system.
• Remote control system for accessing CCR and allied system over serial or TCP.
• Indigenized local Support/presence in India.
Application
• Remote control: Parallel or serial interface.
• Compatible with MAFI CCR system.
• Compatible with IDM8000 CCR.
• Compatible with Backplane mount serial communication.
• Compatible with commercial and Defence aviation CCR system.
• Remote control system for accessing CCR and allied system over serial or TCP.
• Indigenized local Support/presence in India.
• Easy in configuration using DIP switches.
Hierarchical Digital Twin of a Naval Power SystemKerry Sado
A hierarchical digital twin of a Naval DC power system has been developed and experimentally verified. Similar to other state-of-the-art digital twins, this technology creates a digital replica of the physical system executed in real-time or faster, which can modify hardware controls. However, its advantage stems from distributing computational efforts by utilizing a hierarchical structure composed of lower-level digital twin blocks and a higher-level system digital twin. Each digital twin block is associated with a physical subsystem of the hardware and communicates with a singular system digital twin, which creates a system-level response. By extracting information from each level of the hierarchy, power system controls of the hardware were reconfigured autonomously. This hierarchical digital twin development offers several advantages over other digital twins, particularly in the field of naval power systems. The hierarchical structure allows for greater computational efficiency and scalability while the ability to autonomously reconfigure hardware controls offers increased flexibility and responsiveness. The hierarchical decomposition and models utilized were well aligned with the physical twin, as indicated by the maximum deviations between the developed digital twin hierarchy and the hardware.
Forklift Classes Overview by Intella PartsIntella Parts
Discover the different forklift classes and their specific applications. Learn how to choose the right forklift for your needs to ensure safety, efficiency, and compliance in your operations.
For more technical information, visit our website https://intellaparts.com
Using recycled concrete aggregates (RCA) for pavements is crucial to achieving sustainability. Implementing RCA for new pavement can minimize carbon footprint, conserve natural resources, reduce harmful emissions, and lower life cycle costs. Compared to natural aggregate (NA), RCA pavement has fewer comprehensive studies and sustainability assessments.
Welcome to WIPAC Monthly the magazine brought to you by the LinkedIn Group Water Industry Process Automation & Control.
In this month's edition, along with this month's industry news to celebrate the 13 years since the group was created we have articles including
A case study of the used of Advanced Process Control at the Wastewater Treatment works at Lleida in Spain
A look back on an article on smart wastewater networks in order to see how the industry has measured up in the interim around the adoption of Digital Transformation in the Water Industry.
Industrial Training at Shahjalal Fertilizer Company Limited (SFCL)MdTanvirMahtab2
This presentation is about the working procedure of Shahjalal Fertilizer Company Limited (SFCL). A Govt. owned Company of Bangladesh Chemical Industries Corporation under Ministry of Industries.
NUMERICAL SIMULATIONS OF HEAT AND MASS TRANSFER IN CONDENSING HEAT EXCHANGERS...ssuser7dcef0
Power plants release a large amount of water vapor into the
atmosphere through the stack. The flue gas can be a potential
source for obtaining much needed cooling water for a power
plant. If a power plant could recover and reuse a portion of this
moisture, it could reduce its total cooling water intake
requirement. One of the most practical way to recover water
from flue gas is to use a condensing heat exchanger. The power
plant could also recover latent heat due to condensation as well
as sensible heat due to lowering the flue gas exit temperature.
Additionally, harmful acids released from the stack can be
reduced in a condensing heat exchanger by acid condensation. reduced in a condensing heat exchanger by acid condensation.
Condensation of vapors in flue gas is a complicated
phenomenon since heat and mass transfer of water vapor and
various acids simultaneously occur in the presence of noncondensable
gases such as nitrogen and oxygen. Design of a
condenser depends on the knowledge and understanding of the
heat and mass transfer processes. A computer program for
numerical simulations of water (H2O) and sulfuric acid (H2SO4)
condensation in a flue gas condensing heat exchanger was
developed using MATLAB. Governing equations based on
mass and energy balances for the system were derived to
predict variables such as flue gas exit temperature, cooling
water outlet temperature, mole fraction and condensation rates
of water and sulfuric acid vapors. The equations were solved
using an iterative solution technique with calculations of heat
and mass transfer coefficients and physical properties.
Hybrid optimization of pumped hydro system and solar- Engr. Abdul-Azeez.pdffxintegritypublishin
Advancements in technology unveil a myriad of electrical and electronic breakthroughs geared towards efficiently harnessing limited resources to meet human energy demands. The optimization of hybrid solar PV panels and pumped hydro energy supply systems plays a pivotal role in utilizing natural resources effectively. This initiative not only benefits humanity but also fosters environmental sustainability. The study investigated the design optimization of these hybrid systems, focusing on understanding solar radiation patterns, identifying geographical influences on solar radiation, formulating a mathematical model for system optimization, and determining the optimal configuration of PV panels and pumped hydro storage. Through a comparative analysis approach and eight weeks of data collection, the study addressed key research questions related to solar radiation patterns and optimal system design. The findings highlighted regions with heightened solar radiation levels, showcasing substantial potential for power generation and emphasizing the system's efficiency. Optimizing system design significantly boosted power generation, promoted renewable energy utilization, and enhanced energy storage capacity. The study underscored the benefits of optimizing hybrid solar PV panels and pumped hydro energy supply systems for sustainable energy usage. Optimizing the design of solar PV panels and pumped hydro energy supply systems as examined across diverse climatic conditions in a developing country, not only enhances power generation but also improves the integration of renewable energy sources and boosts energy storage capacities, particularly beneficial for less economically prosperous regions. Additionally, the study provides valuable insights for advancing energy research in economically viable areas. Recommendations included conducting site-specific assessments, utilizing advanced modeling tools, implementing regular maintenance protocols, and enhancing communication among system components.
Immunizing Image Classifiers Against Localized Adversary Attacksgerogepatton
This paper addresses the vulnerability of deep learning models, particularly convolutional neural networks
(CNN)s, to adversarial attacks and presents a proactive training technique designed to counter them. We
introduce a novel volumization algorithm, which transforms 2D images into 3D volumetric representations.
When combined with 3D convolution and deep curriculum learning optimization (CLO), itsignificantly improves
the immunity of models against localized universal attacks by up to 40%. We evaluate our proposed approach
using contemporary CNN architectures and the modified Canadian Institute for Advanced Research (CIFAR-10
and CIFAR-100) and ImageNet Large Scale Visual Recognition Challenge (ILSVRC12) datasets, showcasing
accuracy improvements over previous techniques. The results indicate that the combination of the volumetric
input and curriculum learning holds significant promise for mitigating adversarial attacks without necessitating
adversary training.
Introduction about Power System Planning in the Presence of Uncertainties
1. Introduction about Uncertainties
Power System Planning in Presence of Uncertainties
Content :
2. is a term used in subtly different ways in a number of
fields, including physics statistics economics engineering
and information science. It applies to predictions of future
events, to physical measurements that are already made, or
to the unknown. Uncertainty arises in partially observable
on different environments,
Introduction Uncertainty
3. 1.Measurement of Uncertainty: A set of possible states or outcomes where
probabilities are assigned to each possible state or outcome – this also
includes the application of a probability density function to continuous
variable
2.Measurement of Risk: A set of measured uncertainties where some
possible outcomes are losses, and the magnitudes of those losses – this also
includes loss functions over continuous variables
4. Uncertainty in Calculations
to determine the uncertainty for a quantity that was calculated from one or more
measurements ,There are complicated and less complicated methods of doing this.
The simple oneThe Upper-Lower Bounds method of uncertainty in calculations is not as
formally correct, but will do.The basic idea of this method is to use the uncertainty
ranges of each variable to calculate the maximum and minimum values of the function.
measurement = best estimate ± uncertainty
5. the area would be:
A = l * w = 1.2 * 1.3 = 1.56 m^2
Area Presence of Uncertainties
The minimum area would be using the "minimum" measurements so
l = 1.2 - 0.2 = 1.0
w = 1.3 - 0.3 = 1.0
So the "minimum' area is A-min = 1.0 * 1.0 = 1.0 m^2
Likewise for the maximum area, l = 1.2 + 0.2 = 1.4 and
w = 1.3 + 0.3 = 1.6
So the Maximum area is A-max = 1.4 * 1.6 = 2.24 m^2
We can say ¥ = ±(0.2)(0.3) = 0.6 the area is A = 1.5 +/- 0.6 m^2
For example you want to find the area of a square and measure one side as a length of 1.2 +/-
0.2 m and the other length as 1.3 +/- 0.3 meters,
6. power system planning namely,
• Base on Load forecasting (LF)
• Generations expansions planning (GEP)
• Substations expansion planning( SEP,)
• Network expansion planning (NEP)
• Reactive power planning (RPP)
We assumed, implicitly, that all decisions are made by a single entity and the information
used lacks any uncertainty. None of the above is strictly true.
7. If Generations expansions planning is decided by some entities based on the
other entities cannot proceed towards the other steps (SEP, NEP and RPP) if
they cannot make sure what the GEP players do in actual life. Still, there are
more uncertainties involved for their various decision makings .
The uncertainties play major roles in power system planning issues of the new
environment.
8. Power System regulating industry
In the regulated industry, power system structure consists of
generation, transmission and distribution owned by a single entity;or owned by different owners,
controlled or regulated by a single entity.
the single entity decides on where and how to allocate generation and/or transmission facilities.
The investment and the operational costs as well as an appropriate level of profit for the owners are
are compensated by regulated tariffs imposed on the customers.
9. Power system in de-regulated
In de-regulated environment,
The electricity is provided by some suppliers known as generation companies ( Gen.Co)$
The customers may wish to buy this commodity either from the high voltage or low voltage
(through distribution companies also called (Dis.Cos),may be Owned by transmission company
electricity should be transferred from the suppliers to the customers through the available
transmission facilities (transmission lines and/or cables, ) That owned by the transmission
company and also called (TransCo)
10. The other facilities have to be owned investments or (owned by the
transmutation companies (TransCo ) is still fully or partially
The electricity price is determined based on by suppliers from one side and
customer from other
12. Two terms of uncertainty and risk are widely used in power system planning . There are no
fixed definitions for these terms. Some believe that they are the same, while some believe
one is the result of another. Still, some think of these to be quite independent..
we assume that the uncertainties involved may result in risk. For instance, as GEP, SEP and
NEP are based on the forecasted load,
any uncertainty in the forecasted load may result in risk so that the network planned may be
unable to fulfill its functions properly to supply all loads
On the other hand, the uncertainties affect all short- power system planning and long- power
system planning decisions.
Power System Uncertainties
13. 1 Uncertainties module in a Regulated Environment
power system planning is depend on load forecasting (LF) and consists of
GEP, SEP, NEP and RPP, input parameters.
The studies are to be carried out for some years in the future depended on
historical information so the input parameters should be, accordingly,
predicted
these parameters are in turn, dependent upon some other parameters. As a
a result,
the input parameters to power system planning modules may face
uncertainties which obviously affect our decisions
14. Power planning modules input parameters are
Economic growth load forecasting (LF)
Economic parameters, such as inflation, depreciation and interest rates of
• Load forecasting (LF)
• Generations expansions planning (GEP)
• Substations expansion planning( SEP,)
• Network expansion planning (NEP)
• Reactive power planning (RPP)
• The Fuel cost (directly on GEP and indirectly on SEP, NEP and RPP
15. Technological developments (LF, GEP, SEP, NEP and RPP)
Environmental limitations (directly or indirectly)
Investment costs (GEP, SEP, NEP and RPP)
Demand side management programs (LF)
Operation and maintenance costs (GEP, SEP, NEP and RPP)
Resource (such as fuel and water,) availability (GEP)
16. Mane company or entity
transmission line Generations Distribution
regulated environment
17. 2-Uncertainties module in De-regulated Environment
The power system de-regulating has resulted in appearing new independent
entities such as (GenCos, TmnsCos, DisCos,.)
The single-player environment has replaced by a multi-player, with its risks
and uncertainties involved.
each aiming at making, the maximum profit (revenues minus costs) from
its properties.
The de-regulation of the power industry leads to separation of the
transmission planning from the generation expansions. This will increase
the uncertainties and challenges
18. Each entity now should make its own decisions. And how to behaviors
with the other players into consideration in this new situation,
The electricity price is determined based on the supply-demand rule.
We discuss differentiate between the uncertainties involved in GEP
from one side and, TEP) from the other side.
19. Uncertainties in Generations expansions planning
GEP
This uncertainty introduced for the regulated environment, as
an owner should now make its own decision in investing on a
power plant, it new uncertainties.
The electricity price is the most important If investor may
invest in a location with an anticipated high electric price.
However, the behaviors of the other players should also be
predicted and taken into account. This prediction is not an easy task
at all
20. uncertainties more effects in the de-regulated environment For example ,
the costs of primary resources (such as gas, oil, etc.) may make an owner
to defer its investment in a place or changes its decision and invests in
another place.
In a regulated environment, although these costs are still effective, the
investor may still invest at the same place and time; as the money is
guaranteed to be back by some appropriate tariffs.
21. Uncertainties in transmission line expansion
planning TEP
• This uncertainties in a regulated environment,
• Deal with how transmission line expansion planning may be properly
performed
• the most important uncertain factor which influences TEP ,the
uncertain GEP output.
• If GEP is decided upon by the other market players As the costs of
TEP should be recovered from the market participants (both the
suppliers and the customers)
22. • an over design may result in players dissatisfactions or uneconomic
decision .
• Under design can result in similar effects as the suppliers may be
unable to sell or cover the loads of the customers
23. Advanced of calculate Uncertainties in power
planning
Reduced the risk and error
more accuracy Measurements for planning
Give robust power planning
Give more reliably for power system for short and long planning