In this webinar, learn about common cybersecurity threats and the crucial role played by real-time digital simulation in the reinforcement of cybersecurity in power systems.
In this webinar, learn about common cybersecurity threats and the crucial role played by real-time digital simulation in the reinforcement of cybersecurity in power systems.
E.ON Energy Research Center builds first interface between OPAL-RT and RTDS Technologies real-time simulators, opens new collaborative research opportunities
In this webinar, learn how OPAL-RT's state-of-the-art Hardware-in-the-Loop (HIL) simulation solutions empower engineers to design and test ECUs, and other integrated power electronic systems and controllers, with efficiency.
The OP1200, Lab-Scale Modular Multilevel Converters Test Bench, is dedicated to the hardware verification of new control algorithms for new and existing power electronic converter topologies. It is used for experimental work on converter interactions and network control.
E.ON Energy Research Center builds first interface between OPAL-RT and RTDS Technologies real-time simulators, opens new collaborative research opportunities
In this webinar, learn how OPAL-RT's state-of-the-art Hardware-in-the-Loop (HIL) simulation solutions empower engineers to design and test ECUs, and other integrated power electronic systems and controllers, with efficiency.
The OP1200, Lab-Scale Modular Multilevel Converters Test Bench, is dedicated to the hardware verification of new control algorithms for new and existing power electronic converter topologies. It is used for experimental work on converter interactions and network control.
PMU-Based Real-Time Damping Control System Software and Hardware Architecture...Luigi Vanfretti
Poster Presentation at the IEEE PES General Meeting. Low-frequency, electromechanically induced, inter- area oscillations are of concern in the continued stability of inter- connected power systems. Wide Area Monitoring, Protection and Control (WAMPAC) systems based on wide-area measurements such as synchrophasor (C37.118) data can be exploited to address the inter-area oscillation problem. This work develops a hardware prototype of a synchrophasor-based oscillation damping control system. A Compact Reconfigurable Input Output (cRIO) con- troller from National Instruments is used to implement the real- time prototype. This paper presents the design process followed for the development of the software architecture. The design method followed a three step process of design proposal, design refinement and finally attempted implementation. The goals of the design, the challenges faced and the refinements necessary are presented. The design implemented is tested and validated on OPAL-RT’s eMEGASIM real-time simulation platform and a brief discussion of the experimental results is included.
Monitoring of Transmission and Distribution Grids using PMUsLuigi Vanfretti
My presentation on "Monitoring of Transmission and Distribution Grids using PMUs" for the Workshop on Energy Business Opportunities in NY State.
The Center for Integrated Electrical Energy Systems (CIEES) at Stony Brook University and the Center for Future Energy Systems (CFES) at Rensselaer Polytechnic Institute will be holding a one day Workshop on Energy Business Opportunities in NY State.
Courier management system project report.pdfKamal Acharya
It is now-a-days very important for the people to send or receive articles like imported furniture, electronic items, gifts, business goods and the like. People depend vastly on different transport systems which mostly use the manual way of receiving and delivering the articles. There is no way to track the articles till they are received and there is no way to let the customer know what happened in transit, once he booked some articles. In such a situation, we need a system which completely computerizes the cargo activities including time to time tracking of the articles sent. This need is fulfilled by Courier Management System software which is online software for the cargo management people that enables them to receive the goods from a source and send them to a required destination and track their status from time to time.
CFD Simulation of By-pass Flow in a HRSG module by R&R Consult.pptxR&R Consult
CFD analysis is incredibly effective at solving mysteries and improving the performance of complex systems!
Here's a great example: At a large natural gas-fired power plant, where they use waste heat to generate steam and energy, they were puzzled that their boiler wasn't producing as much steam as expected.
R&R and Tetra Engineering Group Inc. were asked to solve the issue with reduced steam production.
An inspection had shown that a significant amount of hot flue gas was bypassing the boiler tubes, where the heat was supposed to be transferred.
R&R Consult conducted a CFD analysis, which revealed that 6.3% of the flue gas was bypassing the boiler tubes without transferring heat. The analysis also showed that the flue gas was instead being directed along the sides of the boiler and between the modules that were supposed to capture the heat. This was the cause of the reduced performance.
Based on our results, Tetra Engineering installed covering plates to reduce the bypass flow. This improved the boiler's performance and increased electricity production.
It is always satisfying when we can help solve complex challenges like this. Do your systems also need a check-up or optimization? Give us a call!
Work done in cooperation with James Malloy and David Moelling from Tetra Engineering.
More examples of our work https://www.r-r-consult.dk/en/cases-en/
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.
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
Explore the innovative world of trenchless pipe repair with our comprehensive guide, "The Benefits and Techniques of Trenchless Pipe Repair." This document delves into the modern methods of repairing underground pipes without the need for extensive excavation, highlighting the numerous advantages and the latest techniques used in the industry.
Learn about the cost savings, reduced environmental impact, and minimal disruption associated with trenchless technology. Discover detailed explanations of popular techniques such as pipe bursting, cured-in-place pipe (CIPP) lining, and directional drilling. Understand how these methods can be applied to various types of infrastructure, from residential plumbing to large-scale municipal systems.
Ideal for homeowners, contractors, engineers, and anyone interested in modern plumbing solutions, this guide provides valuable insights into why trenchless pipe repair is becoming the preferred choice for pipe rehabilitation. Stay informed about the latest advancements and best practices in the field.
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
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.
Student information management system project report ii.pdfKamal Acharya
Our project explains about the student management. This project mainly explains the various actions related to student details. This project shows some ease in adding, editing and deleting the student details. It also provides a less time consuming process for viewing, adding, editing and deleting the marks of the students.
Final project report on grocery store management system..pdfKamal Acharya
In today’s fast-changing business environment, it’s extremely important to be able to respond to client needs in the most effective and timely manner. If your customers wish to see your business online and have instant access to your products or services.
Online Grocery Store is an e-commerce website, which retails various grocery products. This project allows viewing various products available enables registered users to purchase desired products instantly using Paytm, UPI payment processor (Instant Pay) and also can place order by using Cash on Delivery (Pay Later) option. This project provides an easy access to Administrators and Managers to view orders placed using Pay Later and Instant Pay options.
In order to develop an e-commerce website, a number of Technologies must be studied and understood. These include multi-tiered architecture, server and client-side scripting techniques, implementation technologies, programming language (such as PHP, HTML, CSS, JavaScript) and MySQL relational databases. This is a project with the objective to develop a basic website where a consumer is provided with a shopping cart website and also to know about the technologies used to develop such a website.
This document will discuss each of the underlying technologies to create and implement an e- commerce website.
Water scarcity is the lack of fresh water resources to meet the standard water demand. There are two type of water scarcity. One is physical. The other is economic water scarcity.
RT15 Berkeley | ARTEMiS-SSN Features for Micro-grid / Renewable Energy Source Integration using Real-Time Simulation - OPAL-RT
1. 1
Christian Dufour, Ph.D.
Opal-RT Technologies
christian.dufour@opal-rt.com
ARTEMiS-SSN Features for
Micro-grid / Renewable Energy Source Integration
using Real-Time Simulation
(NASPI Workshop presentation with some additions)
2. 2
Advancements in the Real-Time Simulation
of Large Active Distribution Systems
for PMU testing
Christian Dufour, Ph.D.
christian.dufour@opal-rt.com
March 24, 2015, San Mateo, CA, USA
Revision 2
3. 3
• Show how real-time simulation technologies can help utilities and
researchers to develop and test PMUs and PMU applications
• Show different solver for Digital Real-time Simulator (DRTS) such as:
• Real-time Phasor (or Transient Stability) Simulation
• Real-time Electromagnetic Transient Simulation
• Special solver solutions like SSN for distribution systems.
• Show communication features of real-time simulator
• Support of IEC-61850 protocols (Sampled Values, GOOSE)
• Support of DNP3 protocol
• Support of IEEE C37.118 protocol for PMUs
• Example cases from actual users.
Presentation Objectives
4. 4
Different solutions for different problem sizes
Real-Time
Transient
Stability
(or Phasor)
Simulation
(like PSS/e) Real-Time
ElectroMagnetic
Transient
Simulation
(like EMTP)
CPU-type
FPGA-
type
{
Opal-RT provides solutions for real-
time Transient Stability simulation
• ePHASORsim solver
• Sample time =1-10 milliseconds
Opal-RT also provides solutions for
real-time Electromagnetic Transient
Simulation:
• Hypersim and eMEGAsim with SSN
• Sample time= 10-100 µs
20 cores PC-based DRTS
5. 5
• Biggest actual client case so far: 30000 busses (positive sequence)
• Support for 3 phase modeling. (More important in distribution grids)
• METIS routines used to partition admittance matrix for calculation on
many processors
Real-Time Transient Stability with ePHASORsim**
** V. Jalili-Marandi, E. Robert, V.Lapointe, J. Belanger, “A real-time transient stability simulation tool for large-scale power systems”.
2012 PES General meeting, San Diego, USA, July 22-26, 2012.
6. 6
• Transmission line delays
allow large transmission
system to run in real-time.
• Ex: HQ grid run in real-time
on 128 core on SGI computer
• Automatic partition in
Hypersim RT simulator
Challenge of distribution networks with EMT-DRTS
7. 7
• Transmission line delays
allow large transmission
system to run in real-time.
• Ex: HQ grid run in real-time
on 128 core on SGI computer
• Automatic partition in
Hypersim RT simulator
• There is no such ‘long’ lines
in distribution systems!
• Cannot parallelize tasks like
in transmission grids
Challenge of distribution networks with EMT-DRTS
8. 8
State-Space Nodal (SSN) Solver for Parallel EMT RT-sim
• Reducing the node number is critical for DRTS because the LU factorization of Y
admittance matrix is an order O(R3) problem (R is rank of Y)
• SSN allow user to select the node location and limit the number of nodes.
• Less partitions make it easier to solve the equations on parallel cores,
without algorithmic delays.
Comparison of node number for standard nodal admittance method and SSN
Using EMTP/RTDS/Hypersim: 10 nodes, 16 ‘partitions’ Using SSN: 1 node, 2 partitions!
** C. Dufour, J. Mahseredjian , J. Bélanger, “A Combined State-Space Nodal Method for the Simulation of Power System Transients”,
IEEE Transactions on Power Delivery, Vol. 26, no. 2, April 2011 (ISSN 0885-8977), pp. 928-935
9. 9
Parallel State-Space Nodal Solver (SSN)
• SSN allow the parallelisation of the network equations without delay.
• How is this possible? Reducing the node number has the effect of creating much bigger branch
equations. These SSN group equations are computed on many CPUs in parallel!
• Note that this would be possible in theory for standard EMTP but in would be practically
inefficient because of the inter-core communication costs for a large number of branches.
SSN groups computed mostly in parallel
LU solution is made
on a different core
10. 10
Extending the real-time EMT simulation with SSN
• SSN node aggregation and parallel calculation capabilities pushes the limit of
real-time simulation of distribution grids
• ENEL Distribuzione, 750 nodes*, 52 µs ** France Distribution, 650 nodes*, 70 µs
**
** C. Dufour, S. Alma, S. Cuni, G. Scrosati, G. Valvo, G. Sapienza, "Renewable integration and protection studies on a 750-node distribution
grid using a real-time simulator and a delay-free parallel solver", CIRED-2015, Lyon, France, June 15-18, 2015
* Node definition may change these figures.
** Timing obtained using Intel-Xeon Processor-E5-2687W Xeon V3 and only 6 cores out of 20 available
11. 11
SSN in More-Electric-Aircraft
(Bombardier Global Express)
• GLEX stats:
• 25 SSN groups
• 109 switches (all coupled)
• SSN admittance matrix size: 48x48
• Time step 39 µs
0.1 0.15 0.2 0.25 0.3 0.35 0.4 0.45 0.5
14
16
18
20
22
24
26
28
30
Time (s)
Voltage(V
DC
)
SPS 1us
SPS 50us
SSN 50us
L. Montealegre Lobo, C. Dufour, J. Mahseredjian, “Real-time Simulation of More-Electric Aircraft Power Systems”, Proceedings
of the 15th European Conference on Power Electronics and Applications (EPE’13 ECCE Europe), Lille, France, Sept. 3-5, 2013
12. 12
Micro-Grid demos in SimPowerSystems
(new in R2015a)
http://www.mathworks.com/examples/simpower/4226-simplified-model-of-a-small-scaled-micro-grid
• Micro-grid composed of:
• Main source with breaker
• Feeder transformer
• Solar panel
• Battery with SOC and control
• Loads with profiles/breakers
• Native phasor solver can be used to study medium term energy availability
• SSN could be used to study transient behavior of the system with a real controller
15. 15
• DNP 3 (Distributed Network Protocol)
• IEC-61850
• IEC-61850-8-1 GOOSE
• IEC-61850-9-2 Sampled Values
• C37.118-2005
(Synchrophasor protocol)
• IRIG-B for GPS synchronization
• More than 100 virtual PMU allowed
• IEC60870-5-104 (for SCADA systems)
• Modbus, Modbus-TCP
• OPC (Open Platform Communications)
Supported Protocols (list not exhaustive)
Image curtesy of MEINBERG Radio Clocks GmbH
https://www.meinbergglobal.com
16. 16
• EPFL in Switzerland developed an ultra-
precise PMU for distribution systems
• Validation was made with real-time simulated
IEEE 13 Bus test feeder system using SSN
• Node voltages/currents are send by the analog
outputs of the DRTS.
• Read by the prototyped PMUs (11 total)
• Other PMUs simulated in the DRTS.
• 100 softPMU possible. 30 tested as of May 2015
• Produce IEEE C37.118 stream which are gathered
by the Phasor Data Concentrator (OpenPDC)
PMU development and testing in the lab using DRTS**
** C. Dufour, J. Bélanger, "On the Use of Real-Time Simulation Technology in Smart Grid Research and
Development", IEEE Transactions on Industry Applications, Volume 50, Issue 6, Nov/Dec 2014.
17. 17
• KTH researchers build a complete WAMPAC laboratory with eMEGAsim DRTS
• Connects to physical PMUs, relays, other PDC streams, portable visualization tools…
Complete WAMPAC laboratory with DRTS (SmarTS-LAB)
Almas, M.S. ;Baudette, M. ; Vanfretti,
L. ; Lovlund, S.; “Synchrophasor
network, laboratory and software
applications developed in the
STRONg2rid project”, 2014 PES
General Meeting Conference &
Exposition, Washington, USA, 27-31
July 2014
18. 18
• Another group of researchers at KTH, Sweden, developed a test platform to
validate PMU performance and IEEE C37.118 standard compliance.
• Can connect both virtual and physical PMUs.
• Many applications developed such as on-line mode estimation and WAMPAC.
Synchrophasor test platforms with DRTS
Zhu, K., Deo, S., Al-Hammouri, A., Honeth, N., Chenine, M. et al. (2013) “Test Platform For Synchrophasor Based Wide-Area
Monitoring and Control Applications”. ,IEEE PES General Meeting Vancouver 2013
19. 19
• Iterative MOV enable precise real-time fault testing
• Unique feature in the DRTS market in SSN and Hypersim
Iterative methods in real-time simulators
C. Dufour, O. Tremblay, “Iterative Algorithms of Surge Arrester for Real-Time Simulators”, 18th Power Systems
Computation Conference (PSCC 2014), August 18-22, 2014, Wroclaw, Poland.
20. 20
• The increased power of multi-core PC is enabling even more powerful testing
methods for modern transmission and distribution grids.
• Transient Stability (TS) and Electromagnetic Transient (EMT) methods available in RT
• Coupled with efficient circuit solvers like SSN, we can now simulate
distribution grids of 750 nodes without algorithmic delays in EMT
• Node count simply follows Moore’s law, with new PCs.
• Transmission network (with long transmission lines): no size limits a priori. Hypersim can EMT
simulate the entire grid of the Province of Quebec on SGI with 128 cores.
• ePHASORsim: like PSS/e but in real-time.
• Actually support PSS/e files.
• Sized for 50000 nodes max in 2015, following Moore’s law.
• Communication protocols are important to make RT-sim of modern grids
• Opal-RT simulators support communication protocols like C37.118 and IEC-61850
Conclusion
Editor's Notes
DNP3 (Distributed Network Protocol) is a set of communications protocols used between components in process automation systems. Its main use is in utilities such as electric and water companies. Usage in other industries is not common. It was developed for communications between various types of data acquisition and control equipment. It plays a crucial role in SCADAsystems, where it is used by SCADA Master Stations (aka Control Centers), Remote Terminal Units (RTUs), and Intelligent Electronic Devices (IEDs). It is primarily used for communications between a master station and RTUs or IEDs
SCADA (supervisory control and data acquisition) is a type of industrial control system (ICS). Industrial control systems are computer controlled systems that monitor and control industrial processes that exist in the physical world. SCADA systems historically distinguish themselves from other ICS systems by being large scale processes that can include multiple sites, and large distances. These processes include industrial, infrastructure, and facility-based processes
A phasor measurement unit (PMU) or synchrophasor is a device which measures the electrical waves on an electricity grid, using a common time source for synchronization. Time synchronization allows synchronized real-time measurements of multiple remote measurement points on the grid
OLE for Process Control (OPC), which stands for Object Linking and Embedding (OLE) for Process Control, is the original name for a standards specification developed in 1996 by an industrial automation industry task force. The standard specifies the communication of real-time plant data between control devices from different manufacturers.
DIgSILENT PowerFactory is a leading power system analysis software for applications in generation, transmission, distribution and industrial systems. It is integrating all required functions, easy to use, fully Windows compatible and combines reliable and flexible system modeling capabilities with state-of-the-art algorithms and a unique database concept.
IEC-60870-5-104 is an International Communications Protocol Standard for the Telecontrol of electric power transmission systems, which is being widely adopted in many countries throughout the world. The standard specifies the use of permanent directly connected Links between Telecontrol stations. Dedicated base band cables, power line carriers or radios may be used for analog channel communication or direct digital links may be used.
DNP3 (Distributed Network Protocol) is a set of communications protocols used between components in process automation systems. Its main use is in utilities such as electric and water companies. Usage in other industries is not common. It was developed for communications between various types of data acquisition and control equipment. It plays a crucial role in SCADAsystems, where it is used by SCADA Master Stations (aka Control Centers), Remote Terminal Units (RTUs), and Intelligent Electronic Devices (IEDs). It is primarily used for communications between a master station and RTUs or IEDs
SCADA (supervisory control and data acquisition) is a type of industrial control system (ICS). Industrial control systems are computer controlled systems that monitor and control industrial processes that exist in the physical world. SCADA systems historically distinguish themselves from other ICS systems by being large scale processes that can include multiple sites, and large distances. These processes include industrial, infrastructure, and facility-based processes
A phasor measurement unit (PMU) or synchrophasor is a device which measures the electrical waves on an electricity grid, using a common time source for synchronization. Time synchronization allows synchronized real-time measurements of multiple remote measurement points on the grid
OLE for Process Control (OPC), which stands for Object Linking and Embedding (OLE) for Process Control, is the original name for a standards specification developed in 1996 by an industrial automation industry task force. The standard specifies the communication of real-time plant data between control devices from different manufacturers.
DIgSILENT PowerFactory is a leading power system analysis software for applications in generation, transmission, distribution and industrial systems. It is integrating all required functions, easy to use, fully Windows compatible and combines reliable and flexible system modeling capabilities with state-of-the-art algorithms and a unique database concept.
IEC-60870-5-104 is an International Communications Protocol Standard for the Telecontrol of electric power transmission systems, which is being widely adopted in many countries throughout the world. The standard specifies the use of permanent directly connected Links between Telecontrol stations. Dedicated base band cables, power line carriers or radios may be used for analog channel communication or direct digital links may be used.
DNP3 (Distributed Network Protocol) is a set of communications protocols used between components in process automation systems. Its main use is in utilities such as electric and water companies. Usage in other industries is not common. It was developed for communications between various types of data acquisition and control equipment. It plays a crucial role in SCADAsystems, where it is used by SCADA Master Stations (aka Control Centers), Remote Terminal Units (RTUs), and Intelligent Electronic Devices (IEDs). It is primarily used for communications between a master station and RTUs or IEDs
SCADA (supervisory control and data acquisition) is a type of industrial control system (ICS). Industrial control systems are computer controlled systems that monitor and control industrial processes that exist in the physical world. SCADA systems historically distinguish themselves from other ICS systems by being large scale processes that can include multiple sites, and large distances. These processes include industrial, infrastructure, and facility-based processes
A phasor measurement unit (PMU) or synchrophasor is a device which measures the electrical waves on an electricity grid, using a common time source for synchronization. Time synchronization allows synchronized real-time measurements of multiple remote measurement points on the grid
OLE for Process Control (OPC), which stands for Object Linking and Embedding (OLE) for Process Control, is the original name for a standards specification developed in 1996 by an industrial automation industry task force. The standard specifies the communication of real-time plant data between control devices from different manufacturers.
DIgSILENT PowerFactory is a leading power system analysis software for applications in generation, transmission, distribution and industrial systems. It is integrating all required functions, easy to use, fully Windows compatible and combines reliable and flexible system modeling capabilities with state-of-the-art algorithms and a unique database concept.
IEC-60870-5-104 is an International Communications Protocol Standard for the Telecontrol of electric power transmission systems, which is being widely adopted in many countries throughout the world. The standard specifies the use of permanent directly connected Links between Telecontrol stations. Dedicated base band cables, power line carriers or radios may be used for analog channel communication or direct digital links may be used.