The document discusses the evolution of the electric grid to integrate distributed energy resources (DER). It notes that the grid is becoming a multi-directional network connecting millions of devices and DER. Operating such a system requires greater visibility and collaboration. It outlines a three stage process for DER integration - from grid modernization to DER integration to distributed markets. Key questions are discussed around how to plan and operate an integrated grid with DER. The document advocates for an open grid platform that enables bidirectional power flows and transparent processes.
A Grouped System Architecture for Smart Grids Based AMI Communications Over LTE ijwmn
A smart grid based Advanced Metering Infrastructure (AMI), is a technology that enables the utilities to
monitor and control the electricity consumption through a set of various smart meters (SMs) connected via
a two way communication infrastructure. One of the key challenges for smart grids is how to connect a
large number of devices. On the other hand, 4G Long Term Evolution (LTE), the latest standard for mobile
communications, was developed to provide stable service performance and higher data rates for a large
number of mobile users. Therefore, LTE is considered a promising solution for wide area connectivity for
SMs. In this paper, a grouped hierarchal architecture for SMs communications over LTE is introduced.
Then, an efficient grouped scheduling technique is proposed for SMs transmissions over LTE. The
proposed architecture efficiently solves the overload problem due to AMI traffic and guarantees a full
monitoring and control for energy consumption. The results of our suggested solution showed that LTE can
serve better for smart grids based AMI with particular grouping and scheduling scheme. In addition, the
presented technique can able to be used in urban areas having high density of SMs.
Towards automated service-oriented lifecycle management for 5G networksEricsson
5G networks will be a key enabler for the Internet of Things by providing a platform for connecting a massive number of devices with heterogeneous sets of network quality requirements. In this environment, 5G network operators will have to solve the complex challenge of managing network services for diverse customer sectors (such as automotive, health or energy) with different requirements throughout their lifecycle.
"Performance Analysis of In-Network Caching in Content-Centric Advanced Meter...Khaled Ben Driss
"Performance Analysis of In-Network Caching in Content-Centric Advanced Metering Infrastructure" The International Journal of Advanced Computer Science and Applications(IJACSA), Volume 7 Issue 11, 2016.
This presentation contains the information with regard to the scalability and replicability analysis performed in InteGrid (H2020 project) in addition to the replication roadmap and best practices (recommendations) identified.
Staggering in Power System Staggering in Power System Staggering in Power System Staggering in Power System Staggering in Power System Staggering in Power System Staggering in Power System Staggering in Power System Staggering in Power System Staggering in Power System Staggering in Power System Staggering in Power System Staggering in Power System Staggering in Power System Staggering in Power System Staggering in Power System Staggering in Power System Staggering in Power System Staggering in Power System Staggering in Power System Staggering in Power System Staggering in Power System Staggering in Power System Staggering in Power System Staggering in Power System Staggering in Power System Staggering in Power System Staggering in Power System Staggering in Power System Staggering in Power System Staggering in Power System Staggering in Power System Staggering in Power System Staggering in Power System Staggering in Power System Staggering in Power System Staggering in Power System
21st C.Electric Distribution System Operations, 2014Paul De Martini
L. Kristov & P. De Martini paper that defines Distribution System Operator and provides a framework to considering a range of business and policy issues.
The paper highlights the need for an Active System Management (ASM) of distribution networks as a key tool for the efficient and secure integration of a high share of Distributed Energy Resources (DER). The paper provides technical and regulatory recommendations that mainly focus on distributed generation but are also largely applicable to flexible loads, electric vehicles and storage.
This was presented on April 1, 2014 to the West Loop community. It outlines the latest thinking from Chicago's Department of Planning and Development and CDOT on Chicago's Randolph Fulton Market District. The deck includes rough guidelines on:
- zoning and land use
- building design principles
- Historic District designation
- Traffic/parking studies, and streetscape recommendations
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For more information, check out http://neighborsofwestloop.com.
A Grouped System Architecture for Smart Grids Based AMI Communications Over LTE ijwmn
A smart grid based Advanced Metering Infrastructure (AMI), is a technology that enables the utilities to
monitor and control the electricity consumption through a set of various smart meters (SMs) connected via
a two way communication infrastructure. One of the key challenges for smart grids is how to connect a
large number of devices. On the other hand, 4G Long Term Evolution (LTE), the latest standard for mobile
communications, was developed to provide stable service performance and higher data rates for a large
number of mobile users. Therefore, LTE is considered a promising solution for wide area connectivity for
SMs. In this paper, a grouped hierarchal architecture for SMs communications over LTE is introduced.
Then, an efficient grouped scheduling technique is proposed for SMs transmissions over LTE. The
proposed architecture efficiently solves the overload problem due to AMI traffic and guarantees a full
monitoring and control for energy consumption. The results of our suggested solution showed that LTE can
serve better for smart grids based AMI with particular grouping and scheduling scheme. In addition, the
presented technique can able to be used in urban areas having high density of SMs.
Towards automated service-oriented lifecycle management for 5G networksEricsson
5G networks will be a key enabler for the Internet of Things by providing a platform for connecting a massive number of devices with heterogeneous sets of network quality requirements. In this environment, 5G network operators will have to solve the complex challenge of managing network services for diverse customer sectors (such as automotive, health or energy) with different requirements throughout their lifecycle.
"Performance Analysis of In-Network Caching in Content-Centric Advanced Meter...Khaled Ben Driss
"Performance Analysis of In-Network Caching in Content-Centric Advanced Metering Infrastructure" The International Journal of Advanced Computer Science and Applications(IJACSA), Volume 7 Issue 11, 2016.
This presentation contains the information with regard to the scalability and replicability analysis performed in InteGrid (H2020 project) in addition to the replication roadmap and best practices (recommendations) identified.
Staggering in Power System Staggering in Power System Staggering in Power System Staggering in Power System Staggering in Power System Staggering in Power System Staggering in Power System Staggering in Power System Staggering in Power System Staggering in Power System Staggering in Power System Staggering in Power System Staggering in Power System Staggering in Power System Staggering in Power System Staggering in Power System Staggering in Power System Staggering in Power System Staggering in Power System Staggering in Power System Staggering in Power System Staggering in Power System Staggering in Power System Staggering in Power System Staggering in Power System Staggering in Power System Staggering in Power System Staggering in Power System Staggering in Power System Staggering in Power System Staggering in Power System Staggering in Power System Staggering in Power System Staggering in Power System Staggering in Power System Staggering in Power System Staggering in Power System
21st C.Electric Distribution System Operations, 2014Paul De Martini
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The paper highlights the need for an Active System Management (ASM) of distribution networks as a key tool for the efficient and secure integration of a high share of Distributed Energy Resources (DER). The paper provides technical and regulatory recommendations that mainly focus on distributed generation but are also largely applicable to flexible loads, electric vehicles and storage.
This was presented on April 1, 2014 to the West Loop community. It outlines the latest thinking from Chicago's Department of Planning and Development and CDOT on Chicago's Randolph Fulton Market District. The deck includes rough guidelines on:
- zoning and land use
- building design principles
- Historic District designation
- Traffic/parking studies, and streetscape recommendations
- Weekly market
For more information, check out http://neighborsofwestloop.com.
9th International Public Markets Conference - Fiona WhitworthPPSPublicMarkets
Session -- Wholesale-Retail Interactions: from Producer to Consumer
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Andrew Keane delivered this presentation at a joint ESRI-UCD conference tilted 'Energy research to enable climate change mitigation' on 17 September.
Photos from the conference are available to view on the ESRI website here: https://www.esri.ie/events/esri-ucd-conference-energy-research-to-enable-climate-change-mitigation
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Behavior changes are set based on homeowner preferences for use of their distributed energy resources. The platform also creates statistics on customer energy usage and validates participation in these energy markets, confirming settlement when compensation for energy services has been paid.
As a result, users are empowered with greater choices, control and autonomy to buy, consume, and sell energy, and the utility improves reliability and forecasting by gaining visibility of energy usage patterns and changing behaviors.
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"Next Gen Grid Tech Commercialization" for Duke University Energy Initiative ...Josh Gould
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As the move towards a net zero energy system accelerates, network customers and consumers will require simplified and accessible digital products, processes and services that can improve their user experience. Data and digital initiatives are already beginning to show the potential to improve the efficiency of energy networks whilst making it easier for third parties to interact with and innovate for the energy system. Digitalisation of energy network activities will contribute to better coordination, planning and network optimisation.
You will hear from SIF projects which are investigating new digital products and services such as digital twins.
The Strategic Innovation Fund (SIF) is an Ofgem programme managed in partnership with Innovate UK, part of UKRI. The SIF aims to fund network innovation that will contribute to achieving Net Zero rapidly and at lowest cost to consumers, and help transform the UK into the ‘Silicon Valley’ of energy, making it the best place for high-potential businesses to grow and scale in the energy market.
For more information on the SIF visit: www.ofgem.gov.uk/sif
Or sign-up for our newsletter here: https://ukri.innovateuk.org/ofgem-sif-subscription-sign-up
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Utilities are facing massive changes that affect all aspects of their business, from planning through operations. Once an industry characterized as technology-risk averse, utilities have been shifting to more agile approaches with a higher tolerance for risk. Modeling the grid to accommodate these changes requires new approaches and closer relationships with trusted
technology partners. This paper will examine what methodologies have driven the acceleration of grid decentralization and what technologies still need to be applied for smooth integration and success.
Illustrative slides on the 3 Stage Evolution model and the application of Walk, Jog, Run step-wise approach to transition between stages through sequential enhancements in functionality and technology investments.
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Report assessing the structural evolution of Distribution System Operator model spanning distribution planning, operations and integration of DER provided value. Report critically discusses the business and policy decision considerations in relation to DER adoption.
Transactive Energy article in Metering International magazine Fall 2013. Provides practical explanation of transactive energy in an evolutionary context.
Evolving Distribution Grid article in Electric Perspectives magazine Jan-Feb 2015 edition. Article discusses emerging business opportunities for a utility Distribution Services Provider.
PNNL-Caltech conceptual paper on network effects and convergence for electric grids. Paper presents introductory information and organizing frameworks on the development of electric networks and the opportunity to achieve synergies from multi-network convergence.
Presentation at 2014 Fall CCIF workshop focused on the evolution and value of information in the new energy economy as relates to electric industry business opportunities.
California's More Than Smart summary discussion materials regarding a new distribution planning process for the integration and value for distributed energy resources. Slides represent discussions between June 2014 thru March 2015.
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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.
Forklift Classes Overview by Intella PartsIntella Parts
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For more technical information, visit our website https://intellaparts.com
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.
Saudi Arabia stands as a titan in the global energy landscape, renowned for its abundant oil and gas resources. It's the largest exporter of petroleum and holds some of the world's most significant reserves. Let's delve into the top 10 oil and gas projects shaping Saudi Arabia's energy future in 2024.
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.
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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.
1. Making the Distribution Grid
More Open, Efficient and Resilient
Paul De Martini
Newport Consulting
Caltech Resnick Sustainability Institute
March 26, 2015
2. 2
Grid Evolution: One-way Road to Grid of Things
Source: IEEE
Grid increasingly becoming a multi-directional network interconnecting millions of
intelligent consuming devices and flexible DER and back-up generation
Operating such a system requires greater situational visibility and
collaboration with customers and their services providers
3. 3
Evolution of Customer & Distribution System
Stage 3:
Distributed Markets
Multi-party
Transactions
Market
Operations
DER Integrator
& Optimization
Dist. Platform Development
Customer
Onsite Supply &
Reliability
Stage 2:
DER Integration
Smart Grid Investments
Aging Infrastructure Refresh
Cost Mgmt. Services
Information &
Decision Tools
Stage 1:
Grid Modernization
Value
Time
3 Stages of Evolution as DER Adoption Grows & Market Opportunities Expand
Distribution
System
Customer
Engagement
4. 4
How Will We Develop & Operate This Grid?
• Integrated Grid Planning
• DER Hosting Capacity
• Locational Benefits
• Integration w/Trans. & Resource Planning
• Grid as an Open Platform
• Leverage Current Investments
• Evolve to Create “Plug & Play” System
• Integrated Distribution Operations
• Manage distributed power flows
• Coordinate physical flows across T-D interface
• DER Market Opportunities
• Expanding opportunities to provide services
• Market structures vary and should align with
parties’ respective needs
Focus on Customer Value & New User Needs
Changes to Traditional Distribution Lifecycle Management Processes Required
5. 5
What Distribution Grid
Do We Want?
Open Grid Platform
Seamless:
• Enable multi-directional real & reactive power flows
• Enable transactions across distribution with utility
distribution company, bulk power operations and
wholesale market
Open & Transparent:
• Low barriers to access physical connections & value
monetization opportunities
• Streamlined interconnection rules and processes
• Transparent processes for planning and operations
• Access to distribution planning & operational
information (qualified access)
• Transparent locational value determination and
monetization
Network & Convergent Value:
• Physical and operational qualities that yield greater
safety and reliability benefits
• Qualities that may create greater customer/societal
value from each interconnected DER (“network
effects”)
Current Path
Distribution system refresh underway is increasing
capacity
• Continued replacement of aging electric
infrastructure
• Refresh involves upgrading to higher voltage
levels in areas with high DER potential
• New design practices incorporate larger sizes for
wire and transformers that improve reliability &
DER integration
More Resilient/Reliable/Safe & Visible
• Extending distribution automation to improve
fault isolation and service restoration capabilities
• Continued upgrades on distribution protection
systems (substation communications and analog
to digital relays)
• Integration of field sensors (smart meters, other
sensors) into grid operational systems that
enable situational intelligence
• Digitization of field asset information
(completing the analog to digital transition)
6. 6
Distribution Planning Process
Integrated Grid Planning Required – California Dist. Resources Plan Example
Shift from Deterministic Engineering Analysis + System level Benefits Analysis
Toward Dynamic Engineering Methods with Locational Benefits Incorporated
7. 7
A spectrum of possible designs can be envisioned in terms of the
complementary roles of DSO and TSO.
Relevance of T-D boundary MostLeast
Adapted from: L. Kristov CAISO
Integrated System Operations Evolution
Model A:
TSO optimizes the whole
integrated system – all the
way down into the
distribution system
including managing
coordination of all DER
services schedules
DSO only responsible for
safe and reliable
distribution operations
Model C:
TSO optimizes only the
transmission system – sees a
single aggregate or “virtual”
resource at each T-D Interface
managed by DSO
DSO responsible for physical
coordination of all DER
services to T-D Interface and
safe & reliable operation of
distribution grid
Model B:
TSO optimizes only the
transmission system – sees
multiple aggregate or “virtual”
resources by Aggregators & DSO
at each T-D interface.
DSO responsible for physical
coordination of DER services to
T-D Interface and safe & reliable
operation of distribution grid
9. 9
DER Value Components (MTS example 1 of 2)
Value Component Definition
Distribution
Subtransmission, Substation & Feeder
Capacity
Reduced need for local distribution system upgrades
Distribution Losses Value of energy due to losses between wholesale transaction and
distribution points of delivery
Distribution Power Quality + Reactive
Power
Improved transient & steady-state voltage, reactive power optimization and
harmonics
Distribution Reliability + Resiliency+
Security
Reduced frequency and duration of individual outages & withstand and
quickly recover from large external natural, physical and cyber threats
Distribution Safety Improved public safety and reduced potential for property damage
Customer,Societal
&Environmental
Customer Choice Customer & societal value from robust market for customer alternatives
CO2 Emissions Reductions in federal and/or state CO2 emissions based on cap-and-trade
allowance revenue or cost savings or compliance costs
Criteria Pollutants Reduction in local emissions in specific census tracts
Health Impacts Reduction in societal health costs associated with GHG emissions
Energy Security Reduced risks derived from greater supply diversity
Water Use Synergies between DER and water management (electric-water nexus)
Land Use Environmental benefits & avoided property value decreases from DER
deployment instead of large generation projects
Economic Impact State or local net economic impact (e.g., jobs, GDP, tax income)
Objective is to define a mutually exclusive and collectively exhaustive (MECE) list irrespective of
whether these could be valued or monetized today, or if the value is part of utility revenue requirements.
11. 11
Distributed Market Structures
Market Structures Need to Align Grid Operational & DER Commercial Requirements
Plus, Distribution Provider Services Need to Align with DER Market Reqt’s
12. 12
States Turning Concepts Into Practice
12
“Utilities must transform into “market-makers”
who solve problems at the edge of the system”
Audrey Zibelman, Chair, NY PSC May 2014
Several states have open proceedings or
having preliminary stakeholder dialogs
• New York REV
• California DER/EV related proceedings
• Hawaii Grid Modernization & DER integration
• Arizona Utility DER services & ownership
Focus of Regulation & Advocacy
• Distribution as an enabling network
open access platform & distribution system
operations as market facilitator
• Expanding customer services
opportunities for utilities to facilitate and/or provide
DER, microgrid and other competitive customer
services
• Reforming Regulation
• Performance based ratemaking (extensive metrics)
• Rate case process changes (e.g., future test year)
• NEM/TOU Rate reform
14. 14
More Than Smart Evolution
MTS
Working
Group
MTS
Workshop 2
MTS
Workshop 1
Grid2020
Workshop
Grid2020
Caltech
Report
MTS
Paper
MTS
Workshop 3
Oct 2011 Sep 2012 Oct 2013 Jun 2014 Jul 2014 Aug 2014 Oct 2014
Discussion of a holistic systems engineering approach to enable scaling renewable and
distributed resources in California began at Caltech-Resnick Institute Grid2020
workshop in Fall 2011 – this provided a foundation for the More Than Smart effort
www.resnick.caltech.edu www.greentechleadership.org
California Distribution Resources Plan http://www.cpuc.ca.gov/PUC/energy/drp/
15. 15
More Than Smart Paper Overview
• Purpose:
• Continue the dialog on the evolution of CA’s power
system focusing on its role & attributes to enable
customer benefits and public policies related to
cleaner and distributed resources
• Participants:
• Developed originally from MTS workshop 1 (~75
people) discussion notes
• Further refined by feedback from a subset of people
(~20) representing a cross section of stakeholders
• Paper:
• Focus on distribution system holistically from a full
lifecycle perspective
• Broader than PUC 769 scope to explore the
interrelationship to other aspects of distribution
and interrelationship to customers, DER
development, markets, & transmission
• Provide a framework for the many aspects to
consider in development and operation of an
enabling distribution platform for customer
participation and DER at scale
18. 18
P9a: Define minimal utility DSO functional related responsibility and
accountability for physical operations of a local distribution area
P9b: DSO should provide T-D Interface reliability coordination with CAISO
for a local distribution area.
P9c. DSO should provide physical coordination with the TSO for energy
transaction across the T-D interface.
P10a: The DSO paradigm should support public policy energy and
environmental objectives
P10c. The DSO paradigm should enable the best new technologies to
emerge and succeed, rather than picking winners through an administrative
process.
P11a: Operational information and communication standards are needed
for “plug and play” DER integration
P11b: DSO operational system architecture and related requirements should
be developed to guide implementation
P11c: T-D operational information interface requirements should be
assessed current CAISO protocols and standards
P9: Provide safe and reliable
distribution service
P10: Provide neutral marketplace
coordination
P11: Situational awareness and
operational information exchange
P12a: DSO operations should follow similar standards of conduct as those
imposed by FERC on transmission operations . This requires CPUC
distribution SOC development.
P12b: Define those optional market facilitation services that may be
provided by DSO and/or 3rd party under specific conditions
P12: Avoid conflicts of interest
through functional separation
Guiding Principles Potential Requirements
Integrated Systems Operations
19. 19
P14a. Identification and prioritization of differentiated distribution grid
operational services should fully support grid operations, asset utilization,
capital investment and meet policy requirements
P14b: Definition of service performance characteristics and related
performance requirements should use technology neutral methods
P15a. Distribution services value identification and monetization methods
should provide reasonable results for all stakeholders including net benefits
for ratepayers.
P15b. Distribution tariffs and/or procurements for flexible DER should be
fully expanded to enable DER to support grid operations.
P16a. Participation rules and processes should enable participation levels
consistent with California policy objectives.
P16b. The cost of integrating flexible DER should not be a barrier to
participation. Alternative solutions should be considered.
P16c. Transaction processes including scheduling, verification and
settlement should not be a barrier to participation.
P14: Unbundle distribution grid
operational services
P15: Enable transparent DER
value identification and
monetization
P16: Open access and low
barriers to DER participation
Guiding Principles Potential Requirements
P13a. Wholesale opportunities for flexible DER should be fully expanded to
support bulk power operations.
P13b. Performance requirements should align with identified value to
provide reasonable results for all stakeholders including net benefits for
ratepayers.
P13: Fully address DER
participation in wholesale
markets and resource adequacy
DER Market Structures
20. 20
DER Value Components (CA MTS example 2 of 2)
Value Component Definition
Wholesale
WECC Bulk Power System Benefits Regional BPS benefits not reflected in System Energy Price or LMP
Wholesale System Energy Price Estimate of long-term marginal wholesale system-wide value of energy
Wholesale Energy Reduced quantity of energy produced based on net load
Resource Adequacy Reduction in capacity required to meet Local RA and/or System RA
reflecting changes in net load and/or local generation
Flexible Capacity Reduced need for resources for system balancing
Wholesale Ancillary Services Reduced system operational requirements for electricity grid reliability
including all existing and future ISO ancillary services
RPS Generation & Interconnection
Costs
Reduced RPS energy prices, integration costs, quantities of energy &
capacity
Transmission Capacity Reduced need for system & local area transmission capacity
Generation/DER Deliverability Increased ability for generation and DER to deliver energy and other
services into the wholesale market
Transmission Congestion + Losses Avoided locational transmission losses and congestion as determined
by the difference between system marginal price and LMP nodal prices
Wholesale Market Charges LSE specific reduced wholesale market & transmission access charges