SlideShare una empresa de Scribd logo
1 de 28
Descargar para leer sin conexión
High Penetration PV
Control Comparisons and Model-
Centric Smart Grid CBA
May 7, 2014
1
Robert Broadwater
dew@edd-us.com
www.edd-us.com
© Copyright Electrical Distribution Design, Inc. 2014
© Copyright Electrical Distribution Design, Inc. 2014 Confidential2
Model-Centric Smart Grid CBA
Model-Centric Smart Grid
Performance Analysis +
Economic Analysis +
Lab Testing +
Field Validation =
Model-Centric Smart Grid
Reliability, Efficiency, Capacity, Protection, Controllability
© Copyright Electrical Distribution Design, Inc. 2014
Incremental Grid
Modernization CBA
Phase-Balance
(no capacitors)
Phase Balance for Time
Varying Load
Capacitor Design
(capacitors on local control)
Cap Design for Time
Varying Load
Auto Reconfiguration,
Monte Carlo
CBA1
CBA2
CBA3
CBA4
Base System
(not optimized,
some capacitors)
“Dependency Ordering” of Investments
Coordinated
Control
Coordinated Control
Distribution Automation
(blue sky days)
(storm conditions)
Reliability
Efficiency
Energy
Time Series Analysis
© Copyright Electrical Distribution Design, Inc. 2014
Time Series Analysis Example
© Copyright Electrical Distribution Design, Inc. 2014
% Errors between Load Factor
and Time Series Analysis
-20
-10
0
10
20
30
40
50
60
70
80
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31
%ErrorsBetweenTimeSeriesand
LoadFactorCalculations
Feeders
© Copyright Electrical Distribution Design, Inc. 2014
Present Value Savings for 10 Years
Case
Cost
(Inc/Total)
($000)
Savings Type
Case
Savings
($000)
$ Saved /
$ Invested
(Inc/Total)
Efficiency
(Inc/Total)
($000)
Energy
(Inc/Total)
($000)
Capital
($000)
Operation
($000)
CI
($000)
CBA1 163/163 94/94 29/29 NA NA NA 123 0.75/0.75
CBA2 564/727 227/321 2,234/2,263 NA NA NA 2461 4.36/3.55
CBA3 68/795 88/409 2,064/4,328 NA NA NA 2,132 31.65/5.74
CBA4 1,953/2,748 NA NA 7,014 7,646 9,566 24,226 12.4/10.54
$1.4 ~ Residential
$230 ~ Commercial
$650 ~ Industrial
Societal Benefits
Estimated CO2 reduction = 76,330 tons
© Copyright Electrical Distribution Design, Inc. 2014
Validation of Phase
Balancing
Crew Phase Balancing OperationAmps
Days
1 2 3 4 5 6
© Copyright Electrical Distribution Design, Inc. 2014
© Copyright Electrical Distribution Design, Inc. 2014 Confidential9
High Penetration PV Control
Comparisons
Control Approach
• Configurable, Hierarchical, Model-based,
Scheduling Control = Forecast – Monitor –
Schedule - Adjust
• Collects circuit-wide information and uses model to
calculate set-points for control devices
• Sends control set-points to both utility control devices
and PV controllers
• Strives to maintain the voltage profile that exists without
PV generation while minimizing circuit losses and
reducing the motion of utility control devices
© Copyright Electrical Distribution Design, Inc. 2014
CHMSC Control Architecture
CHMSC
PV
Controller
PV
Controller
PV
Generator
PV
Generator
...
...
Local PV
Controller
PV
Generator
Base
Controller
Base
Controller
Voltage
Regulator
Switched
Capacitor
...
...
Local Base
Controller
Voltage Regulator,
Switched Capacitor
Controllable PV Uncontrollable PV Controllable Automated Device
Uncontrollable
Automated Device
© Copyright Electrical Distribution Design, Inc. 2014
Local Voltage Controller
Grid
+ Gain
Vset-point
-
V
Q Limit
+
+
Q
Q
Vset-point
QMax
QMax
Reactive Power
Voltage
Slope = GainSupply
Reactive
Power
Consume
Reactive
Power
(a) voltage-reactive power control block diagram (b) voltage-reactive power characteristics
© Copyright Electrical Distribution Design, Inc. 2014
CHMSC Algorithm
 Updates periodically, where every five minutes is currently used
 Updates set-point schedules for base and/or PV control only if
schedules change significantly
 If a communication failure occurs, the local controllers continue to
work against the previously provided schedule as long as local
constraint violations do not occur
Load
Forecast
Base Controller Schedules
PV Controller Schedules
Set-point Scheduling
Solar
Forecast
© Copyright Electrical Distribution Design, Inc. 2014
Circuit Model
© Copyright Electrical Distribution Design, Inc. 2014
123% PV penetration
1 Second PV Generation Data
© Copyright Electrical Distribution Design, Inc. 2014
Controls Evaluated
 CHMSC: Feeder losses and utility controller motion are minimized and
voltage set-points are used for PV generators
 CHMSC – 116V: Average customer voltage set-point at 116V
 CHMSC – 124V: Average customer voltage set-point at 124V
 CHMSC (PF set): Power factor set-points used for PV generators
 CHMSC – 116V (PF set): Average customer voltage set-point at 116V with
power factor set-points provided to PV generators
 CHMSC – 124V (PF set): Average customer voltage set-point at 124V with
power factor set-points provided to PV generators
 Local control only (116V): 116V set-point used by all PV generators
 Local control only (124V): 124V set-point used by all of PV generators
© Copyright Electrical Distribution Design, Inc. 2014 Confidential16
CHMSC Results: Sub Q Flow
© Copyright Electrical Distribution Design, Inc. 2014
CHMSC with 116V/124V SPs:
Sub Q Flow
© Copyright Electrical Distribution Design, Inc. 2014
CHMSC with 116V/124V SPs
© Copyright Electrical Distribution Design, Inc. 2014
Sub Q Flow Comparison
© Copyright Electrical Distribution Design, Inc. 2014
Average PF Results Comparison
© Copyright Electrical Distribution Design, Inc. 2014
Average Q Generation Comparison
© Copyright Electrical Distribution Design, Inc. 2014
Circuit Loss Comparison
Real power loss (kW) comparison between local control and CHMSC
© Copyright Electrical Distribution Design, Inc. 2014
Circuit Loss Comparison
Local Control CHMSC Improvement
Real Power Loss (kW-hr) 198.98 kW-hr 123.25 kW-hr 38.06%
Reactive Power Loss (kVAR-hr) 240.69 kVar-hr 130.38 kVar-hr 45.83%
© Copyright Electrical Distribution Design, Inc. 2014
© Copyright Electrical Distribution Design, Inc. 2014 Confidential25
Comparing CHMSC with Local
Control with Increasing PV
Penetration – 2 Hour Study
Control Device Motion
Comparison
Reduction in control device movement with CHMSC with increasing PV penetration
© Copyright Electrical Distribution Design, Inc. 2014
Voltage Violation
Comparison
Number of voltage violations during 2 hour period with increasing PV penetration
© Copyright Electrical Distribution Design, Inc. 2014
Conclusions
 CHMSC requires less reactive power flow at
substation
 CHMSC provides higher power factor at PV
• CHMSC has less reactive power generation at PV
generator
 CHMSC results in lower circuit loss
 CHMSC results in fewer utility device controller steps
 CHMSC results in fewer voltage and overload
violations
© Copyright Electrical Distribution Design, Inc. 2014

Más contenido relacionado

La actualidad más candente

Micro Wind Power Generator with Battery Energy Storage for Critical Load
Micro Wind Power Generator with Battery Energy Storage for Critical LoadMicro Wind Power Generator with Battery Energy Storage for Critical Load
Micro Wind Power Generator with Battery Energy Storage for Critical LoadAsoka Technologies
 
Automation of capacitor banks based on MVAR Requirement
Automation of capacitor banks based on MVAR RequirementAutomation of capacitor banks based on MVAR Requirement
Automation of capacitor banks based on MVAR RequirementAhmed Aslam
 
Analyses and monitoring of 132 k v grid using etap software
Analyses and monitoring of 132 k v grid using etap softwareAnalyses and monitoring of 132 k v grid using etap software
Analyses and monitoring of 132 k v grid using etap softwareArslan Sajjad
 
Hydrothermal scheduling
Hydrothermal schedulingHydrothermal scheduling
Hydrothermal schedulingASHIRBAD BARIK
 
Load flow analysis of 132 kv substation using etap
Load flow analysis of 132 kv substation using etapLoad flow analysis of 132 kv substation using etap
Load flow analysis of 132 kv substation using etapmajeed khan
 
IEEE 2014-15 eee matlab list
IEEE 2014-15 eee matlab listIEEE 2014-15 eee matlab list
IEEE 2014-15 eee matlab listVision Solutions
 
Unlocking the Innovation Hidden within Today’s Variable-Speed Drives
Unlocking the Innovation Hidden within Today’s Variable-Speed DrivesUnlocking the Innovation Hidden within Today’s Variable-Speed Drives
Unlocking the Innovation Hidden within Today’s Variable-Speed DrivesEMEX
 
IRJET- Simulation of Solar PV and DG based Hybrid Micro Grid
IRJET-  	  Simulation of Solar PV and DG based Hybrid Micro GridIRJET-  	  Simulation of Solar PV and DG based Hybrid Micro Grid
IRJET- Simulation of Solar PV and DG based Hybrid Micro GridIRJET Journal
 
What If You Never Had to Balance a Load Again? GP100: Balanced Load. Unparall...
What If You Never Had to Balance a Load Again? GP100: Balanced Load. Unparall...What If You Never Had to Balance a Load Again? GP100: Balanced Load. Unparall...
What If You Never Had to Balance a Load Again? GP100: Balanced Load. Unparall...GE Energy Connections
 
Model predictive-based shunt active power filter with a new reference current...
Model predictive-based shunt active power filter with a new reference current...Model predictive-based shunt active power filter with a new reference current...
Model predictive-based shunt active power filter with a new reference current...Asoka Technologies
 
Session 03 solar pv rooftop technology overview
Session 03   solar pv rooftop technology overviewSession 03   solar pv rooftop technology overview
Session 03 solar pv rooftop technology overviewChirag Jain
 
Feasibility and optimal design of a hybrid power system for rural electrifica...
Feasibility and optimal design of a hybrid power system for rural electrifica...Feasibility and optimal design of a hybrid power system for rural electrifica...
Feasibility and optimal design of a hybrid power system for rural electrifica...IJECEIAES
 

La actualidad más candente (20)

Micro Wind Power Generator with Battery Energy Storage for Critical Load
Micro Wind Power Generator with Battery Energy Storage for Critical LoadMicro Wind Power Generator with Battery Energy Storage for Critical Load
Micro Wind Power Generator with Battery Energy Storage for Critical Load
 
03 broderick qsts_sand2016-4697 c
03 broderick qsts_sand2016-4697 c03 broderick qsts_sand2016-4697 c
03 broderick qsts_sand2016-4697 c
 
2014 PV Distribution System Modeling Workshop: Hosting Capacity Analysis and ...
2014 PV Distribution System Modeling Workshop: Hosting Capacity Analysis and ...2014 PV Distribution System Modeling Workshop: Hosting Capacity Analysis and ...
2014 PV Distribution System Modeling Workshop: Hosting Capacity Analysis and ...
 
Automation of capacitor banks based on MVAR Requirement
Automation of capacitor banks based on MVAR RequirementAutomation of capacitor banks based on MVAR Requirement
Automation of capacitor banks based on MVAR Requirement
 
3 1 wittmer_p_vsyst_pvpmc_2016
3 1 wittmer_p_vsyst_pvpmc_20163 1 wittmer_p_vsyst_pvpmc_2016
3 1 wittmer_p_vsyst_pvpmc_2016
 
Analyses and monitoring of 132 k v grid using etap software
Analyses and monitoring of 132 k v grid using etap softwareAnalyses and monitoring of 132 k v grid using etap software
Analyses and monitoring of 132 k v grid using etap software
 
Hydrothermal scheduling
Hydrothermal schedulingHydrothermal scheduling
Hydrothermal scheduling
 
Load flow analysis of 132 kv substation using etap
Load flow analysis of 132 kv substation using etapLoad flow analysis of 132 kv substation using etap
Load flow analysis of 132 kv substation using etap
 
IEEE 2014-15 eee matlab list
IEEE 2014-15 eee matlab listIEEE 2014-15 eee matlab list
IEEE 2014-15 eee matlab list
 
Unlocking the Innovation Hidden within Today’s Variable-Speed Drives
Unlocking the Innovation Hidden within Today’s Variable-Speed DrivesUnlocking the Innovation Hidden within Today’s Variable-Speed Drives
Unlocking the Innovation Hidden within Today’s Variable-Speed Drives
 
01 russel pv-symposium_pge-tom_russell__10-may-2016
01 russel pv-symposium_pge-tom_russell__10-may-201601 russel pv-symposium_pge-tom_russell__10-may-2016
01 russel pv-symposium_pge-tom_russell__10-may-2016
 
02 smith epri_smith_hosting_capacity
02 smith epri_smith_hosting_capacity02 smith epri_smith_hosting_capacity
02 smith epri_smith_hosting_capacity
 
IRJET- Simulation of Solar PV and DG based Hybrid Micro Grid
IRJET-  	  Simulation of Solar PV and DG based Hybrid Micro GridIRJET-  	  Simulation of Solar PV and DG based Hybrid Micro Grid
IRJET- Simulation of Solar PV and DG based Hybrid Micro Grid
 
13 tansy ssa grid int @ epri_sandia 2016
13 tansy ssa grid int @ epri_sandia 201613 tansy ssa grid int @ epri_sandia 2016
13 tansy ssa grid int @ epri_sandia 2016
 
What If You Never Had to Balance a Load Again? GP100: Balanced Load. Unparall...
What If You Never Had to Balance a Load Again? GP100: Balanced Load. Unparall...What If You Never Had to Balance a Load Again? GP100: Balanced Load. Unparall...
What If You Never Had to Balance a Load Again? GP100: Balanced Load. Unparall...
 
Model predictive-based shunt active power filter with a new reference current...
Model predictive-based shunt active power filter with a new reference current...Model predictive-based shunt active power filter with a new reference current...
Model predictive-based shunt active power filter with a new reference current...
 
Session 03 solar pv rooftop technology overview
Session 03   solar pv rooftop technology overviewSession 03   solar pv rooftop technology overview
Session 03 solar pv rooftop technology overview
 
Feasibility and optimal design of a hybrid power system for rural electrifica...
Feasibility and optimal design of a hybrid power system for rural electrifica...Feasibility and optimal design of a hybrid power system for rural electrifica...
Feasibility and optimal design of a hybrid power system for rural electrifica...
 
07 adhikari aps spp - epri-sandia pv symp - 05102016
07 adhikari aps spp - epri-sandia pv symp - 0510201607 adhikari aps spp - epri-sandia pv symp - 05102016
07 adhikari aps spp - epri-sandia pv symp - 05102016
 
2014 PV Distribution System Modeling Workshop: Pro-active, high penetration P...
2014 PV Distribution System Modeling Workshop: Pro-active, high penetration P...2014 PV Distribution System Modeling Workshop: Pro-active, high penetration P...
2014 PV Distribution System Modeling Workshop: Pro-active, high penetration P...
 

Destacado

Destacado (20)

2014 PV Distribution System Modeling Workshop: The IEA PVPS Task 14 High pen...
2014 PV Distribution System Modeling Workshop: The IEA PVPS Task 14  High pen...2014 PV Distribution System Modeling Workshop: The IEA PVPS Task 14  High pen...
2014 PV Distribution System Modeling Workshop: The IEA PVPS Task 14 High pen...
 
2014 PV Reliability, Operations & Maintenance Workshop: A PV Cosmology Perspe...
2014 PV Reliability, Operations & Maintenance Workshop: A PV Cosmology Perspe...2014 PV Reliability, Operations & Maintenance Workshop: A PV Cosmology Perspe...
2014 PV Reliability, Operations & Maintenance Workshop: A PV Cosmology Perspe...
 
2014 PV Reliability, Operations & Maintenance Workshop: PV System Health Char...
2014 PV Reliability, Operations & Maintenance Workshop: PV System Health Char...2014 PV Reliability, Operations & Maintenance Workshop: PV System Health Char...
2014 PV Reliability, Operations & Maintenance Workshop: PV System Health Char...
 
2014 PV Performance Modeling Workshop: PV Module Characterization Methods at ...
2014 PV Performance Modeling Workshop: PV Module Characterization Methods at ...2014 PV Performance Modeling Workshop: PV Module Characterization Methods at ...
2014 PV Performance Modeling Workshop: PV Module Characterization Methods at ...
 
2014 PV Distribution System Modeling Workshop: Advanced Inverters Analysis on...
2014 PV Distribution System Modeling Workshop: Advanced Inverters Analysis on...2014 PV Distribution System Modeling Workshop: Advanced Inverters Analysis on...
2014 PV Distribution System Modeling Workshop: Advanced Inverters Analysis on...
 
2014 PV Reliability O&M Workshop: PV Operations & Maintenance - An Independen...
2014 PV Reliability O&M Workshop: PV Operations & Maintenance - An Independen...2014 PV Reliability O&M Workshop: PV Operations & Maintenance - An Independen...
2014 PV Reliability O&M Workshop: PV Operations & Maintenance - An Independen...
 
2014 PV Distribution System Modeling Workshop: Milsoft Updates and Perspectiv...
2014 PV Distribution System Modeling Workshop: Milsoft Updates and Perspectiv...2014 PV Distribution System Modeling Workshop: Milsoft Updates and Perspectiv...
2014 PV Distribution System Modeling Workshop: Milsoft Updates and Perspectiv...
 
2014 PV Distribution System Modeling Workshop: Increasing Hosting Capacity wi...
2014 PV Distribution System Modeling Workshop: Increasing Hosting Capacity wi...2014 PV Distribution System Modeling Workshop: Increasing Hosting Capacity wi...
2014 PV Distribution System Modeling Workshop: Increasing Hosting Capacity wi...
 
2014 PV Reliability, Operations & Maintenance Workshop: SunPower Oasis Roboti...
2014 PV Reliability, Operations & Maintenance Workshop: SunPower Oasis Roboti...2014 PV Reliability, Operations & Maintenance Workshop: SunPower Oasis Roboti...
2014 PV Reliability, Operations & Maintenance Workshop: SunPower Oasis Roboti...
 
2014 PV Distribution System Modeling Workshop: Communications and control – A...
2014 PV Distribution System Modeling Workshop: Communications and control – A...2014 PV Distribution System Modeling Workshop: Communications and control – A...
2014 PV Distribution System Modeling Workshop: Communications and control – A...
 
2014 PV Performance Modeling Workshop: Satellite Irradiance Models and Datase...
2014 PV Performance Modeling Workshop: Satellite Irradiance Models and Datase...2014 PV Performance Modeling Workshop: Satellite Irradiance Models and Datase...
2014 PV Performance Modeling Workshop: Satellite Irradiance Models and Datase...
 
2014 PV Reliability, Operations & Maintenance Workshop: Commissioning PV Syst...
2014 PV Reliability, Operations & Maintenance Workshop: Commissioning PV Syst...2014 PV Reliability, Operations & Maintenance Workshop: Commissioning PV Syst...
2014 PV Reliability, Operations & Maintenance Workshop: Commissioning PV Syst...
 
2014 PV Reliability, Operations & Maintenance Workshop: An O&M Perspective
2014 PV Reliability, Operations & Maintenance Workshop: An O&M Perspective2014 PV Reliability, Operations & Maintenance Workshop: An O&M Perspective
2014 PV Reliability, Operations & Maintenance Workshop: An O&M Perspective
 
2014 PV Performance Modeling Workshop: Toward Reliable Module Temperature Mea...
2014 PV Performance Modeling Workshop: Toward Reliable Module Temperature Mea...2014 PV Performance Modeling Workshop: Toward Reliable Module Temperature Mea...
2014 PV Performance Modeling Workshop: Toward Reliable Module Temperature Mea...
 
2014 PV Performance Modeling Workshop: PVSim Update: Mike Anderson, SunPower ...
2014 PV Performance Modeling Workshop: PVSim Update: Mike Anderson, SunPower ...2014 PV Performance Modeling Workshop: PVSim Update: Mike Anderson, SunPower ...
2014 PV Performance Modeling Workshop: PVSim Update: Mike Anderson, SunPower ...
 
2014 PV Reliability, Operations & Maintenance Workshop: HelioSpec by DreamQii...
2014 PV Reliability, Operations & Maintenance Workshop: HelioSpec by DreamQii...2014 PV Reliability, Operations & Maintenance Workshop: HelioSpec by DreamQii...
2014 PV Reliability, Operations & Maintenance Workshop: HelioSpec by DreamQii...
 
2014 PV Performance Modeling Workshop: Ground Irradiance Data: Justin Robinso...
2014 PV Performance Modeling Workshop: Ground Irradiance Data: Justin Robinso...2014 PV Performance Modeling Workshop: Ground Irradiance Data: Justin Robinso...
2014 PV Performance Modeling Workshop: Ground Irradiance Data: Justin Robinso...
 
2014 PV Performance Modeling Workshop: Irradiance- and Temperature-dependent ...
2014 PV Performance Modeling Workshop: Irradiance- and Temperature-dependent ...2014 PV Performance Modeling Workshop: Irradiance- and Temperature-dependent ...
2014 PV Performance Modeling Workshop: Irradiance- and Temperature-dependent ...
 
Improving O&M Operational Efficiency: Gina Binnard, Belectric
 Improving O&M Operational Efficiency: Gina Binnard, Belectric Improving O&M Operational Efficiency: Gina Binnard, Belectric
Improving O&M Operational Efficiency: Gina Binnard, Belectric
 
2014 PV Performance Modeling Workshop: SolarAnywhere: WebWeb-Accessible Irrad...
2014 PV Performance Modeling Workshop: SolarAnywhere: WebWeb-Accessible Irrad...2014 PV Performance Modeling Workshop: SolarAnywhere: WebWeb-Accessible Irrad...
2014 PV Performance Modeling Workshop: SolarAnywhere: WebWeb-Accessible Irrad...
 

Similar a 2014 PV Distribution System Modeling Workshop: High Penetration PV Control Comparisons and Model-Centric Smart Grid CBA: Robert Broadwater, EDD

High level explanation of smart grids and battery energy storage systems
High level explanation of smart grids and battery energy storage systemsHigh level explanation of smart grids and battery energy storage systems
High level explanation of smart grids and battery energy storage systemsMircea Gingu
 
IRJET- Technologies Compensating Reactive Power :A Review
IRJET- Technologies Compensating Reactive Power :A ReviewIRJET- Technologies Compensating Reactive Power :A Review
IRJET- Technologies Compensating Reactive Power :A ReviewIRJET Journal
 
AMSC D-VAR® Model for PSSE_releasable
AMSC D-VAR® Model for PSSE_releasableAMSC D-VAR® Model for PSSE_releasable
AMSC D-VAR® Model for PSSE_releasablejohnwrightsmith
 
POWER QUALITY IMPROVEMENT OF DISTRIBUTION GRID USING ULTRA CAPACITOR INTEGRAT...
POWER QUALITY IMPROVEMENT OF DISTRIBUTION GRID USING ULTRA CAPACITOR INTEGRAT...POWER QUALITY IMPROVEMENT OF DISTRIBUTION GRID USING ULTRA CAPACITOR INTEGRAT...
POWER QUALITY IMPROVEMENT OF DISTRIBUTION GRID USING ULTRA CAPACITOR INTEGRAT...IRJET Journal
 
Morelia workshop presentation william ross
Morelia workshop presentation william rossMorelia workshop presentation william ross
Morelia workshop presentation william rossBenito Ortiz Bejar
 
Simulation and Modeling of Dynamic Voltage Restorer for Compensation Of Volta...
Simulation and Modeling of Dynamic Voltage Restorer for Compensation Of Volta...Simulation and Modeling of Dynamic Voltage Restorer for Compensation Of Volta...
Simulation and Modeling of Dynamic Voltage Restorer for Compensation Of Volta...IRJET Journal
 
IRJET-Simulation and Modeling of Dynamic Voltage Restorer for Compensation Of...
IRJET-Simulation and Modeling of Dynamic Voltage Restorer for Compensation Of...IRJET-Simulation and Modeling of Dynamic Voltage Restorer for Compensation Of...
IRJET-Simulation and Modeling of Dynamic Voltage Restorer for Compensation Of...IRJET Journal
 
IRPTF_Workshop_Presentations (1).pdf
IRPTF_Workshop_Presentations (1).pdfIRPTF_Workshop_Presentations (1).pdf
IRPTF_Workshop_Presentations (1).pdfPowerSystemDynamicsS
 
Versatile control of unidirectional ac–dc boost converters for power quality ...
Versatile control of unidirectional ac–dc boost converters for power quality ...Versatile control of unidirectional ac–dc boost converters for power quality ...
Versatile control of unidirectional ac–dc boost converters for power quality ...IISTech2015
 
FCG & HCV - Performance analysis
FCG & HCV - Performance analysisFCG & HCV - Performance analysis
FCG & HCV - Performance analysisPranav Contractor
 
Energy Efficiency in Electrical Systems.pptx
Energy  Efficiency in Electrical Systems.pptxEnergy  Efficiency in Electrical Systems.pptx
Energy Efficiency in Electrical Systems.pptxPoojaAnupGarg
 
Solar Operated BLDC Drive for Agriculture Purpose
Solar Operated BLDC Drive for Agriculture PurposeSolar Operated BLDC Drive for Agriculture Purpose
Solar Operated BLDC Drive for Agriculture PurposeIRJET Journal
 
Modeling Optimization Voltage Index Unified Power Flow Controller Equivalent ...
Modeling Optimization Voltage Index Unified Power Flow Controller Equivalent ...Modeling Optimization Voltage Index Unified Power Flow Controller Equivalent ...
Modeling Optimization Voltage Index Unified Power Flow Controller Equivalent ...IJMTST Journal
 
Retail P P T Kvar Presentation 2
Retail  P P T  Kvar  Presentation 2Retail  P P T  Kvar  Presentation 2
Retail P P T Kvar Presentation 2Robert B. Luquette
 

Similar a 2014 PV Distribution System Modeling Workshop: High Penetration PV Control Comparisons and Model-Centric Smart Grid CBA: Robert Broadwater, EDD (20)

APFC AMTL 30.01.2015
APFC  AMTL  30.01.2015APFC  AMTL  30.01.2015
APFC AMTL 30.01.2015
 
High level explanation of smart grids and battery energy storage systems
High level explanation of smart grids and battery energy storage systemsHigh level explanation of smart grids and battery energy storage systems
High level explanation of smart grids and battery energy storage systems
 
IRJET- Technologies Compensating Reactive Power :A Review
IRJET- Technologies Compensating Reactive Power :A ReviewIRJET- Technologies Compensating Reactive Power :A Review
IRJET- Technologies Compensating Reactive Power :A Review
 
AMSC D-VAR® Model for PSSE_releasable
AMSC D-VAR® Model for PSSE_releasableAMSC D-VAR® Model for PSSE_releasable
AMSC D-VAR® Model for PSSE_releasable
 
POWER QUALITY IMPROVEMENT OF DISTRIBUTION GRID USING ULTRA CAPACITOR INTEGRAT...
POWER QUALITY IMPROVEMENT OF DISTRIBUTION GRID USING ULTRA CAPACITOR INTEGRAT...POWER QUALITY IMPROVEMENT OF DISTRIBUTION GRID USING ULTRA CAPACITOR INTEGRAT...
POWER QUALITY IMPROVEMENT OF DISTRIBUTION GRID USING ULTRA CAPACITOR INTEGRAT...
 
Morelia workshop presentation william ross
Morelia workshop presentation william rossMorelia workshop presentation william ross
Morelia workshop presentation william ross
 
Simulation and Modeling of Dynamic Voltage Restorer for Compensation Of Volta...
Simulation and Modeling of Dynamic Voltage Restorer for Compensation Of Volta...Simulation and Modeling of Dynamic Voltage Restorer for Compensation Of Volta...
Simulation and Modeling of Dynamic Voltage Restorer for Compensation Of Volta...
 
IRJET-Simulation and Modeling of Dynamic Voltage Restorer for Compensation Of...
IRJET-Simulation and Modeling of Dynamic Voltage Restorer for Compensation Of...IRJET-Simulation and Modeling of Dynamic Voltage Restorer for Compensation Of...
IRJET-Simulation and Modeling of Dynamic Voltage Restorer for Compensation Of...
 
IRPTF_Workshop_Presentations (1).pdf
IRPTF_Workshop_Presentations (1).pdfIRPTF_Workshop_Presentations (1).pdf
IRPTF_Workshop_Presentations (1).pdf
 
voltage stability
voltage stabilityvoltage stability
voltage stability
 
Sme apfc panel catalogue
Sme apfc panel catalogueSme apfc panel catalogue
Sme apfc panel catalogue
 
Mughees mehmood.docx
Mughees mehmood.docxMughees mehmood.docx
Mughees mehmood.docx
 
Versatile control of unidirectional ac–dc boost converters for power quality ...
Versatile control of unidirectional ac–dc boost converters for power quality ...Versatile control of unidirectional ac–dc boost converters for power quality ...
Versatile control of unidirectional ac–dc boost converters for power quality ...
 
FCG & HCV - Performance analysis
FCG & HCV - Performance analysisFCG & HCV - Performance analysis
FCG & HCV - Performance analysis
 
Energy Efficiency in Electrical Systems.pptx
Energy  Efficiency in Electrical Systems.pptxEnergy  Efficiency in Electrical Systems.pptx
Energy Efficiency in Electrical Systems.pptx
 
Solar Operated BLDC Drive for Agriculture Purpose
Solar Operated BLDC Drive for Agriculture PurposeSolar Operated BLDC Drive for Agriculture Purpose
Solar Operated BLDC Drive for Agriculture Purpose
 
Ppt.ppt
Ppt.pptPpt.ppt
Ppt.ppt
 
Modeling Optimization Voltage Index Unified Power Flow Controller Equivalent ...
Modeling Optimization Voltage Index Unified Power Flow Controller Equivalent ...Modeling Optimization Voltage Index Unified Power Flow Controller Equivalent ...
Modeling Optimization Voltage Index Unified Power Flow Controller Equivalent ...
 
Retail P P T Kvar Presentation 2
Retail  P P T  Kvar  Presentation 2Retail  P P T  Kvar  Presentation 2
Retail P P T Kvar Presentation 2
 
Presentation 1
Presentation 1Presentation 1
Presentation 1
 

Más de Sandia National Laboratories: Energy & Climate: Renewables

Más de Sandia National Laboratories: Energy & Climate: Renewables (20)

M4 sf 18sn010303061 8th us german 020918 lac reduced sand2018-1339r
M4 sf 18sn010303061 8th us german 020918 lac reduced sand2018-1339rM4 sf 18sn010303061 8th us german 020918 lac reduced sand2018-1339r
M4 sf 18sn010303061 8th us german 020918 lac reduced sand2018-1339r
 
Sand2018 0581 o metadata for presentations 011918 lac
Sand2018 0581 o metadata for presentations 011918 lacSand2018 0581 o metadata for presentations 011918 lac
Sand2018 0581 o metadata for presentations 011918 lac
 
11 Testing Shear Strength and Deformation along Discontinuities in Salt
11 Testing Shear Strength and Deformation along Discontinuities in Salt11 Testing Shear Strength and Deformation along Discontinuities in Salt
11 Testing Shear Strength and Deformation along Discontinuities in Salt
 
10 Current status of research in the Joint Project WEIMOS
10 Current status of research in the Joint Project WEIMOS10 Current status of research in the Joint Project WEIMOS
10 Current status of research in the Joint Project WEIMOS
 
26 Current research on deep borehole disposal of nuclear spent fuel and high-...
26 Current research on deep borehole disposal of nuclear spent fuel and high-...26 Current research on deep borehole disposal of nuclear spent fuel and high-...
26 Current research on deep borehole disposal of nuclear spent fuel and high-...
 
25 Basin-Scale Density-Dependent Groundwater Flow Near a Salt Repository
25 Basin-Scale Density-Dependent  Groundwater Flow Near a Salt Repository25 Basin-Scale Density-Dependent  Groundwater Flow Near a Salt Repository
25 Basin-Scale Density-Dependent Groundwater Flow Near a Salt Repository
 
24 Actinide and brine chemistry in salt repositories: Updates from ABC Salt (V)
24 Actinide and brine chemistry in salt repositories: Updates from ABC Salt (V)24 Actinide and brine chemistry in salt repositories: Updates from ABC Salt (V)
24 Actinide and brine chemistry in salt repositories: Updates from ABC Salt (V)
 
23 Sandia’s Salt Design Concept for High Level Waste and Defense Spent Nuclea...
23 Sandia’s Salt Design Concept for High Level Waste and Defense Spent Nuclea...23 Sandia’s Salt Design Concept for High Level Waste and Defense Spent Nuclea...
23 Sandia’s Salt Design Concept for High Level Waste and Defense Spent Nuclea...
 
22 WIPP Future Advancements and Operational Safety
22 WIPP Future Advancements and Operational Safety22 WIPP Future Advancements and Operational Safety
22 WIPP Future Advancements and Operational Safety
 
21 WIPP recovery and Operational Safety
21 WIPP recovery and Operational Safety21 WIPP recovery and Operational Safety
21 WIPP recovery and Operational Safety
 
20 EPA Review of DOE’s 2014 Compliance Recertification Application for WIPP
20 EPA Review of DOE’s 2014 Compliance Recertification Application for WIPP20 EPA Review of DOE’s 2014 Compliance Recertification Application for WIPP
20 EPA Review of DOE’s 2014 Compliance Recertification Application for WIPP
 
19 Repository designs in bedded salt, the KOSINA-Project
19 Repository designs in bedded salt, the KOSINA-Project19 Repository designs in bedded salt, the KOSINA-Project
19 Repository designs in bedded salt, the KOSINA-Project
 
18 Interaction between Operational Safety and Long-Term Safety (Project BASEL)
18 Interaction between Operational Safety and Long-Term Safety (Project BASEL)18 Interaction between Operational Safety and Long-Term Safety (Project BASEL)
18 Interaction between Operational Safety and Long-Term Safety (Project BASEL)
 
17 Salt Reconsolidation
17 Salt Reconsolidation17 Salt Reconsolidation
17 Salt Reconsolidation
 
16 Reconsolidation of granular salt (DAEF report)
16 Reconsolidation of granular salt (DAEF report)16 Reconsolidation of granular salt (DAEF report)
16 Reconsolidation of granular salt (DAEF report)
 
15 Outcome of the Repoperm Project
15 Outcome of the Repoperm Project15 Outcome of the Repoperm Project
15 Outcome of the Repoperm Project
 
14 Radiological Consequences Analysis for a HLW Repository in Bedded Salt in ...
14 Radiological Consequences Analysis for a HLW Repository in Bedded Salt in ...14 Radiological Consequences Analysis for a HLW Repository in Bedded Salt in ...
14 Radiological Consequences Analysis for a HLW Repository in Bedded Salt in ...
 
13 "New results of the KOSINA project - Generic geological models / Integrity...
13 "New results of the KOSINA project - Generic geological models / Integrity...13 "New results of the KOSINA project - Generic geological models / Integrity...
13 "New results of the KOSINA project - Generic geological models / Integrity...
 
12 Salt testing: Low deviatoric stress data
12 Salt testing: Low deviatoric stress data12 Salt testing: Low deviatoric stress data
12 Salt testing: Low deviatoric stress data
 
09 Invited Lecture: Salt Creep at Low Deviatoric Stress
09 Invited Lecture: Salt Creep at Low Deviatoric Stress09 Invited Lecture: Salt Creep at Low Deviatoric Stress
09 Invited Lecture: Salt Creep at Low Deviatoric Stress
 

Último

(PRIYA) Call Girls Rajgurunagar ( 7001035870 ) HI-Fi Pune Escorts Service
(PRIYA) Call Girls Rajgurunagar ( 7001035870 ) HI-Fi Pune Escorts Service(PRIYA) Call Girls Rajgurunagar ( 7001035870 ) HI-Fi Pune Escorts Service
(PRIYA) Call Girls Rajgurunagar ( 7001035870 ) HI-Fi Pune Escorts Serviceranjana rawat
 
Artificial Intelligence in Philippine Local Governance: Challenges and Opport...
Artificial Intelligence in Philippine Local Governance: Challenges and Opport...Artificial Intelligence in Philippine Local Governance: Challenges and Opport...
Artificial Intelligence in Philippine Local Governance: Challenges and Opport...CedZabala
 
Fair Trash Reduction - West Hartford, CT
Fair Trash Reduction - West Hartford, CTFair Trash Reduction - West Hartford, CT
Fair Trash Reduction - West Hartford, CTaccounts329278
 
Top Rated Pune Call Girls Hadapsar ⟟ 6297143586 ⟟ Call Me For Genuine Sex Se...
Top Rated  Pune Call Girls Hadapsar ⟟ 6297143586 ⟟ Call Me For Genuine Sex Se...Top Rated  Pune Call Girls Hadapsar ⟟ 6297143586 ⟟ Call Me For Genuine Sex Se...
Top Rated Pune Call Girls Hadapsar ⟟ 6297143586 ⟟ Call Me For Genuine Sex Se...Call Girls in Nagpur High Profile
 
VIP High Class Call Girls Amravati Anushka 8250192130 Independent Escort Serv...
VIP High Class Call Girls Amravati Anushka 8250192130 Independent Escort Serv...VIP High Class Call Girls Amravati Anushka 8250192130 Independent Escort Serv...
VIP High Class Call Girls Amravati Anushka 8250192130 Independent Escort Serv...Suhani Kapoor
 
(TARA) Call Girls Chakan ( 7001035870 ) HI-Fi Pune Escorts Service
(TARA) Call Girls Chakan ( 7001035870 ) HI-Fi Pune Escorts Service(TARA) Call Girls Chakan ( 7001035870 ) HI-Fi Pune Escorts Service
(TARA) Call Girls Chakan ( 7001035870 ) HI-Fi Pune Escorts Serviceranjana rawat
 
CBO’s Recent Appeals for New Research on Health-Related Topics
CBO’s Recent Appeals for New Research on Health-Related TopicsCBO’s Recent Appeals for New Research on Health-Related Topics
CBO’s Recent Appeals for New Research on Health-Related TopicsCongressional Budget Office
 
Cunningham Road Call Girls Bangalore WhatsApp 8250192130 High Profile Service
Cunningham Road Call Girls Bangalore WhatsApp 8250192130 High Profile ServiceCunningham Road Call Girls Bangalore WhatsApp 8250192130 High Profile Service
Cunningham Road Call Girls Bangalore WhatsApp 8250192130 High Profile ServiceHigh Profile Call Girls
 
PPT Item # 4 - 231 Encino Ave (Significance Only)
PPT Item # 4 - 231 Encino Ave (Significance Only)PPT Item # 4 - 231 Encino Ave (Significance Only)
PPT Item # 4 - 231 Encino Ave (Significance Only)ahcitycouncil
 
VIP Russian Call Girls in Indore Ishita 💚😋 9256729539 🚀 Indore Escorts
VIP Russian Call Girls in Indore Ishita 💚😋  9256729539 🚀 Indore EscortsVIP Russian Call Girls in Indore Ishita 💚😋  9256729539 🚀 Indore Escorts
VIP Russian Call Girls in Indore Ishita 💚😋 9256729539 🚀 Indore Escortsaditipandeya
 
Human-AI Collaboration for Virtual Capacity in Emergency Operation Centers (E...
Human-AI Collaborationfor Virtual Capacity in Emergency Operation Centers (E...Human-AI Collaborationfor Virtual Capacity in Emergency Operation Centers (E...
Human-AI Collaboration for Virtual Capacity in Emergency Operation Centers (E...Hemant Purohit
 
Climate change and safety and health at work
Climate change and safety and health at workClimate change and safety and health at work
Climate change and safety and health at workChristina Parmionova
 
Global debate on climate change and occupational safety and health.
Global debate on climate change and occupational safety and health.Global debate on climate change and occupational safety and health.
Global debate on climate change and occupational safety and health.Christina Parmionova
 
Expressive clarity oral presentation.pptx
Expressive clarity oral presentation.pptxExpressive clarity oral presentation.pptx
Expressive clarity oral presentation.pptxtsionhagos36
 
Call Girls Nanded City Call Me 7737669865 Budget Friendly No Advance Booking
Call Girls Nanded City Call Me 7737669865 Budget Friendly No Advance BookingCall Girls Nanded City Call Me 7737669865 Budget Friendly No Advance Booking
Call Girls Nanded City Call Me 7737669865 Budget Friendly No Advance Bookingroncy bisnoi
 
Just Call Vip call girls Wardha Escorts ☎️8617370543 Starting From 5K to 25K ...
Just Call Vip call girls Wardha Escorts ☎️8617370543 Starting From 5K to 25K ...Just Call Vip call girls Wardha Escorts ☎️8617370543 Starting From 5K to 25K ...
Just Call Vip call girls Wardha Escorts ☎️8617370543 Starting From 5K to 25K ...Dipal Arora
 

Último (20)

(PRIYA) Call Girls Rajgurunagar ( 7001035870 ) HI-Fi Pune Escorts Service
(PRIYA) Call Girls Rajgurunagar ( 7001035870 ) HI-Fi Pune Escorts Service(PRIYA) Call Girls Rajgurunagar ( 7001035870 ) HI-Fi Pune Escorts Service
(PRIYA) Call Girls Rajgurunagar ( 7001035870 ) HI-Fi Pune Escorts Service
 
How to Save a Place: 12 Tips To Research & Know the Threat
How to Save a Place: 12 Tips To Research & Know the ThreatHow to Save a Place: 12 Tips To Research & Know the Threat
How to Save a Place: 12 Tips To Research & Know the Threat
 
Call Girls In Rohini ꧁❤ 🔝 9953056974🔝❤꧂ Escort ServiCe
Call Girls In  Rohini ꧁❤ 🔝 9953056974🔝❤꧂ Escort ServiCeCall Girls In  Rohini ꧁❤ 🔝 9953056974🔝❤꧂ Escort ServiCe
Call Girls In Rohini ꧁❤ 🔝 9953056974🔝❤꧂ Escort ServiCe
 
Artificial Intelligence in Philippine Local Governance: Challenges and Opport...
Artificial Intelligence in Philippine Local Governance: Challenges and Opport...Artificial Intelligence in Philippine Local Governance: Challenges and Opport...
Artificial Intelligence in Philippine Local Governance: Challenges and Opport...
 
Fair Trash Reduction - West Hartford, CT
Fair Trash Reduction - West Hartford, CTFair Trash Reduction - West Hartford, CT
Fair Trash Reduction - West Hartford, CT
 
Top Rated Pune Call Girls Hadapsar ⟟ 6297143586 ⟟ Call Me For Genuine Sex Se...
Top Rated  Pune Call Girls Hadapsar ⟟ 6297143586 ⟟ Call Me For Genuine Sex Se...Top Rated  Pune Call Girls Hadapsar ⟟ 6297143586 ⟟ Call Me For Genuine Sex Se...
Top Rated Pune Call Girls Hadapsar ⟟ 6297143586 ⟟ Call Me For Genuine Sex Se...
 
VIP High Class Call Girls Amravati Anushka 8250192130 Independent Escort Serv...
VIP High Class Call Girls Amravati Anushka 8250192130 Independent Escort Serv...VIP High Class Call Girls Amravati Anushka 8250192130 Independent Escort Serv...
VIP High Class Call Girls Amravati Anushka 8250192130 Independent Escort Serv...
 
Delhi Russian Call Girls In Connaught Place ➡️9999965857 India's Finest Model...
Delhi Russian Call Girls In Connaught Place ➡️9999965857 India's Finest Model...Delhi Russian Call Girls In Connaught Place ➡️9999965857 India's Finest Model...
Delhi Russian Call Girls In Connaught Place ➡️9999965857 India's Finest Model...
 
(TARA) Call Girls Chakan ( 7001035870 ) HI-Fi Pune Escorts Service
(TARA) Call Girls Chakan ( 7001035870 ) HI-Fi Pune Escorts Service(TARA) Call Girls Chakan ( 7001035870 ) HI-Fi Pune Escorts Service
(TARA) Call Girls Chakan ( 7001035870 ) HI-Fi Pune Escorts Service
 
CBO’s Recent Appeals for New Research on Health-Related Topics
CBO’s Recent Appeals for New Research on Health-Related TopicsCBO’s Recent Appeals for New Research on Health-Related Topics
CBO’s Recent Appeals for New Research on Health-Related Topics
 
Cunningham Road Call Girls Bangalore WhatsApp 8250192130 High Profile Service
Cunningham Road Call Girls Bangalore WhatsApp 8250192130 High Profile ServiceCunningham Road Call Girls Bangalore WhatsApp 8250192130 High Profile Service
Cunningham Road Call Girls Bangalore WhatsApp 8250192130 High Profile Service
 
PPT Item # 4 - 231 Encino Ave (Significance Only)
PPT Item # 4 - 231 Encino Ave (Significance Only)PPT Item # 4 - 231 Encino Ave (Significance Only)
PPT Item # 4 - 231 Encino Ave (Significance Only)
 
VIP Russian Call Girls in Indore Ishita 💚😋 9256729539 🚀 Indore Escorts
VIP Russian Call Girls in Indore Ishita 💚😋  9256729539 🚀 Indore EscortsVIP Russian Call Girls in Indore Ishita 💚😋  9256729539 🚀 Indore Escorts
VIP Russian Call Girls in Indore Ishita 💚😋 9256729539 🚀 Indore Escorts
 
Human-AI Collaboration for Virtual Capacity in Emergency Operation Centers (E...
Human-AI Collaborationfor Virtual Capacity in Emergency Operation Centers (E...Human-AI Collaborationfor Virtual Capacity in Emergency Operation Centers (E...
Human-AI Collaboration for Virtual Capacity in Emergency Operation Centers (E...
 
Climate change and safety and health at work
Climate change and safety and health at workClimate change and safety and health at work
Climate change and safety and health at work
 
Global debate on climate change and occupational safety and health.
Global debate on climate change and occupational safety and health.Global debate on climate change and occupational safety and health.
Global debate on climate change and occupational safety and health.
 
Expressive clarity oral presentation.pptx
Expressive clarity oral presentation.pptxExpressive clarity oral presentation.pptx
Expressive clarity oral presentation.pptx
 
Call Girls Nanded City Call Me 7737669865 Budget Friendly No Advance Booking
Call Girls Nanded City Call Me 7737669865 Budget Friendly No Advance BookingCall Girls Nanded City Call Me 7737669865 Budget Friendly No Advance Booking
Call Girls Nanded City Call Me 7737669865 Budget Friendly No Advance Booking
 
Just Call Vip call girls Wardha Escorts ☎️8617370543 Starting From 5K to 25K ...
Just Call Vip call girls Wardha Escorts ☎️8617370543 Starting From 5K to 25K ...Just Call Vip call girls Wardha Escorts ☎️8617370543 Starting From 5K to 25K ...
Just Call Vip call girls Wardha Escorts ☎️8617370543 Starting From 5K to 25K ...
 
Call Girls Service Connaught Place @9999965857 Delhi 🫦 No Advance VVIP 🍎 SER...
Call Girls Service Connaught Place @9999965857 Delhi 🫦 No Advance  VVIP 🍎 SER...Call Girls Service Connaught Place @9999965857 Delhi 🫦 No Advance  VVIP 🍎 SER...
Call Girls Service Connaught Place @9999965857 Delhi 🫦 No Advance VVIP 🍎 SER...
 

2014 PV Distribution System Modeling Workshop: High Penetration PV Control Comparisons and Model-Centric Smart Grid CBA: Robert Broadwater, EDD

  • 1. High Penetration PV Control Comparisons and Model- Centric Smart Grid CBA May 7, 2014 1 Robert Broadwater dew@edd-us.com www.edd-us.com © Copyright Electrical Distribution Design, Inc. 2014
  • 2. © Copyright Electrical Distribution Design, Inc. 2014 Confidential2 Model-Centric Smart Grid CBA
  • 3. Model-Centric Smart Grid Performance Analysis + Economic Analysis + Lab Testing + Field Validation = Model-Centric Smart Grid Reliability, Efficiency, Capacity, Protection, Controllability © Copyright Electrical Distribution Design, Inc. 2014
  • 4. Incremental Grid Modernization CBA Phase-Balance (no capacitors) Phase Balance for Time Varying Load Capacitor Design (capacitors on local control) Cap Design for Time Varying Load Auto Reconfiguration, Monte Carlo CBA1 CBA2 CBA3 CBA4 Base System (not optimized, some capacitors) “Dependency Ordering” of Investments Coordinated Control Coordinated Control Distribution Automation (blue sky days) (storm conditions) Reliability Efficiency Energy Time Series Analysis © Copyright Electrical Distribution Design, Inc. 2014
  • 5. Time Series Analysis Example © Copyright Electrical Distribution Design, Inc. 2014
  • 6. % Errors between Load Factor and Time Series Analysis -20 -10 0 10 20 30 40 50 60 70 80 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 %ErrorsBetweenTimeSeriesand LoadFactorCalculations Feeders © Copyright Electrical Distribution Design, Inc. 2014
  • 7. Present Value Savings for 10 Years Case Cost (Inc/Total) ($000) Savings Type Case Savings ($000) $ Saved / $ Invested (Inc/Total) Efficiency (Inc/Total) ($000) Energy (Inc/Total) ($000) Capital ($000) Operation ($000) CI ($000) CBA1 163/163 94/94 29/29 NA NA NA 123 0.75/0.75 CBA2 564/727 227/321 2,234/2,263 NA NA NA 2461 4.36/3.55 CBA3 68/795 88/409 2,064/4,328 NA NA NA 2,132 31.65/5.74 CBA4 1,953/2,748 NA NA 7,014 7,646 9,566 24,226 12.4/10.54 $1.4 ~ Residential $230 ~ Commercial $650 ~ Industrial Societal Benefits Estimated CO2 reduction = 76,330 tons © Copyright Electrical Distribution Design, Inc. 2014
  • 8. Validation of Phase Balancing Crew Phase Balancing OperationAmps Days 1 2 3 4 5 6 © Copyright Electrical Distribution Design, Inc. 2014
  • 9. © Copyright Electrical Distribution Design, Inc. 2014 Confidential9 High Penetration PV Control Comparisons
  • 10. Control Approach • Configurable, Hierarchical, Model-based, Scheduling Control = Forecast – Monitor – Schedule - Adjust • Collects circuit-wide information and uses model to calculate set-points for control devices • Sends control set-points to both utility control devices and PV controllers • Strives to maintain the voltage profile that exists without PV generation while minimizing circuit losses and reducing the motion of utility control devices © Copyright Electrical Distribution Design, Inc. 2014
  • 11. CHMSC Control Architecture CHMSC PV Controller PV Controller PV Generator PV Generator ... ... Local PV Controller PV Generator Base Controller Base Controller Voltage Regulator Switched Capacitor ... ... Local Base Controller Voltage Regulator, Switched Capacitor Controllable PV Uncontrollable PV Controllable Automated Device Uncontrollable Automated Device © Copyright Electrical Distribution Design, Inc. 2014
  • 12. Local Voltage Controller Grid + Gain Vset-point - V Q Limit + + Q Q Vset-point QMax QMax Reactive Power Voltage Slope = GainSupply Reactive Power Consume Reactive Power (a) voltage-reactive power control block diagram (b) voltage-reactive power characteristics © Copyright Electrical Distribution Design, Inc. 2014
  • 13. CHMSC Algorithm  Updates periodically, where every five minutes is currently used  Updates set-point schedules for base and/or PV control only if schedules change significantly  If a communication failure occurs, the local controllers continue to work against the previously provided schedule as long as local constraint violations do not occur Load Forecast Base Controller Schedules PV Controller Schedules Set-point Scheduling Solar Forecast © Copyright Electrical Distribution Design, Inc. 2014
  • 14. Circuit Model © Copyright Electrical Distribution Design, Inc. 2014 123% PV penetration
  • 15. 1 Second PV Generation Data © Copyright Electrical Distribution Design, Inc. 2014
  • 16. Controls Evaluated  CHMSC: Feeder losses and utility controller motion are minimized and voltage set-points are used for PV generators  CHMSC – 116V: Average customer voltage set-point at 116V  CHMSC – 124V: Average customer voltage set-point at 124V  CHMSC (PF set): Power factor set-points used for PV generators  CHMSC – 116V (PF set): Average customer voltage set-point at 116V with power factor set-points provided to PV generators  CHMSC – 124V (PF set): Average customer voltage set-point at 124V with power factor set-points provided to PV generators  Local control only (116V): 116V set-point used by all PV generators  Local control only (124V): 124V set-point used by all of PV generators © Copyright Electrical Distribution Design, Inc. 2014 Confidential16
  • 17. CHMSC Results: Sub Q Flow © Copyright Electrical Distribution Design, Inc. 2014
  • 18. CHMSC with 116V/124V SPs: Sub Q Flow © Copyright Electrical Distribution Design, Inc. 2014
  • 19. CHMSC with 116V/124V SPs © Copyright Electrical Distribution Design, Inc. 2014
  • 20. Sub Q Flow Comparison © Copyright Electrical Distribution Design, Inc. 2014
  • 21. Average PF Results Comparison © Copyright Electrical Distribution Design, Inc. 2014
  • 22. Average Q Generation Comparison © Copyright Electrical Distribution Design, Inc. 2014
  • 23. Circuit Loss Comparison Real power loss (kW) comparison between local control and CHMSC © Copyright Electrical Distribution Design, Inc. 2014
  • 24. Circuit Loss Comparison Local Control CHMSC Improvement Real Power Loss (kW-hr) 198.98 kW-hr 123.25 kW-hr 38.06% Reactive Power Loss (kVAR-hr) 240.69 kVar-hr 130.38 kVar-hr 45.83% © Copyright Electrical Distribution Design, Inc. 2014
  • 25. © Copyright Electrical Distribution Design, Inc. 2014 Confidential25 Comparing CHMSC with Local Control with Increasing PV Penetration – 2 Hour Study
  • 26. Control Device Motion Comparison Reduction in control device movement with CHMSC with increasing PV penetration © Copyright Electrical Distribution Design, Inc. 2014
  • 27. Voltage Violation Comparison Number of voltage violations during 2 hour period with increasing PV penetration © Copyright Electrical Distribution Design, Inc. 2014
  • 28. Conclusions  CHMSC requires less reactive power flow at substation  CHMSC provides higher power factor at PV • CHMSC has less reactive power generation at PV generator  CHMSC results in lower circuit loss  CHMSC results in fewer utility device controller steps  CHMSC results in fewer voltage and overload violations © Copyright Electrical Distribution Design, Inc. 2014