SlideShare a Scribd company logo
Transforming Institutional
Infrastructure for Research
Linking Knowledge with Action
Rajesh K. Gupta, UC San Diego
 Professor & Chair, Computer Science & Engineering
 Associate Director, California Institute for
Telecommunications & Information Technology
National Academies
May 17, 2012
Outline: Sustainability is about Future
Stable Institutions Plan for the Long Term
 The University
 The Convent
 Sustainability Research & Education
 The Dominance of „data‟ in driving research
 Hyperscaling: a “million-student” classroom
 A Compelling Infrastructure
 The City and The Corporation
Universitas magistrorum et scholarium
a community of teachers and scholars
 a unibody of people, place and piety
 pursuit of knowledge intimately tied to living
 Modern university
 Unbundling of “uni” into a multi-verse of
 Knowledge specialization
 Imported workflows and systems that constitute the
basic infrastructure for conducting scholarly activities
 Printing press, laboratories, transportation networks
 “a corporation” of ideas, skills?
 Not Really. It is a also a place for natural expression of
a society‟s aspirations.
83,000 College buildings , 3.48 billion square feet.
Universities enable Learning & Living
in Future
A Weekend Discussion in April 2009.
Identify
Making Buildings Energy Efficient
Increasing bandwidth of use, decreasing granularity of response.
1. Reduce energy consumption by IT equipment
 Servers and PCs left on to maintain network presence
 Key: “Duty-Cycle” computers aggressively maintaining availability
 Somniloquy [NSDI ‘09] and SleepServer [USENIX ’10]
2. Reduce energy consumption by the HVAC system
 Energy use is not proportional to number of occupants
 Key: Use real-time occupancy to drive HVAC at fine spatial scales
 Synergy occupancy node [BuildSys ’10], HVAC Control [IPSN ’11]
3. Reduce energy consumption by Plug-Loads
 “Dark-loads” distributed over a building, diverse types
 Key Idea: Measure and actuate based on “policies” at fine temporal
scales [BuildSys’11].
7
SleepServers: Enable Aggressive Duty Cycling
68% energy savings since SleepServer deployment
Average Power
26 Watts
Average Power
96 Watts
Yuvraj Agarwal, UC San Diego
9
Occupancy-driven HVAC
2. HVAC Energy Savings
10
Estimated 40% savings across entire
building. Detailed occupancy can be
used to drive other systems.
HVAC Energy Consumption (Electrical and Thermal) during the baseline day.
HVAC Energy Consumption (Electrical and Thermal) for a test day with a similar
weather profile. HVAC energy savings are significant: over 13% (HVAC-Electrical)
and 15.6% (HVAC-Thermal) for just the 2nd floor
Demand Response
 54 HVAC zones including 1 kW corridor each floor
 15-20 kW per floor, 260-358 W per zone
 DREM for plug loads with device type and priority levels
 Actuation classes: Off (PL 1), Occ_low (PL 2), Occ_hi (PL 3), On (PL 10).
30 Room Deployment
36.9% lower energy use over 8-hour work day. DR
response in minutes.
There is a 10X reduction as a LHF
 Interfacing with smart grid:
 An emerging communication plane over the electrical grid
 Demand Response is key to this interface
 From day-ahead planning to hour-ahead DR
Matlab
HVAC/IT
xPC
Embedded Control
{Observable state,
Configuration params}
zones
events
user kernel environment
Observational Models
Spatio-temporal data capture
Policy Framework
Planning
Operation
Cooperation
Use scenarios
Reduced observer +
controller
Building Target
Model
Reduction
Model
Adaptor
Human
Policy
Engineering
Real-time sensor
inputs
Sensor
events
Trace playback
User, e
nv.
events
And a 100X in a coupled system!
Emerging Vectors
REST API
HTTP/TCP
…
JSON Objects
Electrical
Weather
Geographical
Water
Environmental
Structural
Actuator
Occupancy
sMAP
Modeling
Visualization
Continuous
Commissioning
Control
Personal
Feedback
DebuggingStorage
Location
Authentication
Actuation
ApplicationsPhysical
Information
Vertical Protocol LayeringHorizontal Architecture
sMAP Architecture
Enter The Corporation
A “compelling” place for practice in living as
a community
 12,000 acres, 45,000 occupants, 8,000 residents
 2 hospitals (with local generation), 15 restaurants
 450 buildings, 11 million square fee of building space
 Over $250M in capital construction/year
 Generates 80% of its own electricity usage including
 2.8 MW fuel cells, >2 MW PV, Wind, 15% of daily energy stored
 Meters & Monitors everything:
 50K meters, 4.5K thermostats
 16 weather stations, real-time monitoring,
 tracks moving clouds across the campus to drive dynamic PV
load shifts from 50 kW/sec to 1 kW/sec.
 Self-regulating entity, its own police.
“The Corporation” under “True
Lease” Rules
 Section 1603 of the Tax Code
 Originally enacted under ARRA as “cash grants in
lieu of tax credits” for clean energy projects
struggling for financing since the tax shelter
market had dried up, 30% cash grants to lessor
 100% funding for PV projects, 2.8 MW Biogas
Fuel Cell project
 An example of where modern corporation
meets researchers in the middle
 11:1 leveraging of donor funds by ensure 5% start
of construction in 2011.
New Market Tax Credits,
39% US Treasury ITC
Byron Washom, UC San Diego
An Explosion of “Corporate Projects”
“Directed Biogas” Fuel
Cell
2.8 MW of energy
storageAccess to
DC Power
Campus As A Living Laboratory of
Localized Co-Generation and Storage
Roadmap to a green campus, USGBC.
Computer Science As A Discipline
 CS favorite preoccupations now go beyond data
 Ballots, Equity, Access, Health, Education
 Special role of NSF in driving this change.

More Related Content

What's hot

rural electrification
rural electrificationrural electrification
rural electrification
anudeep123
 
G.E.T. Smart - Smart Renewables: Demand Energy Presentation
G.E.T. Smart - Smart Renewables: Demand Energy PresentationG.E.T. Smart - Smart Renewables: Demand Energy Presentation
G.E.T. Smart - Smart Renewables: Demand Energy Presentation
Washington Technology Industry Association
 
Concept of the Hagersvalle Energy ParkF[1]
Concept of the Hagersvalle Energy ParkF[1]Concept of the Hagersvalle Energy ParkF[1]
Concept of the Hagersvalle Energy ParkF[1]
Tomo Kalaba
 
Ac Hybrid Charge Controller
Ac Hybrid Charge ControllerAc Hybrid Charge Controller
Ac Hybrid Charge Controller
IJERA Editor
 
EMERGING TRENDS IN ELECTRICAL ENGINEERING
EMERGING TRENDS IN ELECTRICAL ENGINEERING EMERGING TRENDS IN ELECTRICAL ENGINEERING
EMERGING TRENDS IN ELECTRICAL ENGINEERING
ANANT VYAS
 
solar wind hybrid system(renewable sources)
solar wind hybrid system(renewable sources)solar wind hybrid system(renewable sources)
solar wind hybrid system(renewable sources)
Rahul Bibave
 
SHB+ALP_Poster
SHB+ALP_PosterSHB+ALP_Poster
SHB+ALP_Poster
Anna Pleto
 
HYBRID POWER GENERATION SYSTEM From KMP College
HYBRID POWER  GENERATION SYSTEM From KMP CollegeHYBRID POWER  GENERATION SYSTEM From KMP College
HYBRID POWER GENERATION SYSTEM From KMP College
HIGHVOLTEEE
 
S01231117120
S01231117120S01231117120
S01231117120
IOSR Journals
 
Design of Hybrid Power Plant for Smart City
Design of Hybrid Power Plant for Smart CityDesign of Hybrid Power Plant for Smart City
Design of Hybrid Power Plant for Smart City
IJSRD
 
Hybrid power generation by solar –wind
Hybrid power generation by solar –windHybrid power generation by solar –wind
Hybrid power generation by solar –wind
Uday Wankar
 
Study of low cost based smart home control using ppt
Study of low cost based smart home control using pptStudy of low cost based smart home control using ppt
Study of low cost based smart home control using ppt
ShoaibAhmed340
 
IRJET- Energy Harvesting by using Various Non-Conventional Energy Sources
IRJET- Energy Harvesting by using Various Non-Conventional Energy SourcesIRJET- Energy Harvesting by using Various Non-Conventional Energy Sources
IRJET- Energy Harvesting by using Various Non-Conventional Energy Sources
IRJET Journal
 
GreenLight Overview for Minority Serving Institute Workshop
GreenLight Overview for Minority Serving Institute WorkshopGreenLight Overview for Minority Serving Institute Workshop
GreenLight Overview for Minority Serving Institute Workshop
Jerry Sheehan
 
Rural electrification through solar and wind hybrid system
Rural electrification through solar and wind hybrid systemRural electrification through solar and wind hybrid system
Rural electrification through solar and wind hybrid system
nissy marla
 
Renewable Energy, 03 2 2011
Renewable Energy, 03 2 2011Renewable Energy, 03 2 2011
Renewable Energy, 03 2 2011
James Jurgensen
 
Needs and advances in energy generation
Needs and advances in energy generationNeeds and advances in energy generation
Needs and advances in energy generation
AshokRamanan
 
Empowering Education with Solar Energy
Empowering Education with Solar EnergyEmpowering Education with Solar Energy
Empowering Education with Solar Energy
twendesolar
 
ENERGY HARVESTING TREES
ENERGY HARVESTING TREESENERGY HARVESTING TREES
ENERGY HARVESTING TREES
Sahity Sahi
 
Final Year Project WSE
Final Year Project WSEFinal Year Project WSE
Final Year Project WSE
Shubhranshu Bundel
 

What's hot (20)

rural electrification
rural electrificationrural electrification
rural electrification
 
G.E.T. Smart - Smart Renewables: Demand Energy Presentation
G.E.T. Smart - Smart Renewables: Demand Energy PresentationG.E.T. Smart - Smart Renewables: Demand Energy Presentation
G.E.T. Smart - Smart Renewables: Demand Energy Presentation
 
Concept of the Hagersvalle Energy ParkF[1]
Concept of the Hagersvalle Energy ParkF[1]Concept of the Hagersvalle Energy ParkF[1]
Concept of the Hagersvalle Energy ParkF[1]
 
Ac Hybrid Charge Controller
Ac Hybrid Charge ControllerAc Hybrid Charge Controller
Ac Hybrid Charge Controller
 
EMERGING TRENDS IN ELECTRICAL ENGINEERING
EMERGING TRENDS IN ELECTRICAL ENGINEERING EMERGING TRENDS IN ELECTRICAL ENGINEERING
EMERGING TRENDS IN ELECTRICAL ENGINEERING
 
solar wind hybrid system(renewable sources)
solar wind hybrid system(renewable sources)solar wind hybrid system(renewable sources)
solar wind hybrid system(renewable sources)
 
SHB+ALP_Poster
SHB+ALP_PosterSHB+ALP_Poster
SHB+ALP_Poster
 
HYBRID POWER GENERATION SYSTEM From KMP College
HYBRID POWER  GENERATION SYSTEM From KMP CollegeHYBRID POWER  GENERATION SYSTEM From KMP College
HYBRID POWER GENERATION SYSTEM From KMP College
 
S01231117120
S01231117120S01231117120
S01231117120
 
Design of Hybrid Power Plant for Smart City
Design of Hybrid Power Plant for Smart CityDesign of Hybrid Power Plant for Smart City
Design of Hybrid Power Plant for Smart City
 
Hybrid power generation by solar –wind
Hybrid power generation by solar –windHybrid power generation by solar –wind
Hybrid power generation by solar –wind
 
Study of low cost based smart home control using ppt
Study of low cost based smart home control using pptStudy of low cost based smart home control using ppt
Study of low cost based smart home control using ppt
 
IRJET- Energy Harvesting by using Various Non-Conventional Energy Sources
IRJET- Energy Harvesting by using Various Non-Conventional Energy SourcesIRJET- Energy Harvesting by using Various Non-Conventional Energy Sources
IRJET- Energy Harvesting by using Various Non-Conventional Energy Sources
 
GreenLight Overview for Minority Serving Institute Workshop
GreenLight Overview for Minority Serving Institute WorkshopGreenLight Overview for Minority Serving Institute Workshop
GreenLight Overview for Minority Serving Institute Workshop
 
Rural electrification through solar and wind hybrid system
Rural electrification through solar and wind hybrid systemRural electrification through solar and wind hybrid system
Rural electrification through solar and wind hybrid system
 
Renewable Energy, 03 2 2011
Renewable Energy, 03 2 2011Renewable Energy, 03 2 2011
Renewable Energy, 03 2 2011
 
Needs and advances in energy generation
Needs and advances in energy generationNeeds and advances in energy generation
Needs and advances in energy generation
 
Empowering Education with Solar Energy
Empowering Education with Solar EnergyEmpowering Education with Solar Energy
Empowering Education with Solar Energy
 
ENERGY HARVESTING TREES
ENERGY HARVESTING TREESENERGY HARVESTING TREES
ENERGY HARVESTING TREES
 
Final Year Project WSE
Final Year Project WSEFinal Year Project WSE
Final Year Project WSE
 

Viewers also liked

майбутні цифрові технології
майбутні цифрові технологіїмайбутні цифрові технології
майбутні цифрові технології
Escuela
 
Global Economic Crisis Arun
Global Economic Crisis ArunGlobal Economic Crisis Arun
Global Economic Crisis Arun
ARUN THOMAS
 
Green Radio08
Green Radio08Green Radio08
Green Radio08
Rajesh Gupta
 
Classroomhelpers Presentation
Classroomhelpers PresentationClassroomhelpers Presentation
Classroomhelpers Presentation
anton73
 
Fmcad08
Fmcad08Fmcad08
Fmcad08
Rajesh Gupta
 
L’historia De L’internet2
L’historia De L’internet2L’historia De L’internet2
L’historia De L’internet2
guestcfe12f6
 
Bob conn2013
Bob conn2013Bob conn2013
Bob conn2013
Rajesh Gupta
 
Gupta datamule
Gupta datamuleGupta datamule
Gupta datamule
Rajesh Gupta
 
Calit2 intro12
Calit2 intro12Calit2 intro12
Calit2 intro12
Rajesh Gupta
 
Access
AccessAccess
Access
Rajesh Gupta
 
Gli07
Gli07Gli07
Social media’s global effects
Social media’s global effectsSocial media’s global effects
Social media’s global effects
Levent Ozen
 
Embedded Intro India05
Embedded Intro India05Embedded Intro India05
Embedded Intro India05
Rajesh Gupta
 
Pascal osnovu
Pascal osnovuPascal osnovu
Pascal osnovu
Escuela
 
Sosyal Aglar ve Web 2.0
Sosyal Aglar ve Web 2.0Sosyal Aglar ve Web 2.0
Sosyal Aglar ve Web 2.0
Levent Ozen
 
Основи мови Ci
Основи мови CiОснови мови Ci
Основи мови Ci
Escuela
 
Білки
БілкиБілки
Білки
Escuela
 
Isat06 Rev2
Isat06 Rev2Isat06 Rev2
Isat06 Rev2
Rajesh Gupta
 
Хімія навколо нас
Хімія навколо насХімія навколо нас
Хімія навколо нас
Escuela
 

Viewers also liked (19)

майбутні цифрові технології
майбутні цифрові технологіїмайбутні цифрові технології
майбутні цифрові технології
 
Global Economic Crisis Arun
Global Economic Crisis ArunGlobal Economic Crisis Arun
Global Economic Crisis Arun
 
Green Radio08
Green Radio08Green Radio08
Green Radio08
 
Classroomhelpers Presentation
Classroomhelpers PresentationClassroomhelpers Presentation
Classroomhelpers Presentation
 
Fmcad08
Fmcad08Fmcad08
Fmcad08
 
L’historia De L’internet2
L’historia De L’internet2L’historia De L’internet2
L’historia De L’internet2
 
Bob conn2013
Bob conn2013Bob conn2013
Bob conn2013
 
Gupta datamule
Gupta datamuleGupta datamule
Gupta datamule
 
Calit2 intro12
Calit2 intro12Calit2 intro12
Calit2 intro12
 
Access
AccessAccess
Access
 
Gli07
Gli07Gli07
Gli07
 
Social media’s global effects
Social media’s global effectsSocial media’s global effects
Social media’s global effects
 
Embedded Intro India05
Embedded Intro India05Embedded Intro India05
Embedded Intro India05
 
Pascal osnovu
Pascal osnovuPascal osnovu
Pascal osnovu
 
Sosyal Aglar ve Web 2.0
Sosyal Aglar ve Web 2.0Sosyal Aglar ve Web 2.0
Sosyal Aglar ve Web 2.0
 
Основи мови Ci
Основи мови CiОснови мови Ci
Основи мови Ci
 
Білки
БілкиБілки
Білки
 
Isat06 Rev2
Isat06 Rev2Isat06 Rev2
Isat06 Rev2
 
Хімія навколо нас
Хімія навколо насХімія навколо нас
Хімія навколо нас
 

Similar to Nr cgupta

Energy Infrastructure theme_20Feb_VH_NCCARF
Energy Infrastructure theme_20Feb_VH_NCCARFEnergy Infrastructure theme_20Feb_VH_NCCARF
Energy Infrastructure theme_20Feb_VH_NCCARF
Veryan Hann
 
Very-Low-Voltage and Ultra-Low-Power Analog Circuits for Nomadic Applications
Very-Low-Voltage and Ultra-Low-Power Analog Circuits for Nomadic ApplicationsVery-Low-Voltage and Ultra-Low-Power Analog Circuits for Nomadic Applications
Very-Low-Voltage and Ultra-Low-Power Analog Circuits for Nomadic Applications
BHAVANA KONERU
 
Calit2: The Path Forward Energy Technical Working Group
Calit2: The Path Forward Energy Technical Working GroupCalit2: The Path Forward Energy Technical Working Group
Calit2: The Path Forward Energy Technical Working Group
Larry Smarr
 
E031201028033
E031201028033E031201028033
E031201028033
inventionjournals
 
Thesis proposal2
Thesis proposal2Thesis proposal2
Thesis proposal2
Emmanuel Ekeh
 
Photovoltaic ( Pv ) Based Distributed Generators Essay
Photovoltaic ( Pv ) Based Distributed Generators EssayPhotovoltaic ( Pv ) Based Distributed Generators Essay
Photovoltaic ( Pv ) Based Distributed Generators Essay
Laura Torres
 
Self Electricity Generation and Energy Saving By Solar Using Programmable Sys...
Self Electricity Generation and Energy Saving By Solar Using Programmable Sys...Self Electricity Generation and Energy Saving By Solar Using Programmable Sys...
Self Electricity Generation and Energy Saving By Solar Using Programmable Sys...
theijes
 
Microgrid paper camera copy final draft
Microgrid paper camera copy final draftMicrogrid paper camera copy final draft
Microgrid paper camera copy final draft
Ravi Patel
 
Development of Smart Grid Interoperability for Energy Efficiency Systems
Development of Smart Grid Interoperability for Energy Efficiency SystemsDevelopment of Smart Grid Interoperability for Energy Efficiency Systems
Development of Smart Grid Interoperability for Energy Efficiency Systems
ijtsrd
 
Bangalore | Jul-16 | Solar power as a tool for emissions mitigations and dev...
Bangalore |  Jul-16 | Solar power as a tool for emissions mitigations and dev...Bangalore |  Jul-16 | Solar power as a tool for emissions mitigations and dev...
Bangalore | Jul-16 | Solar power as a tool for emissions mitigations and dev...
Smart Villages
 
Energy Efficient Wireless Internet Access
Energy Efficient Wireless Internet AccessEnergy Efficient Wireless Internet Access
Energy Efficient Wireless Internet Access
Scienzainrete
 
Limiting Global Climatic Disruption by Revolutionary Change in the Global Ene...
Limiting Global Climatic Disruption by Revolutionary Change in the Global Ene...Limiting Global Climatic Disruption by Revolutionary Change in the Global Ene...
Limiting Global Climatic Disruption by Revolutionary Change in the Global Ene...
Larry Smarr
 
JISC Green IT parallel session April 10
JISC  Green IT parallel session April 10JISC  Green IT parallel session April 10
JISC Green IT parallel session April 10
Bill St. Arnaud
 
Forecasting Solar Power by LSTM & DBN Techniques using ML
Forecasting Solar Power by LSTM & DBN Techniques using MLForecasting Solar Power by LSTM & DBN Techniques using ML
Forecasting Solar Power by LSTM & DBN Techniques using ML
IRJET Journal
 
Io ct part1-06resg-_control for renewable energy and smart grids
Io ct part1-06resg-_control for renewable energy and smart gridsIo ct part1-06resg-_control for renewable energy and smart grids
Io ct part1-06resg-_control for renewable energy and smart grids
KAIZEN Group Experts
 
Control For Renewable Energy & Smart Grids
Control For Renewable Energy & Smart GridsControl For Renewable Energy & Smart Grids
Control For Renewable Energy & Smart Grids
PRABHAHARAN429
 
Analysis and Design of a Hybrid Renewable Energy System – Lebanon Case
Analysis and Design of a Hybrid Renewable Energy System – Lebanon CaseAnalysis and Design of a Hybrid Renewable Energy System – Lebanon Case
Analysis and Design of a Hybrid Renewable Energy System – Lebanon Case
IJERA Editor
 
report 2
report 2report 2
report 2
raman aggarwal
 
economic-and-resiliency-impact-of-pv-and-storage
economic-and-resiliency-impact-of-pv-and-storageeconomic-and-resiliency-impact-of-pv-and-storage
economic-and-resiliency-impact-of-pv-and-storage
Travis Simpkins
 
Aat Overview 2 9 2010 Jj Handout Copy
Aat Overview 2 9 2010 Jj Handout CopyAat Overview 2 9 2010 Jj Handout Copy
Aat Overview 2 9 2010 Jj Handout Copy
mls1964
 

Similar to Nr cgupta (20)

Energy Infrastructure theme_20Feb_VH_NCCARF
Energy Infrastructure theme_20Feb_VH_NCCARFEnergy Infrastructure theme_20Feb_VH_NCCARF
Energy Infrastructure theme_20Feb_VH_NCCARF
 
Very-Low-Voltage and Ultra-Low-Power Analog Circuits for Nomadic Applications
Very-Low-Voltage and Ultra-Low-Power Analog Circuits for Nomadic ApplicationsVery-Low-Voltage and Ultra-Low-Power Analog Circuits for Nomadic Applications
Very-Low-Voltage and Ultra-Low-Power Analog Circuits for Nomadic Applications
 
Calit2: The Path Forward Energy Technical Working Group
Calit2: The Path Forward Energy Technical Working GroupCalit2: The Path Forward Energy Technical Working Group
Calit2: The Path Forward Energy Technical Working Group
 
E031201028033
E031201028033E031201028033
E031201028033
 
Thesis proposal2
Thesis proposal2Thesis proposal2
Thesis proposal2
 
Photovoltaic ( Pv ) Based Distributed Generators Essay
Photovoltaic ( Pv ) Based Distributed Generators EssayPhotovoltaic ( Pv ) Based Distributed Generators Essay
Photovoltaic ( Pv ) Based Distributed Generators Essay
 
Self Electricity Generation and Energy Saving By Solar Using Programmable Sys...
Self Electricity Generation and Energy Saving By Solar Using Programmable Sys...Self Electricity Generation and Energy Saving By Solar Using Programmable Sys...
Self Electricity Generation and Energy Saving By Solar Using Programmable Sys...
 
Microgrid paper camera copy final draft
Microgrid paper camera copy final draftMicrogrid paper camera copy final draft
Microgrid paper camera copy final draft
 
Development of Smart Grid Interoperability for Energy Efficiency Systems
Development of Smart Grid Interoperability for Energy Efficiency SystemsDevelopment of Smart Grid Interoperability for Energy Efficiency Systems
Development of Smart Grid Interoperability for Energy Efficiency Systems
 
Bangalore | Jul-16 | Solar power as a tool for emissions mitigations and dev...
Bangalore |  Jul-16 | Solar power as a tool for emissions mitigations and dev...Bangalore |  Jul-16 | Solar power as a tool for emissions mitigations and dev...
Bangalore | Jul-16 | Solar power as a tool for emissions mitigations and dev...
 
Energy Efficient Wireless Internet Access
Energy Efficient Wireless Internet AccessEnergy Efficient Wireless Internet Access
Energy Efficient Wireless Internet Access
 
Limiting Global Climatic Disruption by Revolutionary Change in the Global Ene...
Limiting Global Climatic Disruption by Revolutionary Change in the Global Ene...Limiting Global Climatic Disruption by Revolutionary Change in the Global Ene...
Limiting Global Climatic Disruption by Revolutionary Change in the Global Ene...
 
JISC Green IT parallel session April 10
JISC  Green IT parallel session April 10JISC  Green IT parallel session April 10
JISC Green IT parallel session April 10
 
Forecasting Solar Power by LSTM & DBN Techniques using ML
Forecasting Solar Power by LSTM & DBN Techniques using MLForecasting Solar Power by LSTM & DBN Techniques using ML
Forecasting Solar Power by LSTM & DBN Techniques using ML
 
Io ct part1-06resg-_control for renewable energy and smart grids
Io ct part1-06resg-_control for renewable energy and smart gridsIo ct part1-06resg-_control for renewable energy and smart grids
Io ct part1-06resg-_control for renewable energy and smart grids
 
Control For Renewable Energy & Smart Grids
Control For Renewable Energy & Smart GridsControl For Renewable Energy & Smart Grids
Control For Renewable Energy & Smart Grids
 
Analysis and Design of a Hybrid Renewable Energy System – Lebanon Case
Analysis and Design of a Hybrid Renewable Energy System – Lebanon CaseAnalysis and Design of a Hybrid Renewable Energy System – Lebanon Case
Analysis and Design of a Hybrid Renewable Energy System – Lebanon Case
 
report 2
report 2report 2
report 2
 
economic-and-resiliency-impact-of-pv-and-storage
economic-and-resiliency-impact-of-pv-and-storageeconomic-and-resiliency-impact-of-pv-and-storage
economic-and-resiliency-impact-of-pv-and-storage
 
Aat Overview 2 9 2010 Jj Handout Copy
Aat Overview 2 9 2010 Jj Handout CopyAat Overview 2 9 2010 Jj Handout Copy
Aat Overview 2 9 2010 Jj Handout Copy
 

Recently uploaded

Mariano G Tinti - Decoding SpaceX
Mariano G Tinti - Decoding SpaceXMariano G Tinti - Decoding SpaceX
Mariano G Tinti - Decoding SpaceX
Mariano Tinti
 
Energy Efficient Video Encoding for Cloud and Edge Computing Instances
Energy Efficient Video Encoding for Cloud and Edge Computing InstancesEnergy Efficient Video Encoding for Cloud and Edge Computing Instances
Energy Efficient Video Encoding for Cloud and Edge Computing Instances
Alpen-Adria-Universität
 
Your One-Stop Shop for Python Success: Top 10 US Python Development Providers
Your One-Stop Shop for Python Success: Top 10 US Python Development ProvidersYour One-Stop Shop for Python Success: Top 10 US Python Development Providers
Your One-Stop Shop for Python Success: Top 10 US Python Development Providers
akankshawande
 
Driving Business Innovation: Latest Generative AI Advancements & Success Story
Driving Business Innovation: Latest Generative AI Advancements & Success StoryDriving Business Innovation: Latest Generative AI Advancements & Success Story
Driving Business Innovation: Latest Generative AI Advancements & Success Story
Safe Software
 
“Building and Scaling AI Applications with the Nx AI Manager,” a Presentation...
“Building and Scaling AI Applications with the Nx AI Manager,” a Presentation...“Building and Scaling AI Applications with the Nx AI Manager,” a Presentation...
“Building and Scaling AI Applications with the Nx AI Manager,” a Presentation...
Edge AI and Vision Alliance
 
How to Interpret Trends in the Kalyan Rajdhani Mix Chart.pdf
How to Interpret Trends in the Kalyan Rajdhani Mix Chart.pdfHow to Interpret Trends in the Kalyan Rajdhani Mix Chart.pdf
How to Interpret Trends in the Kalyan Rajdhani Mix Chart.pdf
Chart Kalyan
 
Recommendation System using RAG Architecture
Recommendation System using RAG ArchitectureRecommendation System using RAG Architecture
Recommendation System using RAG Architecture
fredae14
 
How to Get CNIC Information System with Paksim Ga.pptx
How to Get CNIC Information System with Paksim Ga.pptxHow to Get CNIC Information System with Paksim Ga.pptx
How to Get CNIC Information System with Paksim Ga.pptx
danishmna97
 
Digital Marketing Trends in 2024 | Guide for Staying Ahead
Digital Marketing Trends in 2024 | Guide for Staying AheadDigital Marketing Trends in 2024 | Guide for Staying Ahead
Digital Marketing Trends in 2024 | Guide for Staying Ahead
Wask
 
Fueling AI with Great Data with Airbyte Webinar
Fueling AI with Great Data with Airbyte WebinarFueling AI with Great Data with Airbyte Webinar
Fueling AI with Great Data with Airbyte Webinar
Zilliz
 
20240607 QFM018 Elixir Reading List May 2024
20240607 QFM018 Elixir Reading List May 202420240607 QFM018 Elixir Reading List May 2024
20240607 QFM018 Elixir Reading List May 2024
Matthew Sinclair
 
Unlock the Future of Search with MongoDB Atlas_ Vector Search Unleashed.pdf
Unlock the Future of Search with MongoDB Atlas_ Vector Search Unleashed.pdfUnlock the Future of Search with MongoDB Atlas_ Vector Search Unleashed.pdf
Unlock the Future of Search with MongoDB Atlas_ Vector Search Unleashed.pdf
Malak Abu Hammad
 
Artificial Intelligence for XMLDevelopment
Artificial Intelligence for XMLDevelopmentArtificial Intelligence for XMLDevelopment
Artificial Intelligence for XMLDevelopment
Octavian Nadolu
 
Webinar: Designing a schema for a Data Warehouse
Webinar: Designing a schema for a Data WarehouseWebinar: Designing a schema for a Data Warehouse
Webinar: Designing a schema for a Data Warehouse
Federico Razzoli
 
GenAI Pilot Implementation in the organizations
GenAI Pilot Implementation in the organizationsGenAI Pilot Implementation in the organizations
GenAI Pilot Implementation in the organizations
kumardaparthi1024
 
TrustArc Webinar - 2024 Global Privacy Survey
TrustArc Webinar - 2024 Global Privacy SurveyTrustArc Webinar - 2024 Global Privacy Survey
TrustArc Webinar - 2024 Global Privacy Survey
TrustArc
 
UI5 Controls simplified - UI5con2024 presentation
UI5 Controls simplified - UI5con2024 presentationUI5 Controls simplified - UI5con2024 presentation
UI5 Controls simplified - UI5con2024 presentation
Wouter Lemaire
 
Serial Arm Control in Real Time Presentation
Serial Arm Control in Real Time PresentationSerial Arm Control in Real Time Presentation
Serial Arm Control in Real Time Presentation
tolgahangng
 
UiPath Test Automation using UiPath Test Suite series, part 6
UiPath Test Automation using UiPath Test Suite series, part 6UiPath Test Automation using UiPath Test Suite series, part 6
UiPath Test Automation using UiPath Test Suite series, part 6
DianaGray10
 
Taking AI to the Next Level in Manufacturing.pdf
Taking AI to the Next Level in Manufacturing.pdfTaking AI to the Next Level in Manufacturing.pdf
Taking AI to the Next Level in Manufacturing.pdf
ssuserfac0301
 

Recently uploaded (20)

Mariano G Tinti - Decoding SpaceX
Mariano G Tinti - Decoding SpaceXMariano G Tinti - Decoding SpaceX
Mariano G Tinti - Decoding SpaceX
 
Energy Efficient Video Encoding for Cloud and Edge Computing Instances
Energy Efficient Video Encoding for Cloud and Edge Computing InstancesEnergy Efficient Video Encoding for Cloud and Edge Computing Instances
Energy Efficient Video Encoding for Cloud and Edge Computing Instances
 
Your One-Stop Shop for Python Success: Top 10 US Python Development Providers
Your One-Stop Shop for Python Success: Top 10 US Python Development ProvidersYour One-Stop Shop for Python Success: Top 10 US Python Development Providers
Your One-Stop Shop for Python Success: Top 10 US Python Development Providers
 
Driving Business Innovation: Latest Generative AI Advancements & Success Story
Driving Business Innovation: Latest Generative AI Advancements & Success StoryDriving Business Innovation: Latest Generative AI Advancements & Success Story
Driving Business Innovation: Latest Generative AI Advancements & Success Story
 
“Building and Scaling AI Applications with the Nx AI Manager,” a Presentation...
“Building and Scaling AI Applications with the Nx AI Manager,” a Presentation...“Building and Scaling AI Applications with the Nx AI Manager,” a Presentation...
“Building and Scaling AI Applications with the Nx AI Manager,” a Presentation...
 
How to Interpret Trends in the Kalyan Rajdhani Mix Chart.pdf
How to Interpret Trends in the Kalyan Rajdhani Mix Chart.pdfHow to Interpret Trends in the Kalyan Rajdhani Mix Chart.pdf
How to Interpret Trends in the Kalyan Rajdhani Mix Chart.pdf
 
Recommendation System using RAG Architecture
Recommendation System using RAG ArchitectureRecommendation System using RAG Architecture
Recommendation System using RAG Architecture
 
How to Get CNIC Information System with Paksim Ga.pptx
How to Get CNIC Information System with Paksim Ga.pptxHow to Get CNIC Information System with Paksim Ga.pptx
How to Get CNIC Information System with Paksim Ga.pptx
 
Digital Marketing Trends in 2024 | Guide for Staying Ahead
Digital Marketing Trends in 2024 | Guide for Staying AheadDigital Marketing Trends in 2024 | Guide for Staying Ahead
Digital Marketing Trends in 2024 | Guide for Staying Ahead
 
Fueling AI with Great Data with Airbyte Webinar
Fueling AI with Great Data with Airbyte WebinarFueling AI with Great Data with Airbyte Webinar
Fueling AI with Great Data with Airbyte Webinar
 
20240607 QFM018 Elixir Reading List May 2024
20240607 QFM018 Elixir Reading List May 202420240607 QFM018 Elixir Reading List May 2024
20240607 QFM018 Elixir Reading List May 2024
 
Unlock the Future of Search with MongoDB Atlas_ Vector Search Unleashed.pdf
Unlock the Future of Search with MongoDB Atlas_ Vector Search Unleashed.pdfUnlock the Future of Search with MongoDB Atlas_ Vector Search Unleashed.pdf
Unlock the Future of Search with MongoDB Atlas_ Vector Search Unleashed.pdf
 
Artificial Intelligence for XMLDevelopment
Artificial Intelligence for XMLDevelopmentArtificial Intelligence for XMLDevelopment
Artificial Intelligence for XMLDevelopment
 
Webinar: Designing a schema for a Data Warehouse
Webinar: Designing a schema for a Data WarehouseWebinar: Designing a schema for a Data Warehouse
Webinar: Designing a schema for a Data Warehouse
 
GenAI Pilot Implementation in the organizations
GenAI Pilot Implementation in the organizationsGenAI Pilot Implementation in the organizations
GenAI Pilot Implementation in the organizations
 
TrustArc Webinar - 2024 Global Privacy Survey
TrustArc Webinar - 2024 Global Privacy SurveyTrustArc Webinar - 2024 Global Privacy Survey
TrustArc Webinar - 2024 Global Privacy Survey
 
UI5 Controls simplified - UI5con2024 presentation
UI5 Controls simplified - UI5con2024 presentationUI5 Controls simplified - UI5con2024 presentation
UI5 Controls simplified - UI5con2024 presentation
 
Serial Arm Control in Real Time Presentation
Serial Arm Control in Real Time PresentationSerial Arm Control in Real Time Presentation
Serial Arm Control in Real Time Presentation
 
UiPath Test Automation using UiPath Test Suite series, part 6
UiPath Test Automation using UiPath Test Suite series, part 6UiPath Test Automation using UiPath Test Suite series, part 6
UiPath Test Automation using UiPath Test Suite series, part 6
 
Taking AI to the Next Level in Manufacturing.pdf
Taking AI to the Next Level in Manufacturing.pdfTaking AI to the Next Level in Manufacturing.pdf
Taking AI to the Next Level in Manufacturing.pdf
 

Nr cgupta

  • 1. Transforming Institutional Infrastructure for Research Linking Knowledge with Action Rajesh K. Gupta, UC San Diego  Professor & Chair, Computer Science & Engineering  Associate Director, California Institute for Telecommunications & Information Technology National Academies May 17, 2012
  • 2. Outline: Sustainability is about Future Stable Institutions Plan for the Long Term  The University  The Convent  Sustainability Research & Education  The Dominance of „data‟ in driving research  Hyperscaling: a “million-student” classroom  A Compelling Infrastructure  The City and The Corporation
  • 3. Universitas magistrorum et scholarium a community of teachers and scholars  a unibody of people, place and piety  pursuit of knowledge intimately tied to living  Modern university  Unbundling of “uni” into a multi-verse of  Knowledge specialization  Imported workflows and systems that constitute the basic infrastructure for conducting scholarly activities  Printing press, laboratories, transportation networks  “a corporation” of ideas, skills?  Not Really. It is a also a place for natural expression of a society‟s aspirations.
  • 4. 83,000 College buildings , 3.48 billion square feet.
  • 5. Universities enable Learning & Living in Future A Weekend Discussion in April 2009.
  • 7. Making Buildings Energy Efficient Increasing bandwidth of use, decreasing granularity of response. 1. Reduce energy consumption by IT equipment  Servers and PCs left on to maintain network presence  Key: “Duty-Cycle” computers aggressively maintaining availability  Somniloquy [NSDI ‘09] and SleepServer [USENIX ’10] 2. Reduce energy consumption by the HVAC system  Energy use is not proportional to number of occupants  Key: Use real-time occupancy to drive HVAC at fine spatial scales  Synergy occupancy node [BuildSys ’10], HVAC Control [IPSN ’11] 3. Reduce energy consumption by Plug-Loads  “Dark-loads” distributed over a building, diverse types  Key Idea: Measure and actuate based on “policies” at fine temporal scales [BuildSys’11]. 7
  • 8. SleepServers: Enable Aggressive Duty Cycling 68% energy savings since SleepServer deployment Average Power 26 Watts Average Power 96 Watts Yuvraj Agarwal, UC San Diego
  • 10. 2. HVAC Energy Savings 10 Estimated 40% savings across entire building. Detailed occupancy can be used to drive other systems. HVAC Energy Consumption (Electrical and Thermal) during the baseline day. HVAC Energy Consumption (Electrical and Thermal) for a test day with a similar weather profile. HVAC energy savings are significant: over 13% (HVAC-Electrical) and 15.6% (HVAC-Thermal) for just the 2nd floor
  • 11. Demand Response  54 HVAC zones including 1 kW corridor each floor  15-20 kW per floor, 260-358 W per zone  DREM for plug loads with device type and priority levels  Actuation classes: Off (PL 1), Occ_low (PL 2), Occ_hi (PL 3), On (PL 10).
  • 12. 30 Room Deployment 36.9% lower energy use over 8-hour work day. DR response in minutes.
  • 13. There is a 10X reduction as a LHF  Interfacing with smart grid:  An emerging communication plane over the electrical grid  Demand Response is key to this interface  From day-ahead planning to hour-ahead DR
  • 14. Matlab HVAC/IT xPC Embedded Control {Observable state, Configuration params} zones events user kernel environment Observational Models Spatio-temporal data capture Policy Framework Planning Operation Cooperation Use scenarios Reduced observer + controller Building Target Model Reduction Model Adaptor Human Policy Engineering Real-time sensor inputs Sensor events Trace playback User, e nv. events
  • 15. And a 100X in a coupled system!
  • 16. Emerging Vectors REST API HTTP/TCP … JSON Objects Electrical Weather Geographical Water Environmental Structural Actuator Occupancy sMAP Modeling Visualization Continuous Commissioning Control Personal Feedback DebuggingStorage Location Authentication Actuation ApplicationsPhysical Information Vertical Protocol LayeringHorizontal Architecture sMAP Architecture
  • 18. A “compelling” place for practice in living as a community  12,000 acres, 45,000 occupants, 8,000 residents  2 hospitals (with local generation), 15 restaurants  450 buildings, 11 million square fee of building space  Over $250M in capital construction/year  Generates 80% of its own electricity usage including  2.8 MW fuel cells, >2 MW PV, Wind, 15% of daily energy stored  Meters & Monitors everything:  50K meters, 4.5K thermostats  16 weather stations, real-time monitoring,  tracks moving clouds across the campus to drive dynamic PV load shifts from 50 kW/sec to 1 kW/sec.  Self-regulating entity, its own police.
  • 19. “The Corporation” under “True Lease” Rules  Section 1603 of the Tax Code  Originally enacted under ARRA as “cash grants in lieu of tax credits” for clean energy projects struggling for financing since the tax shelter market had dried up, 30% cash grants to lessor  100% funding for PV projects, 2.8 MW Biogas Fuel Cell project  An example of where modern corporation meets researchers in the middle  11:1 leveraging of donor funds by ensure 5% start of construction in 2011.
  • 20. New Market Tax Credits, 39% US Treasury ITC Byron Washom, UC San Diego
  • 21. An Explosion of “Corporate Projects” “Directed Biogas” Fuel Cell 2.8 MW of energy storageAccess to DC Power
  • 22. Campus As A Living Laboratory of Localized Co-Generation and Storage
  • 23. Roadmap to a green campus, USGBC.
  • 24. Computer Science As A Discipline  CS favorite preoccupations now go beyond data  Ballots, Equity, Access, Health, Education  Special role of NSF in driving this change.