Analytics Engine California Energy Commission EPIC Program EPC20007 Primary Funding Provided by Owen Doherty PhD Principal Investigator Eagle Rock Analytics Mark Koenig Project Manager ID: 913293
Download Presentation The PPT/PDF document "An Introduction to the Cal-Adapt" is the property of its rightful owner. Permission is granted to download and print the materials on this web site for personal, non-commercial use only, and to display it on your personal computer provided you do not modify the materials and that you retain all copyright notices contained in the materials. By downloading content from our website, you accept the terms of this agreement.
Slide1
An Introduction to the Cal-Adapt
Analytics Engine.
California Energy Commission – EPIC Program (EPC-20-007)
Primary Funding Provided by:
Owen Doherty, Ph.D.
Principal Investigator
Eagle Rock Analytics
Mark Koenig
Project Manager
Eagle Rock Analytics
analytics.cal-adapt.org/
Managed by:
Susan Wilhelm, Ph.D., M.S.E. (CEC)
Chief Advisor: Mike
Mastrandrea
, Ph.D. (CEC/Stanford)
Slide2CAL-ADAPT ANALYTICS ENGINE
Statement of Problem
analytics.cal-adapt.org/
To support climate resilient investment and vulnerability studies California has invested a lot in producing climate projections
But this data can be difficult to access and utilize for many users
Therefore, we are building a cloud-based analytics platform to help transform the petabytes of data into useful and accessible data products.
Slide3What Is the Analytics Engine?
Climate Data
A massive, open data repository full of CEC funded climate data localized to California (WECC wide) with high spatial and temporal coverage.
3
Cloud Compute
AWS cloud compute resources tailored and ready to run to execute on climate data
2
Code
Jupyter Notebooks pre-loaded with energy sector applications; an open source code repository full of common climate and energy functions.
1
analytics.cal-adapt.org/
CAL-ADAPT ANALYTICS ENGINE
Slide4CAL-ADAPT ANALYTICS ENGINE
What’s a
Jupyter Notebook?
analytics.cal-adapt.org/
Slide5CAL-ADAPT ANALYTICS ENGINE
How Does It Work?
JUPYTER
HUB
OUR CODE
analytics.cal-adapt.org/
Slide6CAL-ADAPT ANALYTICS ENGINE
Standing on the Shoulder of Giants
analytics.cal-adapt.org/
Historical climate products. SIO/UCSD (PIR-19-007) and Eagle Rock Analytics (PIR-19-006)
Historical Products
Fifth Climate Assessment and other future research work.
Future Climate Research
SIO/UCSD and UCLA are generating the next generation climate projections. (EPC-20-006)
Projections
DATA
Slide7Historical climate products. SIO/UCSD and UCLA (PIR-19-007)
Historical Products
5
th
Assessment and other future research work.
Future Climate Research
SIO/UCSD and UCLA are generating the next generation climate projections. (EPC-20-006)
Projections
Recent weather and past weather observations and information. ERA and LBNL (PIR-19-006)
Historical Data PlatformCal-Adapt.org has visualizations and download capacities. UCB/GIF (EPC-17-033, PIR-17-012)Cal-AdaptComputing resources on top of climate data information for technical users. ERA, UCB, SIG, E3 (EPC-20-007)Cal-Adapt: Analytics EngineCAL-ADAPT ANALYTICS ENGINE
Expanded Cal-Adapt Enterpriseanalytics.cal-adapt.org/
DATA
ACCESS
Slide8CAL-ADAPT
DATABASE (2.5 PB+)
CAL-ADAPT ENTERPRISEanalytics.cal-adapt.org/
CLIMATE
HISTORICAL
HEAVY USER
FUTURE
GENERAL USER
DATA CATALOGUE
JUPYTER
HUB
YOUR CODE
OUR CODE
Visualize & Download
Direct Grab
ProjectionsEPC-20-006HistoricalPIR-19-007
Weather
PIR-19-006
Slide9CAL-ADAPT ANALYTICS ENGINE
How Is This Different Than Cal-Adapt?
analytics.cal-adapt.org/
Slide10The Analytics Engine represents a major step forward for the Extended Cal-Adapt Enterprise
Reproducible workflowsUnmatched computational resources
Lots of data coming… too much data comingTransparent….or secure and secretiveState of the art and a unique opportunityWe’ll be ready to help
CAL-ADAPT ANALYTICS ENGINE
How Will the Cal-Adapt Analytics Engine Help You?
analytics.cal-adapt.org/
Slide11CAL-ADAPT ANALYTICS ENGINE
How Can You Get Involved?
Join our co-production process
Become a test user of the Analytics Engine
Join us this Fall!
analytics.cal-adapt.org/
Slide12Renewable Energy Generation
05
Use climate projections in renewable energy resource modeling - including distributed energy resources (e.g., microgrids), solar or wind generation models, etc. Use climate projections to examine the value of long-duration storage.
Climate & Wildfire
04
Use climate data to inform wildfire mitigation plans and actions - including anticipation, prevention or hardening actions, as well as how to maintain critical operations during a fire.
‘Hourly climate profiles’ for Energy Modeling
03
Use climate data to develop a time series of hourly climate profiles. The time series can then be input into various models, such as Production Cost Models, Load Forecasting Models, or Capacity Expansion Models to support Integrated Resource Plans, Reliability Analysis, etc.
Extreme Heat & Energy
02
Use climate data to forecast energy loads. Use climate data to determine how extreme events impact peak loads or demands (e.g. extreme heat + increased A/C usage, droughts + increased groundwater pumping; etc.).
Threshold & Asset Vulnerability
01
Use climate data to inform asset-by-asset vulnerability assessments by 1) geographical location, 2) metrics of interest, and 3) thresholds that are likely to be exceeded in the future (e.g. exceeding 3 consecutive days of 95th percentile temperature at a specific location).
Ready Now:In Development:
CAL-ADAPT ANALYTICS ENGINE
Priority Use Cases
Slide13Currently
Soft launch of the Analytics Engine Platform with
some
analytic notebooks and
some
projections.
Fall 2022
Full launch of the Analytics Engine Platform, analytic notebooks and most of projections. Training Workshop.
Spring 2023
Statewide launch event.
CAL-ADAPT ANALYTICS ENGINE
Key Upcoming Activities
analytics.cal-adapt.org/
Slide14Is the Analytics Engine for me?
YES!
Contact Us
:
analytics@cal-adapt.org
jbui@sig-gis.com
acsaydah@sig-gis.com
owen@eaglerockanalytics.com
Thanks To Our Funders:
analytics.cal-adapt.org/Thanks To Our Supporters: