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Michael	P.	Totten	
CEO,	AssetsforLife	
Denver,	CO	80205	
totten.michael@gmail.com	
http://www.linkedin.com/in/
michaelptotten		
AssetsforLife	
Cognitive	&	endorphin	flow,	experienced	at	2500	mpg
GreenATP
Green Applications & Tipping Points
Presentation at the
UCLA Anderson School of Business
by
Michael P. Totten
Chief Advisor, Green Economies
Conservation International
June 09-10, 2011
Data,	Information,	knowledge,	
and	wise	decisions	are	the	new	
abundant	less	cost-and-risk	
resource	currency
UNACCEPTABLE	^
Political		
Power	
Corporate		
Greed	
Media	Lies	&		
Disinformation
Global	Fossil	Fuel	Subsidies	2011-2015	
IMF	$5.5	Trillion/yr	Assessment	May	2015
Disruptive	energy	futures,	Amory	B.	Lovins,	Cofounder	and	Chief	Scientist,	Rocky	Mountain	Institute,	Keynote,	
Wirth	Chair	Luncheon,	U	of	Colorado	Denver,	06	Oct	2017,	http://www.rmi.org		
Solutions to:
effective * solutions to * big global * problems [—like * climate change, * nuclear
y country’s security and prosperity. And if you like any of Reinventing Fire’s outco
GLOBAL	
NATIONAL	
STATE	
CITY	
NEIGHBOR	
HOOD	
LIFE’S	COMPLEX	DYNAMIC	SYSTEMS	INTERACT	IN	NESTED		
HIERARCHIES	THAT	REQURE	EFFORTS	AT	MULTI-SCALES
IMPERATIVE	TO	ACCELERATE		
MASSIVE	MULTI-SCALING	OF	
CITIZEN	CHANGE	AGENTS	
	
COMMITTED	TO	ACTIONABLE	CHANGE	
OF		
PUBLIC	POLICIES		
&	
	MARKET	PRACTICES
Ready	for	
Learning	
Ready	for	
Resistance	
Ready	for	
Change	
Ready	for	
Frustration	
Organization	Change	Capacity	0	
0	
100	
100	
Leadership	Change	Capacity	
http://www.ascd.org/publications/books/109019/chapters/The-Organizational-Change-Readiness-Assessment.aspx		
CHANGE	READINESS	MATRIX
Global	Covenant	of	Mayors	for	Climate	&	Energy
Do	you	support	or	oppose	powering	all	U.S.	energy	entirely	by	clean	&	renewable	sources	like	wind,	
solar,	&	hydropower	by	2050?	That	means	homes,	businesses,	cars,		trucks.
Law of Accelerating Returns
Information
technologies
Communication
technologies
Miniaturized
technologies
COIN
technologies
Large'Numbers'Law'
IoE'
Internet'of'Everything'
rs) Visions
y
a
ew
et
0
0.5
1
1.5
2
2.5
3
3.5
4
4.5
1995 2000 2014 2020
People Online
Smartphones
People Online (billions)Machine-to-Machine (M2M)
Two Explosive Exponential Trends driving
IP addressable Internet of Everything (IoE)
Source: Benedict Evans, Industrial Internet,11-2014, Partner, Andreesen-
Horowitz; and, B. Evans, Mobile Is Eating the World, May 2013
(Left) Road Map for the Trillion Sensor Universe, 11/2013, Janusz Bryzek,VP,
MEMS and Sensing Solutions, Fairchild Semiconductor
5Michael Enescu keynote – “From Cloud to Fog & The Internet of Things” – Chicago, LinuxCon 2014
7.26.8 7.6
50
2010 2015 2020
0
40
30
20
10
Billionsofdevices
25
12.5
Inflection
point
Timeline
Source: Cisco IBSG, 2011
50 Billion
smart devices
Adoption 5x faster
than electricity, telephony
Michael(Enescu,(CTO,(Open(Standards(IniNaNve((OSI)(keynote(–(“From(Cloud(to(Fog(&(The(Internet(of(Things”(–(Chicago,(LinuxCon(2014((
1Michael Enescu keynote – “From Cloud to Fog & The Internet of Things” – Chicago, LinuxCon 2014
1
Michael Enescu
CTO Open Source Initiatives
LinuxCon 2014 – August 21
u ELECTRIFICATION	
u DIGITIZATION	
u DIGITALIZATION	
u MASS	MINIMIZATION	
u MINIATURIZATION	
u MODULARIZATION	
u INTERNETIZATION	(IPv6)	
SUPER-EXPONENTIAL	RATES	
TECHNOLOGICAL	DISRUPTION			
CONVERGENCE
Converging	Technologies
Personal Pocket
SuperComputers
SuperComputer
Networkers
Human & Knowledge
Capital
Social, Civic & Intelligence
Capital
http://www.statista.com/statistics/266488/forecast-of-mobile-app-downloads/
APP Use Growing Exponentiallymillions
COMMUNICATIONS	ENERGY	 MOBILITY		
1ST	Industrial	
Revolu<on	
2nd	Industrial	
Revolu<on	
3rd	Industrial	
Revolu<on	
Modeled	after	Jeremy	Rifkin,	Third	Industrial	Revolution,	How	Lateral	Power	Is	Transforming	Energy,	the	Economy,	and	the	World,	2013
1. The ecosystem is the new warehouse
2. The ecosystem is also the new supply chain
3. The network effect is the new driver for scale
4. Data is the new dollar
5. Community management is the new human 

resource management
6. Liquidity management is the new inventory control
7. Curation and repetition are the new quality control
8. User journeys are the new sales funnels
9. Distribution is the new destination 
10. Behavior design is the new loyalty program
11. Data science is the new business process optimization
12. Social feedback is the new sales commission 
13. Algorithms are the new decision makers
14. Real-time customization is the new market research
15. Plug-and-play is the new business development 
16. The invisible hand is the new iron fist 
Source: PLATFORM THINKING
Copyright © 2015
Sangeet Paul Choudary,
Geoffrey Parker and
Marshall Van Alstyne
THE
PLATFORM
MANIFESTO
From	Pipes	to	Plalorms	–	Linear	to	Networks	
Sangeet	Paul	Choudary,	Marshall	Van	Alstyne,	Geoffrey	Parker
Law of Accelerating Returns
COllaborative Intelligence/Innovation
Networks (COINs) another exponential trend
Wikipedia, the world’s largest and fastest growing
encyclopedia, premier example of an open source
COIN to date. It is one of the top 5 to 7 daily
visited Internet sites in the world (monthly
readership of ~500 million worldwide).
34 million free usable articles in 288 languages
that have been written by over 50 million
registered users and numerous anonymous
contributors worldwide.
15,000 volumes equivalent to Encyclopedia
Britannica.
100 million hours to create Wikipedia over the
first decade. By comparison, Americans spend
132 million hours each day on Facebook (430
million hours each day worldwide); and
Americans watch 100 million hours of TV ads
every weekend.
There are thousands of open source COINs
currently operating
Proliferation of Open Source COINs
Collaborative Intelligence/Innovation Networks
Cognitive	Leisure
Catalyzing Collaborative Innovation Networks
Daylighting
HVAC
LEDs
Buildings
Pumps/Compressors
Water
Chillers
Landscaping
Plugloads
Financing
Mobility
Architecture
Motors
EVs
Windows
Solar PV
Solar thermal
codes
standards
FITs decoupling+
incentives
design
smart sensor networkssolar gardens
LEED ++
zero waste
beyond zero net
visualization
geospatial mapping
BIPV
Albedo surfaces
integration
APPs
complete streets
bikes
MOOCs
wind
biogeothermal
conservationprocurement
aggregation
E-Lab
epeat
collaboration innovation networks
peer-to-peer
10xE
microgrids
COIN – Ad hoc self-
organized groups of
self-motivated citizens,
geographically
dispersed, focused on
accomplishing a
specific mission
! !2!!
!
Figure%1.%The%Coolfarming%Process%–%lessons%from%the%beehive%as%a%metaphor%
Coolfarming! works! by! unlocking! the! creative! potential! of! Collaborative! Innovation!
Networks!(COINs).!COINs!are!made!up!of!groups!of!selfGmotivated!individuals!linked!by!the!
Lessons	from	the	beehive	as	metaphor	
Peter	Gloor	et	al.,	Coolfarming	–	Lessons	from	the	Beehive	to	Increase	Organizational	Creativity,	
MIT	Center	for	Collective	Intelligence
swarm creativity
Figure 2.2. COIN-driven innovation process.
Peter	Gloor	(2017)	Swarm	Leadership	and	the	Collective	Mind	Using	
Collaborative	Innovation	Networks	to	Build	a	Better	Business,	Blackwell	
Publishing;	Peter	Gloor	(2006)	Swarm	Creativity:	Competitive	Process	
through	Collaborative	Innovation	Networks,	Oxford	Press.		MIT	Center	
for	Collective	Intelligence,	http://cci.mit.edu/.		
COIN-driven	Innovation	Process		
Social	Capital	Is	the	Currency	of	COINs
Excerpts	from	ASSETsforLife.net	–	a	BLOOM™	
Book-Like,	Online,	Open	Source,	Multimedia	platform
BUZZING	VROOMs	–	Virtual	&	Augmented	Realty
A	Smartphone/VR/AR	Platform	for	
Citizens,	Campuses,	Cities	&	Companies	to		
Envision	&	Enact	a	Benign	Planetary		
Grand	Acceleration	–	NOW	NOT	LATER!
HOMELAND	SECURITIES	
ShiRing	Civil	infrastructure	to			
Island-Capable	MicroGrids	
REAL
Augmented	Reality	apps
ASSETs
Apps for
Spurring
Solar and
Efficiency
Techknowledge
http://www.critigen.com/solution/solar-map-standard-edition
COIN ASSET– EXAMPLES OF APPLIED ACTION!
Growing ASSETsTACTICS
The Critigen Solar Model assesses all surrounding
topology (e.g. vegetation, buildings) in the data for
shading impacts and determines “hotspots” for solar PV.
Solution
MARFORRES Energy Program selected Critigen to provide its
Solar Site Assessment solution at multiple installations to
analyze the opportunity for efficient solar system installation.
Critigen Solar Site Assessment is a remote solar assessment tool
developed from Critigen’s Solar Mapping program that models
the most important factors in Solar PV production: solar access,
shading, rooftop azimuth and pitch, and other local variables, to
determine a buildings solar potential.
Critigen performed more than 10 Solar Site Assessments for the
MARFORRES Energy Program, providing them with graphical and
tabular reports detailing building, roof-panel and sub-meter
resolution solar energy production potential and graphically
depicts where on the roof the “hotspots” for solar are. Reports
include 3D perspective views, solar hotspot maps and building-
level solar potential roll-ups. The site assessments were
customized to reflect MARFORRES-specific criteria and
considerations and to meet other needs driven by DOD and
legislative mandates.
Result
Critigen Solar Site Assessments have placed actionable
information in the hands of facility and energy managers at
MARFORRES and are helping them locate the most efficient sites
for solar energy generation. In addition to ensuring optimal site
selection for future systems, one assessment revealed
apportion of a rooftop with a planned solar PV system that was
unsuitable for solar energy production. The assessment
allowed MARFORRES to avoid more than $60,000 in costs to
construct the portion of the system that had been overdesigned
by the installer.
Costing less than 1% of the cost of a typical large solar PV
system, Critigen Solar Site Assessments have proven to provide
an essential and cost-effective level of assurance that systems
Rooftop obstructions and perimeter setbacks were
applied using the MARFORRES 3D data for more
accurate solar potential calculations.
One Solar Site Assessment
allowed MARFORRES to avoid
more than $60,000 in costs
The Critigen Solar Model assesses all surrounding
topology (e.g. vegetation, buildings) in the data for
shading impacts and determines “hotspots” for solar PV.
Solution
MARFORRES Energy Program selected Critigen to provide its
Solar Site Assessment solution at multiple installations to
analyze the opportunity for efficient solar system installation.
Critigen Solar Site Assessment is a remote solar assessment tool
developed from Critigen’s Solar Mapping program that models
the most important factors in Solar PV production: solar access,
shading, rooftop azimuth and pitch, and other local variables, to
determine a buildings solar potential.
Critigen performed more than 10 Solar Site Assessments for the
MARFORRES Energy Program, providing them with graphical and
tabular reports detailing building, roof-panel and sub-meter
resolution solar energy production potential and graphically
depicts where on the roof the “hotspots” for solar are. Reports
include 3D perspective views, solar hotspot maps and building-
level solar potential roll-ups. The site assessments were
customized to reflect MARFORRES-specific criteria and
considerations and to meet other needs driven by DOD and
legislative mandates.
Result
Critigen Solar Site Assessments have placed actionable
information in the hands of facility and energy managers at
MARFORRES and are helping them locate the most efficient sites
for solar energy generation. In addition to ensuring optimal site
selection for future systems, one assessment revealed
apportion of a rooftop with a planned solar PV system that was
unsuitable for solar energy production. The assessment
allowed MARFORRES to avoid more than $60,000 in costs to
construct the portion of the system that had been overdesigned
by the installer.
Costing less than 1% of the cost of a typical large solar PV
system, Critigen Solar Site Assessments have proven to provide
an essential and cost-effective level of assurance that systems
will deliver planned return on investment and deliver progress
toward legislative mandates faced by Federal agencies.
Rooftop obstructions and perimeter setbacks were
applied using the MARFORRES 3D data for more
accurate solar potential calculations.
One Solar Site Assessment
allowed MARFORRES to avoid
more than $60,000 in costs
for a solar PV system that
had been overdesigned.
Corporate Headquarters
7604 Technology Way, Suite 300
Denver, CO 80237
+1 303.706.0990
critigen.com
© 2012 Critigen, LLC. All Rights Reserved.
All other trademarks used herein are the property of their respective owners.
ContactApps for Spurring Solar & Efficiency Tech-knowledge
BIM 7
DSG AGGREGATION
Growing ASSETs
Building by Building, Campus by Campus, City by City
360° Visual Tour 10x EE
Roof&Ground solar
PV capability inventory
ASSET – EXTERIOR BUILDINGS!
SOLAR POWER TOOLS
Geo-Spatial Visual Mapping Solar-capable Surfaces
integrated with long-term financing option apps
Apps rapidly evolving and speciating
Interactive 360º Visuals
hand-held APPortunities
ASSET – INTERIOR BUILDINGS!
360º interactive View
APPs for Spurring Solar & Efficiency Tech-knowledge
ASSETs
EarthVisionZ, location intelligent software, http://earthvisionz.com/ ,
ASSET – INTERIOR BUILDINGS AS LEARNING LAB!
Using web COIN to Scale real-world big-gain results
RMI Deep-Dive 10xE Learning Tools & Experience
Mapping Cities’ Roof & Road tops for
Solar Reflecting Savings
Each%m2%white%roof%offsets%1%ton%CO2
US$2 Trillion Global Savings
50+ billion tons CO2 reduced
Singapore%EXPO%Conven;on%&%Exhibi;on%Centre Urban%Heat%Island
The long-term effect of increasing the albedo of urban areas, Hashem Akbari, H Damon Matthews and Donny Seto, Environmental Research Letters, 7 (2012) 024004
ASSET – CITYSCAPE SCALE!
APP-Aggregating Assemblages of Buildings
Priority-Ranking Biggest Opportunities
Incorporating Financing Algorithms
COINs for learning, skills, training, practice, verification, adaptation, time saving
Arizona State University researchers have developed a new software system capable of estimating GHG emissions across entire urban
landscapes, all the way down to roads and individual buildings. Until now, scientists quantified CO2 emissions at a much broader level. Dubbed
"Hestia" after the Greek goddess of the hearth and home, the system combines extensive public database "data-mining" with traffic simulation
and building-by-building energy-consumption modeling. Its high-resolution maps clearly identify CO2 emission sources in a way that policy-
makers can utilize and the public can understand. Hestia provides a complete, three-dimensional picture of where, when, and how carbon
dioxide emissions are occurring. Credit: Kevin Gurney, Bedrich Benes, Michel Abdul-Massih, Suzanna Remec, Jim Hurst
BIG BIM, BIG DATA
BIG CONTINUOUS RESULTS
h,ps://www.youtube.com/watch?v=g04PG53mbmc((
From'3D'to'IPv6'BIM7+'
Con6nuous,'smarter'lifecycle'performance'
Neil(Calvert,(“Why(We(Care(About(BIM…,”(DirecNons(Magazine,(Dec.(11,(2013,(h,p://www.direcNonsmag.com/arNcles/whyPwePcarePaboutPbim/368436((
BIM7+
(Cradle-to-Cradle)
Cradle$to$Cradle'Con6nuous'Commissioning''
Issa, Suermann and Olbina
(A) Solar radiation Analysis (B) Daylighting analysis
(C) Shading analysis (D) Ventilation and Airflow Analysis
Figure 1: Different kinds of analysis performed by Autodesk Ecotect (Source: <www.autodesk.com/revit>)
Increase'in'project'Value''
with'increase'in'BIM'details'
Solar'Radia6on'Analysis'
Dayligh6ng'Analysis'
Shading'Analysis' Ven6la6on'&'Airflow'Analysis'
From Integrated designs to integrated operations
Building
Lighting
HVAC low-side
Plug Loads
Computing
HVAC high-side
Realistic scenario
-variables
Occupancy
Operating hours
Occupant behavior
Weather
Loads
I
N
T
E
G
R
A
T
E
D
D
E
S
I
N
G
S
I
N
T
E
G
R
A
T
E
D
O
P
E
R
A
T
I
O
N
S
Design stage
– most efficient/peak
3
Integrated'Designs'&'Integrated'Opera6ons'
Lifecycle(&(CradlePtoPCradle(
Punit(Desai,(Environmental(Sustainability(at(Infosys(Driven(by(values,(Powered(by(
innovaNon,(InfoSys,(presentaNon(to(RMI,(Sept(15,(2014(
Infosys BPO awarded 5-Star Rating b
Efficiency (BEE)
5-star rating signifies being the most energy efficient
Bangalore, India - May 13, 2010: Infosys BPO, the
subsidiary of Infosys Technologies, today announced that i
rating for energy efficiency by Bureau of Energy Efficiency (B
Phase 2 campus in Hinjewadi, Pune, India. The rating is u
buildings” scheme of BEE that rates office buildings in India
rendered on a scale of 1 to 5 stars, where a 5-star rating s
efficient. The rating is valid for a period of 5 years.
36(Mc2'
buildings'
Integrated and goal oriented design approach
HVAC(Goal( Ligh3ng(Goal( Water(Goal(
!  Max envelope heat gain 1.0 W/sqft
!  Total building @ 750-1000 sqft/TR
!  25 deg C, 55% RH
!  LPD of 0.45 W/sqft
!  90% of building to be day lit > 110 lux
!  No Glare throughout the year
!  Architects
!  Facade Specialists
!  IT Specialists
!  HVAC Engineers
!  Lighting Specialists
!  Architects
!  Facade Specialists
!  Lighting Specialists
!  Electrical Designers
!  PHE Engineers
!  Architects
!  Landscape Architects
!  Less than 25 LPD for
office building
!  Zero discharge
!  100% self sufficient
T
E
A
M
G
O
A
L(
13
Punit(Desai,(Environmental(Sustainability(at(Infosys(Driven(by(values,(Powered(by(innovaNon,(InfoSys,(presentaNon(to(RMI,(Sept(15,(2014(
Building Analytics in action
At one client facility running Building Analytics, the preheating
coil and cooling coil were operating simultaneously and wasting
more than $900 and 80,000 kBTUs on a daily basis. The problem
was pinpointed at a leaking chilled water valve that once repaired
produced $60,000 in annual savings with ROI in the first month.
Mixed air
temperature
sensor
Outdoor
air temp
“Occupancy”
is at set point
Return fan
status
Preheating
discharge
temperature
Heating
valve
position
Cooling
valve
position
Supply air
temperature
set point
Supply fan
status
Simultaneous
heating and cooling
Building name:
Equipment name:
Analysis name:
Estimated daily cost savings:
Problem:
Excess or simultaneous heating
and cooling
either providing excess heating or cooling
or operating simultaneously.
Possible causes:
and is leaking.
> Temperature sensor error or sensor
installation error is causing improper
control of the valves.
SMALL'SENSORS'
BIG'DATA'
VISUAL'ANALYTICS'
•  20%'reduc6on'in'build'
costs'(buy'4,'get'one'free!)'
•  33%'reduc6on'is'costs'over'
the'life6me'of'the'building'
•  47%'to'65%'reduc6on'in'
conflicts'and're$work'
during'construc6on'
•  44%'to'59%'increase'in'the'
overall'project'quality'
•  35%'to'43%'reduc6on'in'
risk,'beLer'predictability'of'
outcomes'
•  34%'to'40%'beLer'
performing'completed'
infrastructure'
•  32%'to'38%'improvement'
in'review'and'approval'
cycles'
BIM'Lifecycle''
Con6nuous'Commissioning'
Benchmarking of Infosys buildings
Design%target% Units% Exis:ng%(US)% BeXer% Best%prac:ce% Infosys%
Delivered(energy(intensity( kBtu/sfYy( 90( 40Y60( <30( <25(
LPD:(Design( W/sf( 1.5( 0.8( 0.4Y0.6( 0.4Y0.6(
LPD:(Opera3onal( W/sf( 1.5( 0.6( 0.1Y0.3( <0.15(
Installed(computers/appliances..( W/sf( 4Y6( 1Y2( <0.5( <0.7(
Glazing(RYvalue((center(of(glass)( sfYF0Yh/Btu( 1Y2( 6Y10( ≥20( >5(
Window(RYvalue((including(frame)( sfYF0Yh/Btu( 1( 3( 7Y8( >5(
Glazing(spectral(selec3vity( Ke(=(Tvis/SF( 1( 1.2( >2.0( >2.0(
Roof(solar(absorptance(and(emilance( α,(ε# 0.8,(0.2( 0.4,(0.4( 0.08,(0.97( 0.18,(0.99(
Installed(mechanical(cooling( sf/ton( 250Y350( 500Y600( 1200Y1400+( 750(Y(1000(
Cooling(designYhour(efficiency( kW/ton( 1.9( 1.2Y1.5( <0.6( <0.59(
US India
11
Punit(Desai,(Environmental(Sustainability(at(Infosys(Driven(by(values,(Powered(by(innovaNon,(InfoSys,(presentaNon(to(RMI,(09P15P2014(
Issa, Suermann and Olbina
2D 3D 4D 5D
Risk
Figure 3: Decrease in project risk with the increase in model details
VICO Control is a location based virtual construction system that allows the creation of compressed schedules which al-
low the user to determine progress by comparing actual productivity to the project schedule. Many BIM models are not able
to store information beyond what the building looks like and as such do not allow the user to store info on the construction
process. VICO Control allows integrated construction of the whole project and allows the user to link duration and cost in-
formation directly to the model. Accordingly the user can instantly see the impact of changes in scope and schedule on the
entire project. It links the building model to estimating and scheduling information going from 3D to 5D and allows the user
to add additional parameters to each and every element in the BIM. Thus, the user can attach a recipe describing the means
Decrease'in'project'risk''
with'increase'in'BIM'details'
6D
Cradle'to'Cradle*Facility*Lifespan*Integra6on**
7D
Neil(Calvert,(“Why(We(Care(About(BIM…,”(DirecNons(Magazine,(Dec.(11,(2013,(
h,p://www.direcNonsmag.com/arNcles/whyPwePcarePaboutPbim/368436((
A/E'Firms'
Contractors'
Owners'
esources
WIND SIMs
Real-world Wind turbine performance metricsComputer model wind farm optimization
3D Simulation Collaboration Rooms Simulation Wind Turbine Erection w/ Crawler Crane
WIND SIMs
Climate VR
VR
+ Social Network
+ AI
Solve Big Problems
Faster
April	Allderdice	and	Michael	Totten,	Climate	VR	social	enterprise
Problem:
Our news feed makes us
more informed, but the
data is random, so our
efforts are
•  Reactive
•  Unfocused
•  Randomized
•  Less effective at
solving problems
April	Allderdice	and	Michael	Totten,	Climate	VR	social	enterprise
April	Allderdice	and	Michael	Totten,	Climate	VR	social	enterprise
What can
I do?
Which actions are really effective?
Is there a credible plan
to stop climate change?
I wish I were part of a
larger movement
April	Allderdice	and	Michael	Totten,	Climate	VR	social	enterprise
One goal.
Many teams.
Clear facts.
Trackable progress.
Enter Climate VR.
April	Allderdice	and	Michael	Totten,	Climate	VR	social	enterprise
1. Set the goal
Goal
°F
April	Allderdice	and	Michael	Totten,	Climate	VR	social	enterprise
2. Adjust levers (a science-based model
quantifies impact)
Analysis
Goal
°F
Forests
Score 60
Renewables
Score: 60
Electric
Vehicles
Score: 50
Buildings
Score 45
Carbon
Price
Score 60
Paris
Accord
Score 60
Coal
Score 50
Air Quality
Score: 45
April	Allderdice	and	Michael	Totten,	Climate	VR	social	enterprise
April	Allderdice	and	Michael	Totten,	Climate	VR	social	enterprise
4. Implement tactics (all actions can be done through
social media, turning your network into a tool for
change)
Initiative: Support California 100% Renewable
Portfolio Standard by 2045 SB584
Share SignDonate Email
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0
20
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15
0
1
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April	Allderdice	and	Michael	Totten,	Climate	VR	social	enterprise
5. View your plan (Random no more: Here is
an optimized approach, in synch with global
efforts)
Initiatives	score:	700	 Cumulative	impact	score:	
1500	
Team	standing	24	hr	delta:								
240	
US	federal	Price	
on	Carbon	
CI	conserve	Amazon	
Paris	Accord	Targets	
met	
US	building	energy	
code	increased	
standard	
China	Coal	replaced	
by	2030	
US	States	join	Paris	Accord	
Sierra	Club	End	of	
Coal	
Stop	Lamu	Coal	Plant	
in	Kenya	
India	switch	to	
electric	vehicles	by	
2030		
HB	1646	-	2017-18	WA	
carbon	tax	
CI	conserve	
Indonesia	forests	
Support	US	Electric	
Vehicle	Industry	
Require	LEED	
certification	in	US	
govt	buildings	
Oregon	Renewable	Energy	
Act	of	2007	(Senate	Bill	
838)	
WA	joins	United	
States	Climate	
Alliance	
China	RE	5	yr	plan	
$320	B	
Paris	Accord	Signed	
Climate Change Solution score
7000
Climate Change Current Level
950
Your
initiatives
April	Allderdice	and	Michael	Totten,	Climate	VR	social	enterprise
6. Track progress (A score updated on a daily
basis provides stickiness)
Initiatives	score:	700	 Cumulative	impact	score:	
1500	
Team	standing	24	hr	delta:								
240	
US	federal	Price	
on	Carbon	
CI	conserve	Indonesia	
Paris	Accord	Targets	
met	
US	building	energy	
code	increased	
standard	
China	Coal	replaced	
by	2030	
US	States	join	Paris	Accord	
Sierra	Club	End	of	
Coal	
Stop	Lamu	Coal	Plant	
in	Kenya	
India	switch	to	
electric	vehicles	by	
2030		
HB	1646	-	2017-18	WA	
carbon	tax	
CA	100%	Renewable	
PS	
Support	US	Electric	
Vehicle	Industry	
Require	LEED	
certification	in	US	
govt	buildings	
Oregon	Renewable	Energy	
Act	of	2007	(Senate	Bill	
838)	
WA	joins	United	
States	Climate	
Alliance	
China	RE	5	yr	plan	
$320	B	
Paris	Accord	Signed	
Climate Change Solution score
7000
Climate Change Last Level 950
Your
initiativ
es
Updated
initiatives
Climate Change Current Level
1020
April	Allderdice	and	Michael	Totten,	Climate	VR	social	enterprise
April	Allderdice	and	Michael	Totten,	Climate	VR	social	enterprise
8. Use AI to increase effectiveness
AI algorithms match players, tactics and initiatives with scores, and then prioritize the most
effective actions
Goal
°F
Team Initiative
Points
Impact
Points
Tactical
Efficienc
y
Initiative
Efficienc
y
Team
Efficienc
y
Planetee
rs
900 3000 60% 30% 90%
ASU 750 2500 50% 50% 85%
Stanford 700 1000 80% 20% 79%
You 500 800 70% 80% 75%
Wesleya
n
200 780 80% 50% 60%
Score Sheet
April	Allderdice	and	Michael	Totten,	Climate	VR	social	enterprise
April	Allderdice	and	Michael	Totten,	Climate	VR	social	enterprise
10. Immerse in the wonder of the planet
we can conserve
•  Time lapse of climate effects
•  Ted talks by climate luminaries
•  360 video of climate front lines
•  Peer-2-Peer (P2) creations
April	Allderdice	and	Michael	Totten,	Climate	VR	social	enterprise
Global	emissions	peak	by	2020,	
decline	to	zero	by	2040-2050	
BAU	-	Large	parts	of	planet	
uninhabitable,	recurring	
catastrophic	disasters
Earth	Scientist	Johan	Rockstrom,	co-developer	of	the	Planetary	Boundaries	initiative,	has	acutely	
emphasized	the	10,000-year	Holocene	epoch	is	the	only	period	in	planetary	history	providing	the	
climatic	stability	that	has	enabled	humanity	to	thrive.		Global	average	temperatures	have	
remained	within	±1°	Celsius.		By	comparison,	global	temperature	swings	in	the	previous	70,000	
years	ranged	at	times		±10°	Celsius	within	a	decade!	
https://www.youtube.com/watch?v=V9ETiSaxyfk		
Decisions	our	Generation	Make		
will	Impact	the	next	10,000	Years
THE	GREAT	ACCELERATION	is	now	driving	our	world	into	an	Hothouse	
Earth.	4°C	warming	even	with	Paris	Agreement	reductions,	triggering	
Tipping	Elements	that	accelerate	additional	multi-Gigaton	emission	
releases.		
https://www.youtube.com/watch?v=V9ETiSaxyfk		
Decisions	our	Generation	Make		
will	Impact	350	Generations!
84 The Anthropocene Review 2(1)
Figure 1. Trends from 1750 to 2010 in globally aggregated indicators for socio-economic development.
(1) Global population data according to the HYDE (History Database of the Global Environment, 2013)
GREAT	
ACCELERATION	
The	trajectory	of	the	Anthropocene:	The	
Great	Acceleration,	Will	Steffen,	Wendy	
Broadgate,	Lisa	Deutsch,	Owen	Gaffney	
and	Cornelia	Ludwig,	The	Anthropocene	
Review	2015,	Vol.	2(1)	81–98	.	
Super-Exponential	
Growth	Rates
Steffen et al. 87
Figure 3. Trends from 1750 to 2010 in indicators for the structure and functioning of the Earth System.
(1) Carbon dioxide from firn and ice core records (Law Dome, Antarctica) and Cape Grim, Australia
GREAT	
ACCELERATION	
The	trajectory	of	the	Anthropocene:	The	
Great	Acceleration,	Will	Steffen,	Wendy	
Broadgate,	Lisa	Deutsch,	Owen	Gaffney	
and	Cornelia	Ludwig,	The	Anthropocene	
Review	2015,	Vol.	2(1)	81–98	.	
Super-Exponential	
Growth	Rates
EXCEEDING	SAFE	PLANETARY	BOUNDARIES
Oil		
Wars	
cyber		
Wars	
Nuclear	Reactor	Disaster	-	$700	billion	poten9al	loss
US	Geological	Survey,	Volcanoes,	https://volcanoes.usgs.gov/hazards/gas/climate.php		
Humans	release	CO2	emissions	every	10	hours	equal	to	the	Mount	
Pinatubo	volcanic	eruption,	Philippines,	1991	
BAU	=	90,000	“eruptions”	in	21st	Century	
$3.3	Trillion	per	year	in	2050	global	warming	costs	to	
the	world	due	just	to	U.S.	emissions.
Externalities	–	Defined	as	“Private	Gain,	Public	Pain”	
COST	to	LIVES	JUST	IN	USA:		
	
62,000	U.S.	air	pollution	premature	
mortalities	per	year	today.	
	
$600	Billion	per	year	(2013	dollars)	in	
2050,	equal	to	3.6	%	of	2014	U.S.	Gross	
Domestic	Product	GDP.	
Lung	of	LA	Teenage	NONsmoker	in	
1970s;	Most	Big	Cities	of	the	
World	Today
The	Problem	from	Hell!	
Seizing	a	Burning	
Opportunity?	
POINTS	MADE:	
	
1.  93%	Probability	of	4°C	temperature	rise	BAU	w/in	80	years	(Caldeira)	
2.  Trigger	10	Tipping	Points	accelerating	higher	global	temperature	(Rockstrom)	
3.  WRONG	to	depend	on	Cost-Benefit	Analysis	(Weitzman)	
4.  CORRECT	to	rely	on	Climate	Catastrophic	Insurance	
5.  Current	global	Climate	investment	six-fold	lower	than	insurance	minimum	(Weitzman)	
6.  Current	global	Climate	investment	10-fold	lower	than	Sizzling	Opportunity	(Drawdown)	
7.  Climate	Defense	Insurance	and	Homeland	Securities	&	Bonds?	(Totten)	
8.  Giving	Pledgers	(Gates/Buffett	initiative)	Net	Worth	$800	billion	–	Source?
“Our	study	indicates	that	if	
emissions	follow	a	commonly-
used	business-as-usual	
scenario,	there	is	a	93%	chance	
that	global	warming	will	
exceed	4°C	by	the	end	of	this	
century.	Previous	studies	have	
put	this	likelihood	at	62%.”	
Ken	Caldeira	
Department	of	Global	Ecology,		
Carnegie	Institution	for	Science,	Stanford,	
Nature,	Dec.	7,	2017
Tipping	Elements:	Catastrophic	additions			
https://www.youtube.com/watch?v=V9ETiSaxyfk
Tipping	Elements:	Climate-triggered	Risk	
Thomas	S.	Lontzek,	Yongyang	Cai,	Kenneth	L.	Judd	and	Timothy	M.	Lenton		(2015)	Stochastic	integrated	assessment	of	climate	tipping	points	indicates	the	
need	for	strict	climate	policy,	Nature	Climate	Change,	Vol.	5,	May	2015,	www.nature.com/natureclimatechange
Weitzman,	Martin	L.	(2012)	GHG	targets	as	insurance	against	catastrophic	climate	damages.	Journal	of	Public	Economic	Theory	14(2):	221-244.	
http://nrs.harvard.edu/urn-3:HUL.InstRepos:11315435.			
Weitzman,	Martin	L.	(2011)	Fat-Tailed	Uncertainty	in	the	Economics	of	Catastrophic	Climate	Change,	Review	of	Environmental	Economics	and	Policy,	vol.	
5,	issue	2,	summer	2011,	pp.	275–292	doi:10.1093/reep/rer006		
Symposium:
Fat Tails and the Economics of Climate Change
Fat-Tailed Uncertainty in the
Economics of Catastrophic Climate
Change
Martin L. Weitzman*
Introduction
I believe that the most striking feature of the economics of climate change is that its extreme
downside is nonnegligible. Deep structural uncertainty about the unknown unknowns of
what might go very wrong is coupled with essentially unlimited downside liability on possible
planetary damages. This is a recipe for producing what are called ‘‘fat tails’’ in the extremes of
critical probability distributions. There is a race being run in the extreme tail between how
rapidly probabilities are declining and how rapidly damages are increasing. Who wins this
race, and by how much, depends on how fat (with probability mass) the extreme tails are. It is
difficult to judge how fat the tail of catastrophic climate change might be because it represents
events that are very far outside the realm of ordinary experience.
In this article, which is part of a symposium on Fat Tails and the Economics of Climate
Change, I address some criticisms that have been leveled at previous work of mine on fat
tails and the so-called ‘‘dismal theorem.’’1
At first, I was inclined to debate some of the critics
and their criticisms more directly. But, on second thought, I found myself anxious not to be
drawn into being too defensive and having the main focus be on technical details. Instead, I
am more keen here to emphasize anew and in fresh language the substantive concepts that, I
think, may be more obscured than enlightened by a debate centered on technicalities. I am
far more committed to the simple basic ideas that underlie my approach to fat-tailed un-
certainty and the economics of catastrophic climate change than I am to the particular
*Department of Economics, Harvard University; e-mail: mweitzman@harvard.edu
Without blaming them for the remaining deficiencies in this article, I am extremely grateful for the con-
structive comments on an earlier version by James Annan, Daniel Cole, Stephen DeCanio, Baruch Fischoff,
Don Fullerton, John Harte, William Hogan, Matthew Kahn, David Kelly, Michael Oppenheimer, Robert
Pindyck, Joseph Romm, and Richard Tol.
1
This symposium also includes articles by Nordhaus (2011) and Pindyck (2011). The ‘‘dismal theorem,’’
introduced in Weitzman (2009a), will be discussed later in this article.
Review of Environmental Economics and Policy, volume 5, issue 2, summer 2011, pp. 275–292
doi:10.1093/reep/rer006
Ó The Author 2011. Published by Oxford University Press on behalf of the Association of Environmental and Resource
Economists. All rights reserved. For permissions, please email: journals.permissions@oup.com
275
atHarvardUniversityonOctober14,2011reep.oxfordjournals.orgDownloadedfrom
Harvard	Economics	Professor		
Martin	Weitzman	at	COP23		 The	Problem	from	Hell	
"rough	comparisons	could	perhaps	be	made	with	the	
potentially-huge	payoffs,	small	probabilities,	and	significant	
costs	involved	in	countering	terrorism,	building	anti-ballistic	
missile	shields,	or	neutralizing	hostile	dictatorships	possibly	
harboring	weapons	of	mass	destruction...A	crude	natural	metric	
for	calibrating	cost	estimates	of	climate-change	environmental-
insurance	policies	might	be	that	the	U.S.	already	spends	
approximately	3%	of	national	income	on	the	cost	of	a	clean	
environment.”		
Cost-Benefit	Analyses	–	WRONG!!!	
Catastrophe	Insurance	–	CORRECT!!
Close	scrutiny	of	Paris	
Agreement	finds	the	
scenarios	consistent	with	
2∘C	rely	on	BECCS	to	
deliver	roughly	10	GtCO2	
annually	by	2100	(i.e.,	
about	20%	of	2017	CO2	
emissions).	
	
	Given	the	oceans	currently	
remove	about	10	GtCO2	
the	expectation	is	that	
BECCS	can	establish	an	
additional	carbon	sink	on	
the	order	of	magnitude	of	
the	world’s	oceans!		
There	are	severe	ecological	limits	
to	BECCS	expansion,	in	addition	to	
real	serious	trade-offs	with	other	
competing	needs	(food,	fiber,	
feed).			
	
Growing	high-yield	perennial	
crops	like	Switchgrass	to	annually	
remove	JUST	one	GtCO2	would	
consume	up	to	1	billion	hectares	
of	farmland.		
	
This	is	25	times	greater	than	U.S.	
area	currently	under	corn	
production	–	AND	25%	of	THE	
WORLD’S	TOTAL	ARABLE	LAND	
AREA.	
	
NET?	Negative	Emission	Technologies	
JUST	one	GtCO2		
would	require	20	
millions	tons	of	
nitrogen,	equal	to	
1/5th	of	total	global	
fertilizer	nitrogen	
production.	
	
Consume	4	Trillion	m3	
of	water	per	year,	
equal	to	roughly	total	
annual	global	water	
extraction	for	all	uses!	
	
	
		
Smith,	L.	J.	and	M.S.Torn	(2013)	Ecological	limits	to	terrestrial	biological	CO2	removal,	Climatic	Change	118(1):89-103.
A	3%	climate	catastrophic	insurance	annual	premium	suggests	
a	global	funding	level	of	$2.5	trillion/yr	given	a	world	GDP	of	
$75	trillion,	and	$0.55	trillion/yr	in	USA.
• Coal	production	is	dominated	by	China,	Russia,	Poland,	Ukraine,	and	North	Korea	and	other	national	coal	
producers	(for	which	we	are	developing	company	historic	production	data);	their	coal	production	resulted	
in	emissions	totaling	264	GtCO2e;	
• Twenty-nine	investor-owned	and	state-owned	coal	producers	lead	to	the	emission	of	94	GtCO2,	or	one-
eighth	of	all	fossil	fuel	emissions	since	1988;	
• Half	of	all	industrial	emissions	of	carbon	dioxide	since	the	dawn	of	the	fossil	fuel	era	have	been	emitted	
since	1988.	
Operational	and	product	GHG	emissions	of	100	active	fossil	fuel	producing	entities,	1988-2015	
	
CDP	
clusions:	
	
• Coal	production	is	dominated	by	China,	Russia,	Poland,	Ukraine,	and	No
producers	(for	which	we	are	developing	company	historic	production	d
in	emissions	totaling	264	GtCO2e;	
• Twenty-nine	investor-owned	and	state-owned	coal	producers	lead	to	th
eighth	of	all	fossil	fuel	emissions	since	1988;	
• Half	of	all	industrial	emissions	of	carbon	dioxide	since	the	dawn	of	the	f
since	1988.	
Carbon	Majors:	100	producers	the	source	of	71%	of	emissions	1988-2015	
Global	Carbon	Tax	of	$28	per	ton	CO2e	on	100	largest	
emitters	would	raise	Drawdown’s	estimated	$27	trillion	
net	additional	investment	needs
$
Making Smarter & Integrated Sectors
Grids+Vehicles+Buildings+Industries
The Next Industrial Revolution
40-Year Jobs Created
Number of jobs where a person
is employed for 40 consecutive years
Operation jobs:
Construction jobs:
=10,000
21,119
49,417
Using WWS electricity for everything, instead of burning fuel, and
improving energy efficiency means you need much less energy.
-40%
Current demand Wind, Water, Solar
VISIT THESOLUTIONSPROJECT.ORG
TO LEARN MORE AND 100.ORG TO JOIN THE MOVEMENT
Data from Stanford University - For more information, visit
http://go100.me/50StateTargets
FOLLOW US ON 100isNow SolutionsProj
http://thesolutionsproject.org/		
Maximizing	Electrification	of	all	Energy	Services
Electric	Cars	+	Batteries	
Photo	by	M.Z.	Jacobson	
Stanford	Professor	Mark	Jacobson’s		
Zero	emission	100%	Solar+	Storage	home	&	EVs
Rooftop	Solar	Plus	Battery	Storage	
Photo	by	M.Z.	Jacobson	
Stanford	Professor	Mark	Jacobson’s	home
100% IN 139 COUNTRIES
Transition to 100% wind, water, and solar (WWS) for all purposes
(electricity, transportation, heating/cooling, industry)
Residential
rooftop solar
14.89%
Solar plant
21.36%
Concentrated
solar plant
9.72%
Onshore wind
23.52%
Offshore wind
13.62%
Commercial/govt
rooftop solar
11.58%
Wave energy
0.58%
Geothermal energy
0.67%
Hydroelectric
4%
Tidal turbine
0.06%
2050
PROJECTED
ENERGY MIX
Using WWS electricity for everything, instead of burning fuel, and
JOBS CREATED 52 MILLION
JOBS LOST 27.7 MILLION
ndent change in U.S. end-use power demand for all purposes (electricity, transportation, heating/cooling, and indu
els and WWS generators based on the state roadmaps proposed here. Total power demand decreases upon convers
ectricity over combustion and end-use energy efficiency measures. The percentages on the horizontal date ax
S that has occurred by that year. The percentages next to each WWS source are the final estimated penetration o
in 2050 indicates that 100% of all-purpose power is provided by WWS technologies by 2050, and the power deman
rkart, personal communication.
mental Science
1	
TW	
Eff	
.8	TW	
.7	TW	
Jacobson,Mark	Z.,	Mark	A.	Delucchi,	Guillaume	Bazouin,	Zack	A.	F.	Bauer,	Christa	C.	Heavey,	Emma	Fisher,	Sean	B.	Morris,	Diniana	J.	Y.	Piekutowski,	Taylor	
A.	Vencill	and	Tim	W.	Yeskoo	(2015)	100%	clean	and	renewable	wind,	water,	and	sunlight	(WWS)	all-sector	energy	roadmaps	for	the	50	United	States,	
Energy	and	Environmetal	Science,	8:2093—2117,	Royal	Society	of	Chemistry,	https://web.stanford.edu/group/efmh/jacobson/Articles/I/USStatesWWS.pdf		
100	%		Efficiency,	Solar	&	Wind	Electrification	
of	USA
100% COLORADO
Transition to 100% wind, water, and solar (WWS) for all purposes
(electricity, transportation, heating/cooling, industry)
Residential rooftop PV
4.2%
Solar PV plants
17.6%
CSP plants
15%
Onshore wind
55%
Offshore wind
0%
Commercial/govt
rooftop PV
4%
Wave devices
0%
Geothermal
3%
Hydroelectric
1.2%
Tidal turbines
0%
2050
PROJECTED
ENERGY MIX
40-Year Jobs Created
Number of jobs where a person
is employed for 40 consecutive years
Operation jobs:
Construction jobs:
=10,000
21,119
49,417
Using WWS electricity for everything, instead of burning fuel, and
100% COLORADO
P
Transition to 100% wind, water, and solar (WWS) for all purposes
(electricity, transportation, heating/cooling, industry)
Avoided Mortality and Illness Costs Percentage of Colorado Land Needed for
All New WWS Generators
Future Energy Costs 2050 Money in Your Pocket
Avoided health costs per year:
1% of State GDP
Air pollution deaths avoided every year: 699
$7.4B
=100
Plan pays for itself in as little as 2 years from air pollution and climate
cost savings alone
1.4%Spacing area
0.21%Footprint area
BAU (Business as usual) WWS (Wind, water, solar)
Annual energy, health, and climate cost savings per person
in 2050: $9,303
= $2,000
http://thesolutionsproject.org/
VISIT THESOLUTIONSPROJECT.ORG
TO LEARN MORE AND 100.ORG TO JOIN THE MOVEMENT
Data from Stanford University - For more information, visit
http://go100.me/50StateTargets
P
Future Energy Costs 2050 Money in Your Pocket
Air pollution deaths avoided every year: 699
=100
Plan pays for itself in as little as 2 years from air pollution and climate
cost savings alone
BAU (Business as usual) WWS (Wind, water, solar)
U.S. average fossil-fuel energy costs*
9.9 c/kWh
StateaverageWWS
electricitycosts
8.5 c/kWh
*Health and climate external costs of fossil fuels are another 5.7c/kWh
Annual energy, health, and climate cost savings per person
in 2050: $9,303
Annual energy cost savings per person in 2050: $312
= $2,000
100% COLORADO
Transition to 100% wind, water, and solar (WWS) for all purposes
(electricity, transportation, heating/cooling, industry)
Residential rooftop PV
4.2%
Solar PV plants
17.6%
CSP plants
15%
Onshore wind
55%
Offshore wind
0%
Commercial/govt
rooftop PV
4%
Wave devices
0%
Geothermal
3%
Hydroelectric
1.2%
Tidal turbines
0%
2050
PROJECTED
ENERGY MIX
40-Year Jobs Created
Number of jobs where a person
is employed for 40 consecutive years
Operation jobs:
Construction jobs:
=10,000
21,119
49,417
Using WWS electricity for everything, instead of burning fuel, and
improving energy efficiency means you need much less energy.
-40%
Current demand Wind, Water, Solar
http://thesolutionsproject.org/
24
Table Captions and Tables
e 1. BAU and WWS end-use energy use by sector and town or city. First line of each town or city:
mated 2050 total annually-averaged end-use load (GW) and percent of the total load by sector if
entional fossil fuel, nuclear, and biofuel use continue from today to 2050 under a BAU trajectory. Second
of each town or city: estimated 2050 total end-use load (GW) and percent of total load by sector if 100%
AU end-use all-purpose delivered load in 2050 is instead provided by WWS. The last four columns show
ercent reductions in total 2050 BAU load due to switching from BAU to WWS, including the effects of
nergy use reduction due to the higher work-to-energy ratio of electricity over combustion, (b) eliminating
gy use for the upstream mining, transporting, and/or refining of coal, oil, gas, biofuels, bioenergy, and
um, and (c) policy-driven increases in end-use efficiency and demand reduction beyond those in the BAU
Scen-
ario
2050
Total
end-use
load
(GW)
Resid-
ential
percent
of total
end-use
load
Com-
mercial
per-cent
of total
end-use
load
Indus-
trial per-
cent of
total
end-use
load
Trans-
port
per-cent
of total
end-use
load
(a)
Percent
change in
end-use load
w/WWS due
to higher
work:
energy ratio
(b)
Percent
change in
end-use load
w/WWS due
to eliminating
energy in
mining,
transporting,
refining
(c)
Percent
change
in end-
use load
w/WWS
due to
efficienc
y beyond
BAU
Overall
percent
change
in end-
use load
with
WWS
BAU 1.610 17.9 19.6 23.9 38.7
WWS 0.847 25.3 32.3 20.7 21.6 -31.1 -11.2 -5.1 -47.4
BAU 1.232 22.1 28.8 12.5 36.6
WWS 0.651 29.1 44.2 9.3 17.4 -22.6 -9.4 -15.1 -47.2
BAU 6.763 8.3 5.7 66.1 19.9
WWS 3.705 10.7 10.2 70.2 8.8 -26.0 -17.9 -1.4 -45.2
BAU 20.890 18.0 14.6 35.2 32.1
WWS 9.513 25.4 28.1 28.2 18.3 -24.4 -18.0 -12.1 -54.5
BAU 3.021 17.5 14.4 37.5 30.7
WWS 1.450 24.5 26.0 32.8 16.7 -24.7 -16.3 -11.0 -52.0
BAU 2.151 7.7 6.4 59.9 26.1
WWS 0.710 17.7 16.7 45.5 20.1 -17.4 -34.0 -15.6 -67.0
BAU 5.437 19.1 13.0 32.2 35.7
WWS 2.955 28.2 22.7 31.5 17.6 -28.4 -13.2 -4.0 -45.6
BAU 3.953 22.7 24.1 10.9 42.2
WWS 2.107 29.5 39.2 8.4 22.9 -29.7 -6.9 -10.1 -46.7
BAU 37.462 7.7 6.4 59.9 26.1
WWS 12.370 17.7 16.7 45.5 20.1 -17.4 -34.0 -15.6 -67.0
BAU 22.093 10.7 15.4 28.8 45.1
WWS 11.239 19.6 27.5 25.2 27.7 -36.8 -11.9 -0.4 -49.1
BAU 16.830 10.2 10.2 42.6 37.0
WWS 7.325 17.6 18.9 41.9 21.5 -25.6 -11.9 -19.0 -56.5
BAU 2.236 17.6 18.5 16.2 47.6
DENVER	2050	Prosperous	Opportunity	
	100	percent	Water,	Wind	&	Solar	Energy	System	
op areas suitable for PV panels, potential nameplate capacities of suitable rooftop areas, and
plate capacities for both residential and commercial/government buildings by town or city.
Residential rooftop PV Commercial/government rooftop PV
Rooftop
area
suitable
for PV in
2012
(km2
)
Potential
nameplate
capacity of
suitable
area in
2050
(MWdc-peak)
Proposed
nameplate
capacity
in 2050
(MWdc-
peak)
Percent
of
potential
capacity
to be
installed
Rooftop
area
suitable
for PV
in 2012
(km2
)
Potential
nameplate
capacity of
suitable area
in 2050
(MWdc-peak)
Proposed
nameplate
capacity in
2050
(MWdc-peak)
Percent
of
potential
capacity
to be
installed
2.39 472 277 59 1.78 358 224 63
5.27 642 95 15 4.30 540 81 15
18.88 3,055 1,125 37 13.29 2,194 1,009 46
14.62 2,165 1,875 87 13.91 2,108 1,711 81
5.19 752 631 84 4.48 665 548 82
1.28 373 316 85 1.04 303 248 82
7.16 1,641 1,295 79 5.95 1,384 1,086 78
6.81 1,301 744 57 5.52 1,073 593 55
24
transporting,
refining
y beyond
BAU
BAU 1.610 17.9 19.6 23.9 38.7
WWS 0.847 25.3 32.3 20.7 21.6 -31.1 -11.2 -5.1 -47.4
BAU 1.232 22.1 28.8 12.5 36.6
WWS 0.651 29.1 44.2 9.3 17.4 -22.6 -9.4 -15.1 -47.2
BAU 6.763 8.3 5.7 66.1 19.9
WWS 3.705 10.7 10.2 70.2 8.8 -26.0 -17.9 -1.4 -45.2
BAU 20.890 18.0 14.6 35.2 32.1
WWS 9.513 25.4 28.1 28.2 18.3 -24.4 -18.0 -12.1 -54.5
BAU 3.021 17.5 14.4 37.5 30.7
WWS 1.450 24.5 26.0 32.8 16.7 -24.7 -16.3 -11.0 -52.0
BAU 2.151 7.7 6.4 59.9 26.1
WWS 0.710 17.7 16.7 45.5 20.1 -17.4 -34.0 -15.6 -67.0
BAU 5.437 19.1 13.0 32.2 35.7
WWS 2.955 28.2 22.7 31.5 17.6 -28.4 -13.2 -4.0 -45.6
BAU 3.953 22.7 24.1 10.9 42.2
WWS 2.107 29.5 39.2 8.4 22.9 -29.7 -6.9 -10.1 -46.7
BAU 37.462 7.7 6.4 59.9 26.1
WWS 12.370 17.7 16.7 45.5 20.1 -17.4 -34.0 -15.6 -67.0
BAU 22.093 10.7 15.4 28.8 45.1
WWS 11.239 19.6 27.5 25.2 27.7 -36.8 -11.9 -0.4 -49.1
BAU 16.830 10.2 10.2 42.6 37.0
WWS 7.325 17.6 18.9 41.9 21.5 -25.6 -11.9 -19.0 -56.5
BAU 2.236 17.6 18.5 16.2 47.6
op areas suitable for PV panels, potential nameplate capacities of suitable rooftop areas, and
plate capacities for both residential and commercial/government buildings by town or city.
Residential rooftop PV Commercial/government rooftop PV
Rooftop
area
suitable
for PV in
2012
(km2
)
Potential
nameplate
capacity of
suitable
area in
2050
(MWdc-peak)
Proposed
nameplate
capacity
in 2050
(MWdc-
peak)
Percent
of
potential
capacity
to be
installed
Rooftop
area
suitable
for PV
in 2012
(km2
)
Potential
nameplate
capacity of
suitable area
in 2050
(MWdc-peak)
Proposed
nameplate
capacity in
2050
(MWdc-peak)
Percent
of
potential
capacity
to be
installed
2.39 472 277 59 1.78 358 224 63
5.27 642 95 15 4.30 540 81 15
18.88 3,055 1,125 37 13.29 2,194 1,009 46
14.62 2,165 1,875 87 13.91 2,108 1,711 81
5.19 752 631 84 4.48 665 548 82
1.28 373 316 85 1.04 303 248 82
7.16 1,641 1,295 79 5.95 1,384 1,086 78
6.81 1,301 744 57 5.52 1,073 593 55
50.82 14,781 5,831 39 41.00 12,014 4,575 38
38.66 9,564 7,576 79 25.38 6,364 4,853 76
68.63 19,960 8,736 44 55.36 16,223 7,834 48
6.94 2,603 1,442 55 4.49 1,688 1,012 60
6.26 979 726 74 5.08 811 521 64
40.78 4,970 2,577 52 33.31 4,180 2,133 51
Jacobson,	Mark	Z.,	Mary	A.	Cameron,	Eleanor	M.	Hennessy,	Ivalin	Petkov,	Clayton	B.	Meyer,	Tanvi	K.	Gambhir,	Amanda	T.	Maki,	Katherine	Pfleeger,	Hailey	Clonts,	Avery	L.	McEvoy,	
Matthew	L.	Miccioli,	Anna-Katharina	von	Krauland,	Rebecca	W.	Fang,	Mark	A.	Delucchi	(2018)	100%	Clean	and	Renewable	Wind,	Water,	and	Sunlight	(WWS)	All-	Sector	Energy	
Roadmaps	for	53	Towns	and	Cities	in	North	America,	January	13,	2018,	Stanford	University,	Atmosphere/Energy	Program,	Dept.	of	Civil	and	Env.	Engineering,	and	UC	Berkeley,	
Institute	of	Transportation	Studies.
DENVER	2050	Prosperous	Opportunity	
	100	percent	Water,	Wind	&	Solar	Energy	System	
alues of the levelized cost of energy (LCOE) for the BAU retail electricity sector in 2015 and
WS in all energy sectors (which are electrified) in 2050. The 2015 and 2050 values are used to
cost savings per person per year in each town or city due to switching from BAU to WWS in
ity sector only (see footnotes).
(a)
2015
LCOE of
BAU
elec-
tricity
(¢/kWh-
elec-
tricity)
(b)
2050
LCOE of
BAU
elec-
tricity
(¢/kWh-
elec-
tricity)
(c)
2050
LCOE of
WWS
(¢/kWh-
all-
energy)
(d)
Average
cost
savings in
BAU retail
electricity
sector in
town or
city due to
switching
to WWS
electricity
($/per-
son/yr)
(e)
2050
Average air
pollution
damage cost
savings to
town or city
due to
switching all
sectors in
city to WWS
($/person/yr)
(f)
2050
Average
climate cost
savings to
world due to
switching all
sectors in
town or city
to WWS
($/person/yr)
(g)
2050
Average
electricity +
town or city
health +
world climate
cost savings
due to
switching to
WWS
($/person/yr)
10.4 10.3 10.9 82 1,276 5,917 7,274
13.0 12.2 10.6 153 1,188 4,875 6,215
8.5 9.8 9.1 129 1,833 6,454 8,416
9.5 9.7 11.5 83 1,820 9,631 11,534
10.0 10.4 8.4 557 1,864 11,270 13,691
9.9 11.2 10.4 364 1,288 9,969 11,621
9.2 12.9 7.9 526 1,050 8,005 9,581
11.0 10.8 11.6 70 1,754 5,103 6,927
9.9 11.2 10.4 364 1,288 9,969 11,621
11.4 12.1 9.9 143 2,545 5,055 7,743
9.9 11.2 10.7 100 639 2,895 3,634
Jacobson,	Mark	Z.,	Mary	A.	Cameron,	Eleanor	M.	Hennessy,	Ivalin	Petkov,	Clayton	B.	Meyer,	Tanvi	K.	Gambhir,	Amanda	T.	Maki,	Katherine	Pfleeger,	Hailey	Clonts,	Avery	L.	McEvoy,	
Matthew	L.	Miccioli,	Anna-Katharina	von	Krauland,	Rebecca	W.	Fang,	Mark	A.	Delucchi	(2018)	100%	Clean	and	Renewable	Wind,	Water,	and	Sunlight	(WWS)	All-	Sector	Energy	
Roadmaps	for	53	Towns	and	Cities	in	North	America,	January	13,	2018,	Stanford	University,	Atmosphere/Energy	Program,	Dept.	of	Civil	and	Env.	Engineering,	and	UC	Berkeley,	
Institute	of	Transportation	Studies.	
ty sector only (see footnotes).
(a)
2015
LCOE of
BAU
elec-
tricity
(¢/kWh-
elec-
tricity)
(b)
2050
LCOE of
BAU
elec-
tricity
(¢/kWh-
elec-
tricity)
(c)
2050
LCOE of
WWS
(¢/kWh-
all-
energy)
(d)
Average
cost
savings in
BAU retail
electricity
sector in
town or
city due to
switching
to WWS
electricity
($/per-
son/yr)
(e)
2050
Average air
pollution
damage cost
savings to
town or city
due to
switching all
sectors in
city to WWS
($/person/yr)
(f)
2050
Average
climate cost
savings to
world due to
switching all
sectors in
town or city
to WWS
($/person/yr)
(g)
2050
Average
electricity +
town or city
health +
world climate
cost savings
due to
switching to
WWS
($/person/yr)
10.4 10.3 10.9 82 1,276 5,917 7,274
13.0 12.2 10.6 153 1,188 4,875 6,215
8.5 9.8 9.1 129 1,833 6,454 8,416
9.5 9.7 11.5 83 1,820 9,631 11,534
10.0 10.4 8.4 557 1,864 11,270 13,691
9.9 11.2 10.4 364 1,288 9,969 11,621
9.2 12.9 7.9 526 1,050 8,005 9,581
11.0 10.8 11.6 70 1,754 5,103 6,927
9.9 11.2 10.4 364 1,288 9,969 11,621
11.4 12.1 9.9 143 2,545 5,055 7,743
9.9 11.2 10.7 100 639 2,895 3,634
11.8 11.2 9.1 223 1,118 3,925 5,266
9.7 11.5 10.0 466 1,217 9,748 11,431
13.0 12.2 10.8 202 557 1,704 2,463
13.0 12.2 10.6 222 1,188 4,875 6,284
11.4 12.1 9.9 143 2,545 5,055 7,743
13.0 12.2 10.4 79 522 1,597 2,198
the annually averaged 2050 town- or city-specific all-purpose end-use WWS load (not
) in Table 1 to be met with the given electric power generator. All rows add up to 100%.
On-
shore
wind
Offshore
wind
Wave Geo-
thermal
Hydro-
electric
Tidal Res
PV
Com/
gov PV
Utility
PV
CSP
10.00 50.00 0.50 0.00 1.29 0.05 5.00 4.50 23.66 5.00
10.00 36.00 0.80 0.00 6.54 0.10 2.00 1.90 42.66 0.00
35.00 0.00 0.00 9.00 19.15 0.00 4.00 4.00 18.85 10.00
60.00 5.00 0.00 0.00 0.03 0.00 2.85 2.90 26.22 3.00
45.00 10.00 0.00 0.00 0.10 0.00 6.20 6.00 29.70 3.00
50.00 13.90 0.10 0.50 0.16 0.00 8.00 7.00 6.34 14.00
the annually averaged 2050 town- or city-specific all-purpose end-use WWS load (not
) in Table 1 to be met with the given electric power generator. All rows add up to 100%.
On-
shore
wind
Offshore
wind
Wave Geo-
thermal
Hydro-
electric
Tidal Res
PV
Com/
gov PV
Utility
PV
CSP
10.00 50.00 0.50 0.00 1.29 0.05 5.00 4.50 23.66 5.00
10.00 36.00 0.80 0.00 6.54 0.10 2.00 1.90 42.66 0.00
35.00 0.00 0.00 9.00 19.15 0.00 4.00 4.00 18.85 10.00
60.00 5.00 0.00 0.00 0.03 0.00 2.85 2.90 26.22 3.00
45.00 10.00 0.00 0.00 0.10 0.00 6.20 6.00 29.70 3.00
50.00 13.90 0.10 0.50 0.16 0.00 8.00 7.00 6.34 14.00
45.00 0.00 0.00 3.00 1.24 0.00 7.70 7.20 20.86 15.00
5.00 60.00 1.00 0.00 1.53 0.03 5.40 4.80 22.24 0.00
50.00 13.90 0.10 0.50 0.16 0.00 8.00 7.00 6.34 14.00
17.00 8.00 0.50 5.00 4.48 0.50 14.00 10.00 25.52 15.00
19.16 15.97 0.71 2.20 2.94 0.01 25.00 25.00 4.22 4.79
5.00 8.00 1.00 0.00 0.05 0.04 23.00 18.00 34.91 10.00
Amory	Lovins’	Zero	Emission,	Solar	powered,		
Energy	positive	home	and	EV,	Snowmass,	CO
RMI-LBNL-ERI	Reinventing	Fire	China	Roadmap
for recently closed plants, approximately 50% of the existing thermal fleet
may retire by 2030.
• Coal: The average retirement age of closed plants to date is 54 years,
but that age may decline given recent trends, in particular recent
pressure from low natural gas prices.
• Nuclear: Average retirement age for the US nuclear fleet is 45 years,
according to S&P Global projections. As with coal plants, low gas prices have
accelerated retirement pressure on nuclear plants in restructured markets.
THE ECONOMICS OF CLEAN ENERGY PORTFOL
OUN
TAIN
TUTE
The most recent “rush to gas” in the 1990s and 2000s resulted in
significant, relatively new gas capacity that can be expected to remain in
operation through 2030 and beyond, but there are many older plants tha
are still operating that are costly to run and are likely to retire soon.
FIGURE 2
EXISTING US THERMAL GENERATION CAPACITY RETIREMENT OUTLOOK
1,000
900
800
700
600
500
400
300
200
100
0
GW
Operating in 2016 Nuclear Coal
Expected retirements through 2030
Gas Operating in 2030
Coal
Natural Gas
Nuclear
EXISTING	US	THERMAL	GENERATION	CAPACITY	RETIREMENT	OUTLOOK	
Coal	
Natural	gas	
Nuclear	
Nuclear	
Natgas	
Coal	
Nuclear	
Coal	
Natgas	
Expected	retirement	through	2030	
Coal	
Natgas	
Operating	
in	2016	
Operating	
in	2030	
Dyson,	Mark,	Jamil	Farbes,	and	Alexander	Engel	(2008)	The	Economics	of	Clean	Energy	Portfolios:	How	Renewable	and	Distributed	Energy	Resources	
Are	Outcompeting	and	can	Strand	Investment	in	Natural	Gas-Fired	Generation.	Rocky	Mountain	Institute,	2018.	
https://www.rmi.org/insights/reports/economics-clean-energy-portfolios/		
How	U.S.	Renewable	&	Distributed	Energy	Resources	Are	
Outcompeting	and	can	Strand	$1	Trillion	Investment	in	
Natural	Gas-Fired	Generation	
EXECUTIVE SUMMARY
THE ECONOMICS OF CLEAN ENERGY PORTFOLIOS | 6
ROC
KY MOUN
TAIN
INSTITUTE
The current rush to gas in the US electricity system could
lock in $1 trillion of cost through 2030
The US power grid is the largest, most complicated, most expensive, and
likely the oldest continually operating machine in the world, but it is not aging
gracefully. The grid has fueled the US economy for over a century, but
requires significant reinvestment to maintain the same level of cost-effective,
reliable service for the next century. In particular, the fleet of thermal power
plants that convert fuel to electricity is aging, with over half of thermal capacity
more than 30 years old and expected to reach retirement age by 2030.
Recent advances in power plant technology and the currently low price of
natural gas mean that new natural gas-fired turbines are more efficient and
less costly to run than aging power plants. This has led to a “rush to gas,”
with utilities and independent power plant developers having announced
plans to invest over $110 billion in new gas-fired power plants through
2025. Extrapolating this trend to 2030 suggests that over $500 billion will
be required to replace all retiring power plants with new natural gas-fired
capacity. This will lock in another $480 billion in fuel costs and 5 billion tons
of CO2
emissions through 2030, and up to 16 billion tons through 2050.
50%of US thermal power plant capacity is
likely to retire by 2030
$520 BILLIONis required for natural gas-fired power
plants to replace retiring capacity
$480 BILLIONis required for fuel to run those power
plants through 2030
THE ECONOMICS OF CLEAN ENERGY PORTFOLIOS
MOUN
TAIN
TITUTE
The emerging cost-effectiveness of clean energy portfolios versus new gas
suggests a significant opportunity to offset a majority of planned spending
on new gas plants, and instead prioritize investments in renewables and
DERs, at a net cost savings on a present value basis. This investment
trajectory would unlock a market for renewables and DERs many times
larger than today’s, minimize risk to investors, enable net cost savings
FIGURE ES-3
MARKET OPPORTUNITY FOR CLEAN ENERGY PORTFOLIOS IN THE US, 2018–2030
$800
$700
$600
$500
$400
$300
$200
$100
$0
$billions(NPV)
Business-as-usual Gas plant CapEx Gas plant OpEx Renewables Distributed Energy
Resources
Total
Reduce gas generator costs Redirect capital
Reduce gas CapEx & OpEx
by $370 B
Invest $350 B in new
renewables and DERs
for American electricity customers, and reduce carbon emissions by 3.5
billion tons through 2030. This estimate excludes any value of DERs to the
distribution system beyond peak load reduction, any value of avoided fuel
price risk, and any cost on carbon emissions; including these factors could
increase the addressable market and savings potential significantly.
Total ~2-5%
cost savings
MARKET	OPPORTUNITY	FOR	CLEAN	ENERGY	PORTFOLIOS	
IN	THE	US,	2018–2030	
Business-
as-Usual	 Reduce	gas	generator	costs	 Redirect	capital	
Total	
2030	
Gas	plant	CapEx	 Gas	plant	OpEx	 Eff,	Solar	&	Wind	 Distributed	energy	
resources	
Dyson,	Mark,	Jamil	Farbes,	and	Alexander	Engel	(2008)	The	Economics	of	Clean	Energy	Portfolios:	How	Renewable	and	
Distributed	Energy	Resources	Are	Outcompeting	and	can	Strand	Investment	in	Natural	Gas-Fired	Generation.	Rocky	Mountain	
Institute,	2018.	https://www.rmi.org/insights/reports/economics-clean-energy-portfolios/
Accelerating EV growth and declining battery cost
Global EV sales are growing ~60% per year, while U.S. EV sales flatten, with battery price approaching or below $200/
EV sales, 2011–2016
0
160,000
320,000
480,000
640,000
800,000
2011 2012 2013 2014 2015 2016
North America Europe China Japan
Battery pack price, 2011–2016 (nominal $)
0
200
400
600
800
1,000
2011 2012 2013 2014 2015 2016
Sources: BNEF, EV-Volumes; Bolt: http://insideevs.com/gm-chevrolet-bolt-

for-2016-145kwh-cell-cost-volt-margin-improves-3500/
Chevrolet 2017 Bolt
$145/kWh
ility while saving money, oil, air, and climate. Global electric-vehicle (EV) sales grew
world sold in 2014, and launched 10x growth during 2015–20. Bloomberg expects E
ew frontier projects come onstream—then save 13 Mb/d by 2040 (9x ExxonMobil’s top
Disruptive	energy	futures,	Amory	B.	Lovins,	Cofounder	and	Chief	Scientist,	Rocky	Mountain	Institute,	Keynote,	
Wirth	Chair	Luncheon,	U	of	Colorado	Denver,	06	Oct	2017,	http://www.rmi.org		
Global	EV	sales	grew	60%	in	2015	and	42%	in	2016—	when	China	sold	more	EVs	than	the	
world	sold	in	2014,	and	launched	10x	growth	during	2015–20.
$100/ton	
CO2	
Disruptive	energy	futures,	Amory	B.	Lovins,	Cofounder	and	Chief	Scientist,	Rocky	Mountain	Institute,	Keynote,	
Wirth	Chair	Luncheon,	U	of	Colorado	Denver,	06	Oct	2017,	http://www.rmi.org
Modern	solar	&	wind	scale	up	in	a	fundamentally	different	way.	Traditionally,	giant	cathedral-like	
power	plants,	each	costing	billions	of	dollars	and	taking	many	years	to	license	and	build.	
	But	now	each	year,	with	roughly	comparable	capital,	a	factory	is	built	that	produces	each	year	
thereafter	enough	solar	cells	to	generate	each	year	thereafter	as	much	electricity	as	the	“cathedral”	
ultimately	will.	So	solar	output	worldwide	is	scaling	faster	than	cellphones.	In	2013,	China	added	
more	PV	capacity	than	the	US	had	done	cumulatively	in	the	previous	59	years.	In	2016,	China	added	
twice	that	much—three	soccer	fields	per	hour—including	11	GW	in	June	alone.	
Disruptive	energy	futures,	Amory	B.	Lovins,	Cofounder	and	Chief	Scientist,	Rocky	Mountain	Institute,	Keynote,	
Wirth	Chair	Luncheon,	U	of	Colorado	Denver,	06	Oct	2017,	http://www.rmi.org
Modern	solar	&	wind	scale	up	in	a	fundamentally	different	way.	Traditionally,	giant	cathedral-like	
power	plants,	each	costing	billions	of	dollars	and	taking	many	years	to	license	and	build.	
	But	now	each	year,	with	roughly	comparable	capital,	a	factory	is	built	that	produces	each	year	
thereafter	enough	solar	cells	to	generate	each	year	thereafter	as	much	electricity	as	the	“cathedral”	
ultimately	will.	So	solar	output	worldwide	is	scaling	faster	than	cellphones.	In	2013,	China	added	
more	PV	capacity	than	the	US	had	done	cumulatively	in	the	previous	59	years.	In	2016,	China	added	
twice	that	much—three	soccer	fields	per	hour—including	11	GW	in	June	alone.	
Disruptive	energy	futures,	Amory	B.	Lovins,	Cofounder	and	Chief	Scientist,	Rocky	Mountain	Institute,	Keynote,	
Wirth	Chair	Luncheon,	U	of	Colorado	Denver,	06	Oct	2017,	http://www.rmi.org
Tony	Seba,	http://tonyseba.com
Tony	Seba	&	James	Arbib,	RethinkX,	Disruptions,	Implications,	Choices	--	Rethinking	Transportation	2020-2030,	The	Disruption	of	Transportation	and	the	
Collapse	of	the	Internal-Combustion	Vehicle	and	Oil	Industries	,	May	2017,	http://www.rethinkx.com/		
CONVERGENCE		
Set	of	technologies	
converges	&	creates	
opportunities	for	
entrepreneurs	to	create	
disruptive	products	&	
	services.
ony Seba
Projected cost of Li-On Battery $/kWh
Assumption: 16% /year Technology Cost Curve
Copyright © 2016 Tony Seba
1. Electric Motor - 5X more Energy Efficient
Sources:ICE - DOE, EM Wikipedia, Image Sources: ICE - Tony Seba, Electric - BradMerritt.com
Internal
Combustion
Engine
Electric
Motor
Copyright © 2016 Tony Seba
2. EVs are 10X cheaper to charge/fuel
▸ It costs $15,000 to fill up a (gas) Jeep
Liberty over five years (Consumer Reports)
▸ An Electric Jeep Liberty would cost $1,565
in electricity
▸ Improvements in power electronics will
increase 10X
Assumptions:
12,000 miles/year
Tesla Roadster: 4.6 miles per kWh.
Ave retail electricity in the U.S.: 12 ¢/kWh
5 year-cost = (60,000 miles * 0.12 $/kWh) / 4.6 miles/kWh = $1,565.
Image Source: jeep.com
Sources: Consumer Reports, DOE, Clean Disruption
Copyright © 2016 Tony Seba
3. Maintenance - Gasoline Car:
2,000+ moving parts (1)
Image Source: © Todd McLellan Source: (1) Baron Funds
Copyright © 2016 Tony Seba
3. EVs: 100X fewer Moving Parts
ICE (Gas) Vehicle
2,000+ moving parts (1)
Electric Vehicle (EV)
18 moving parts (1)
▸ EVs 10X-100X cheaper to maintain!
▸ Tesla: Infinite Mile Warranty! (2)
Source: (1) Baron Funds, (2) Tesla Blog
Transmission,
driveshaft, clutch,
valves, differentials,
pistons, gears,
carburetors,
crankshafts...
Copyright © 2016 Tony Seba
EVs Shift the Price/Performance equation:
Disrupt the BASIS of COMPETITION
EVs: Porsche performance for Buick prices!
Car Image Sources: WikiMedia
Price
Performance
Low $
High $$$
Low High
Porsche 911
Carrera
Buick Enclave Tesla Model 3
Copyright © 2009-2016 by Tony Seba
Medium $$
Copyright © 2016 Tony Seba
CostofElectricVehicle
Disruption from Above:
Cost of EV with 200-mile (320 Km) range
ICE “Affordable
SUV": $35-$40K
Ave ICE Car
cost in US: $33K
Ave cost of Low-end
gas car in US: $22K
Assumptions:
4 miles/kWh,
50kWh batteries,
16% yearly improvement in
battery costs,
EV Costs = 3X cost of battery
Source: Clean Disruption
Clean Disruption Copyright ©
2001-2016 by Tony Seba
Autonomous	
Ride-hailing,	
Electric	
Vehicles
Figure 2. Consumer Choices: cost-per-mile analysis9
Sources: Authors’ calculations based on data from Edmunds, Kelley Blue Book, Your Mechanic, U.S. Department of
Energy, U.S. Department of Transportation, U.S. Bureau of Labor Statistics and uSwitch. See Appendix A for further
details on the methodology
Box 2: Cost of transport
choices
Based on our model, these are the costs-per-mile of
the choices that individual consumers will face as the
TaaS disruption unfolds. Consumers will face these
choices on day one (the disruption point):
Buy a new car
ê ICE: 65 cents (2021), rising to 78 cents10
(2030)
ê EV: 62 cents, falling to 61 cents
Use paid-off existing ICE vehicles
ê Operating cost only of ICE: 34 cents, falling to 31
cents
Use TaaS
ê TaaS: 16 cents, falling to 10 cents
ê TaaS Pool: 5 cents,11
falling to 3 cents
Annual savings per vehicle in 2021:
ê TaaS vs. driving paid-off existing ICE: $2,000
ê TaaS vs. new ICE: $5,600
Why is TaaS so cheap?
40% TaaS vehicle utilization, 10 times higher than IO vehicle utilization. Individually owned cars are used only 4% of the time. While there will be fewer cars,
Mobility	at	lower	personal	&	social	costs	
Tony	Seba	&	James	Arbib,	RethinkX,	Disruptions,	Implications,	Choices	--	Rethinking	Transportation	2020-2030,	The	Disruption	of	Transportation	and	
the	Collapse	of	the	Internal-Combustion	Vehicle	and	Oil	Industries	,	May	2017,	http://www.rethinkx.com/
Figure 7. Revenue distribution along the car value chain
Sources: Authors’ calculations based on data from Auto Rental, Edmunds, Kelley Blue Book, Ibis World, Statista, U.S. Bureau of Labor Statistics, U.S. Department of Energy, U.S. Energy Information
Administration and the Wall Street Journal
Vehicle fleet size will drop by over 80%, from 247 million vehicles in 2020
to 44 million in 2030. The major driver of a smaller total vehicle stock is
increased vehicle asset utilization (see Part I). Just 26 million vehicles will
deliver the 5.7 trillion passenger miles traveled via TaaS in the U.S. in 2030,
with the remaining 5% of miles attributed to 18 million legacy IO vehicles
(see Figure 8).
97 million ICE vehicles43
will be left stranded in 2030, representing the
surplus that will be in the vehicle stock as consumers move to TaaS. These
vehicles may eventually become entirely unsellable as used IO vehicle supply
ê New vehicle annual unit sales drop 70% by 2030, from 18 million in
2020 to 5.6 million in 2030 (see Figure 9). While the number of vehicles
in the overall stock drops by 80% over our timeframe, new vehicle sales
suffer a slightly lower decline. This is because each vehicle under TaaS is
travelling 10 times farther, and hence reaches its end of life more quickly.
Vehicles in the TaaS fleet are therefore on a faster replacement cycle (in
years) even though they have longer lifetimes (in miles).
ê New ICE vehicle sales44
are finished by 2024, just three years after the
regulatory approval and commercial availability of A-EV technology. In
Insurgents	vs.	Incumbents	
Hollowing	Out	Major	Industries	
Tony	Seba	&	James	Arbib,	RethinkX,	Disruptions,	Implications,	Choices	--	Rethinking	Transportation	2020-2030,	The	Disruption	of	Transportation	and	
the	Collapse	of	the	Internal-Combustion	Vehicle	and	Oil	Industries	,	May	2017,	http://www.rethinkx.com/
Extra	
Slides	if	
Extra	Time
SOLAR	&	WIND		
ELECTRIFICATON	
90%	Global	Total		
Energy	Services
Source: International Energy Agency, Energy Technology Perspectives, 2008, p. 366. The figure is based on National
Petroleum Council, 2007 after Craig, Cunningham and Saigo.
Oil
Gas
Uranium
Coal
ANNUAL Wind
Hydro
Photosynthesis
ANNUAL Solar Energy
Annual global energy consumption by humans
SOLAR PHOTONS
ACCRUED IN A MONTH
EXCEED    THE  EARTH’S  
FOSSIL FUEL RESERVES
1(
Nme(
use(
In the USA, cities and residences cover 56 million hectares.
Every kWh of current U.S. energy requirements can be met simply by
applying photovoltaics (PV) to 7% of existing urban area—
on roofs, parking lots, along highway walls, on sides of buildings, and
in dual-uses. Requires 93% less water than fossil fuels.
Experts  say  we  wouldn’t  have  to  appropriate  a  single  acre  of  new  
land to make PV our primary energy source!
15%'
that the turbine scaling and other improvements to turbine efficiency described in Chapter 4 have
more than overcome these headwinds to help drive PPA prices lower.
Source: Berkeley Lab
Figure 46. Generation-weighted average levelized wind PPA prices by PPA execution date and region
Figure 46 also shows trends in the generation-weighted average levelized PPA price over time
among four of the five regions broken out in Figure 30 (the Southeast region is omitted from
Figure 46 owing to its small sample size). Figures 45 and 46 both demonstrate that, based on our
data sample, PPA prices are generally low in the U.S. Interior, high in the West, and in the
middle in the Great Lakes and Northeast regions. The large Interior region, where much of U.S.
wind project development occurs, saw average levelized PPA prices of just $22/MWh in 2013.
U.S.'Wind'Power'LCOE'PPA'in'2013'2.5¢/kWh'
Global'Wind'Power'LCOE'in'2013'6.5¢/kWh''
Ryan(Wiser(&(Mark(Bollinger,(2013(Wind(Technologies(Market(Report,(Lawrence(Berkeley,(August(2014(
6¢/kWh(
2¢/kWh(
4¢/kWh(
LCOE=Levelized(Cost(of(Electricity( PPA=Power(Purchase(Agreement(
ndent change in U.S. end-use power demand for all purposes (electricity, transportation, heating/cooling, and ind
ls and WWS generators based on the state roadmaps proposed here. Total power demand decreases upon conver
ectricity over combustion and end-use energy efficiency measures. The percentages on the horizontal date a
that has occurred by that year. The percentages next to each WWS source are the final estimated penetration
mental Science
Jacobson,	Mark	and	Mark	Delucchi	et	al.,	100%	clean	and	renewable	wind,	water,	and	sunlight	(WWS)	all-sector	energy	roadmaps	for	the	50	United	
States,	Journal	of	Energy	&	Environmental	Science,	May	17,	2015,	Royal	Society	of	Chemistry,	
https://web.stanford.edu/group/efmh/jacobson/Articles/I/susenergy2030.html		
Jacobson-Delucchi	100%	WWS	Energy	System	by	2050
www.go100re.net	
http://100.org	
http://thesolutionsproject.org/
Mark	Jacobson,	Powering	Countries,	States,	and	the	World	With	Wind,	Water,	and	Sunlight,	AAAS	Annual	Meeting,	February	
15,	2014,	http://web.stanford.edu/group/efmh/jacobson/Articles/I/WWS-50-USState-plans.html		
Jacobson-Delucchi	100%	WWS	World
Mark	Jacobson,	Powering	Countries,	States,	and	the	World	With	Wind,	Water,	and	Sunlight,	AAAS	Annual	Meeting,	February	
15,	2014,	http://web.stanford.edu/group/efmh/jacobson/Articles/I/WWS-50-USState-plans.html		
Jacobson-Delucchi	100%	WWS	World
Mark	Jacobson,	Powering	Countries,	States,	and	the	World	With	Wind,	Water,	and	Sunlight,	AAAS	Annual	Meeting,	February	
15,	2014,	http://web.stanford.edu/group/efmh/jacobson/Articles/I/WWS-50-USState-plans.html		
Jacobson-Delucchi	100%	WWS	World
100% CALIFORNIA
Transition to 100% wind, water, and solar (WWS) for all purposes
(electricity, transportation, heating/cooling, industry)
Residential rooftop PV
7.5%
Solar PV plants
27%
CSP plants
15%
Onshore wind
25%
Offshore wind
10%
Commercial/govt
rooftop PV
5%
Wave devices
0.5%
Geothermal
5%
Hydroelectric
4.4%
Tidal turbines
0.5%
2050
PROJECTED
ENERGY MIX
40-Year Jobs Created
Number of jobs where a person
is employed for 40 consecutive years
Operation jobs:
Construction jobs:
=10,000
142,153
315,982
Using WWS electricity for everything, instead of burning fuel, and
improving energy efficiency means you need much less energy.
-44.3%
Current demand Wind, Water, Solar
VISIT THESOLUTIONSPROJECT.ORG
TO LEARN MORE AND 100.ORG TO JOIN THE MOVEMENT
Data from Stanford University - For more information, visit
http://go100.me/50StateTargets
FOLLOW US ON 100isNow SolutionsProj
100% CALIFORNIA
VISIT THESOLUTIONSPROJECT.ORG
TO LEARN MORE AND 100.ORG TO JOIN THE MOVEMENT
Data from Stanford University - For more information, visit
http://go100.me/50StateTargets
FOLLOW US ON 100isNow SolutionsProj
P
Transition to 100% wind, water, and solar (WWS) for all purposes
(electricity, transportation, heating/cooling, industry)
Avoided Mortality and Illness Costs Percentage of California Land Needed for
All New WWS Generators
Future Energy Costs 2050 Money in Your Pocket
Avoided health costs per year:
2.9% of State GDP
Air pollution deaths avoided every year: 12,528
$128B
=1000
Plan pays for itself in as little as 2.6 years from air pollution and climate
cost savings alone
2.61%Spacing area
0.64%Footprint area
BAU (Business as usual) WWS (Wind, water, solar)
U.S. average fossil-fuel energy costs*
10.73 c/kWh
StateaverageWWS
electricitycosts
9.7 c/kWh
*Health and climate external costs of fossil fuels are another 5.7c/kWh
Annual energy, health, and climate cost savings per person
in 2050: $7,395
Annual energy cost savings per person in 2050: $161
= $2,000
The	Solutions	Project,	http://thesolutionsproject.org/infographic/#ca
Mark	Jacobson,	Powering	Countries,	
States,	and	the	World	With	Wind,	Water,	
and	Sunlight,	AAAS	Annual	Meeting,	
February	15,	2014,	
http://web.stanford.edu/group/efmh/
jacobson/Articles/I/WWS-50-USState-
plans.html		
Jacobson-
Delucchi	100%	
WWS	
California
Mark	Jacobson,	Powering	Countries,	States,	and	the	World	With	Wind,	Water,	and	Sunlight,	AAAS	Annual	Meeting,	February	
15,	2014,	http://web.stanford.edu/group/efmh/jacobson/Articles/I/WWS-50-USState-plans.html		
Jacobson-Delucchi	100%	WWS	Calif.
Mark	Jacobson,	Powering	Countries,	States,	and	the	World	With	Wind,	Water,	and	Sunlight,	AAAS	Annual	Meeting,	February	
15,	2014,	http://web.stanford.edu/group/efmh/jacobson/Articles/I/WWS-50-USState-plans.html		
Jacobson-Delucchi	100%	WWS
Mark	Jacobson,	Powering	Countries,	States,	and	the	World	With	Wind,	Water,	and	Sunlight,	AAAS	Annual	Meeting,	February	
15,	2014,	http://web.stanford.edu/group/efmh/jacobson/Articles/I/WWS-50-USState-plans.html		
Jacobson-Delucchi	100%	WWS
Mark	Jacobson,	Powering	Countries,	States,	and	the	World	With	Wind,	Water,	and	Sunlight,	AAAS	Annual	Meeting,	February	
15,	2014,	http://web.stanford.edu/group/efmh/jacobson/Articles/I/WWS-50-USState-plans.html		
Jacobson-Delucchi	100%	WWS
Rapid, affordable energy transformation
possible, study says
25 January 2016
A high-resolution map based on NOAA weather data
showing one measure of wind energy potential across
the United States in 2012. Credit: Chris Clack/CIRES
Nature Climate Change.
Although improvements in wind and solar
generation have continued to ratchet down the cost
of producing renewable energy, these energy
resources are inherently intermittent. As a result,
utilities have invested in surplus generation
capacity to back up renewable energy generation
with natural gas-fired generators and other
reserves.
"In the future, they may not need to," said co-lead
author Christopher Clack, a physicist and
mathematician with the Cooperative Institute for
Research in Environmental Sciences at the
University of Colorado Boulder.
Since the sun is shining or winds are blowing
somewhere across the United States all of the time,
Global	Solar	PV	Installations	grew	35%	in	2015	
&	to	321	GW	by	end	of	2016	
http://www.greentechmedia.com/articles/read/gtm-research-global-solar-pv-installations-grew-34-in-2015?
utm_source=Solar&utm_medium=Newsletter&utm_campaign=GTMSolar		
Global	PV	Demand	2004-2020E
Energy	Payback	Time	(EPBT)	in	Years	for	
different	locations	and	technologies	
Solar	Potential	in	kWh/m²/yr	
Source:	Fraunhofer	FHI,	Energy	Payback	Time,	presentation	
slides,	and	photovolatic	report,	p.	30–32[11]		Table:	kWh/
m²/a	-	kilowatt-hours	per	square	metre	per	year,	as	Global	
Horizontal	Irradiation
. Res. Lett. 13 (2018) 054031
re 1. The duck curve (see definition in text). In the absence of interventions, the large-scale deployment of renewables targeted
alifornia will lead to significant challenges for the grid. These challenges are summarized with CAISO’s net load (duck curve)
asts. In March the energy demand is still low (air conditioning demand is low), but the amount of solar generation is already
ar to what is encountered in summer months.
4], into the existing power grid has been widely
sed. For a more thorough review of the lit-
e, see the supplementary materials available at
iop.org/ERL/13/054031/mmedia. In this study,
generating stations, which is often not cost effective,
or curtailment of renewable generation, which runs
counter to renewable energy goals.
2. Higheveningnet load,Pmax ,whenloadpeaksforthe
Coignard,	Jonathan	Samveg	Saxena,	Jeffery	Greenblatt	and	Dai	Wang	(2018)	Clean	vehicles	as	an	enabler	for	a	clean	electricity	grid,	
Environmental	Research	Letters,	13,	054031,	IOP	Publishing	Ltd,	https://doi.org/10.1088/1748-9326/aabe97
California’s	Duck	Curve		
By	2025	the	7	
GW/h	ramp	up	
need	will	be	
equal	to	35	
natural	gas	600	
MW	power	plants	
over	a	3	hour	
period	to	ramp	
from	0%	to	100%	
output.	
To	address	Duck	Curve,	California	PUC	issued	the	Storage	Mandate	in	2013	that	
targets	deployment	of	1.3	GW	of	stationary	storage	by	the	end	of	2024.
Ambitious	targets	like	Calif’s	to	decarbonize	transportation	
through	EV	expansion,	and	to	decarbonize	the	electricity	grid	
through	expansion	of	both	WWS	&	storage,	can	provide	
untapped	synergistic	opportunities.
Coignard,	Jonathan	Samveg	Saxena,	Jeffery	Greenblatt	and	Dai	Wang	(2018)	Clean	vehicles	as	an	enabler	for	a	clean	electricity	grid,	Environmental	Research	
Letters,	13,	054031,	IOP	Publishing	Ltd,	https://doi.org/10.1088/1748-9326/aabe97
Ducking	the	Curve	w/	lower	cost	V2G	EVs		
Calif.’s	Storage	Mandate	can	be	achieved	by	the	
ZEV	Mandate	(w/	controlled	charging).	The	
capital	investment	for	stationary	storage	can	
instead	be	redirected	to	further	accelerate	
deployment	of	EVs	with	V2G	integration,	and	
even	pay	EV	owners	when	their	vehicles	are	grid-
connected	with	controlled	charging.		
In	this	manner,	not	only	are	clean	
vehicles	an	enabler	for	a	clean	
electricity	grid	at	substantially	lower	
capital	investment,	but	the	avoided	
costs	of	supporting	renewables	with	
stationary	storage	can	be	used	to	
further	accelerate	the	deployment	of	
clean	vehicles.		
EV100
3
Load Net of Wind and Solar
Hours
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24
500
0
We include the following ten strategies:
Strategy 1: Target energy efficiency to the hours when load ramps up sharply;
Strategy 2: Orient fixed-axis solar panels to the west;
Strategy 3: Substitute solar thermal with a few hours storage in place of some projected
solar PV generation;
Strategy 4: Implement service standards allowing the grid operator to manage electric
water heating loads to shave peaks and optimize utilization of available resources;
Strategy 5: Require new large air conditioners to include two hours of thermal storage
capacity under grid operator control;
Strategy 6: Retire inflexible generating plants with high off-peak must-run requirements;
Strategy 7: Concentrate utility demand charges into the “ramping hours” to enable price-
induced changes in load;
Strategy 8: Deploy electrical energy storage in targeted locations, including electric
vehicle charging controls;
Strategy 9: Implement aggressive demand-response programs; and
Strategy 10: Use inter-regional power transactions to take advantage of diversity in loads
and resources.2
2
Teaching	the	Sitting	Duck	to	Fly	
Lazar,	Jim	(2017)	Teaching	a	Duck	to	Fly,	Regulatory	Assistance	Project,	http://www.raponline.org
Teaching	the	Sitting	Duck	to	Fly	
Lazar,	Jim	(2014)	Teaching	a	Duck	to	
Fly,	Regulatory	Assistance	Project,	
http://www.raponline.org		
Teaching the
“Duck” to Fly
Author
Jim Lazar
January 2014
that which would exist without the renewable resources, and also that the hour-to-hour
ramping requirements are smaller than would otherwise exist.
Thus, our modified post-renewable load is easier to serve than the actual load
projected to exist would have been without the addition of renewable resources. This
is desirable for almost any electric utility system, including those without significant
renewable energy deployment issues.
Figure 18
Post-Strategies Net Load Compared to Pre-Strategies Total Load
Initial Total Load
Initial Net Load
Post Strategies Net Load
Hours
MW
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24
4,000
3,500
3,000
2,500
2,000
1,500
1,000
500
0
Teaching the “Duck” To Fly
It’s evident that the net load (including solar and wind) after application of the ten
strategies is a much more uniform load to serve from dispatchable resources even with the
non-solar/wind resources than the load that was forecast for this period without solar and
wind. The peaks have been lowered, the troughs raised, and the utility has control over a
portion of the load to schedule when it can most economically charge water heaters, air
conditioners, and batteries. In essence, the effect of the ten strategies is to reduce both
peaking needs and ramping requirements. The statistics in Table 3 illustrate this.
The post-renewable and post-strategy load/resource balance would be much easier to
Table 3
Load Factor and Maximum Hourly Ramping Requirements
Total Load
Without
Renewables or
Strategies
Net Load
With Renewables
and Without
Strategies
Net Load
With Renewables
and With
Strategies
Load Factor 73.6% 63.6% 83.3%
Maximum Hourly Ramp 500 MW 550 350 MW
Total Difference Between
Highest and Lowest Hour 1800 MW 2000 MW 950 MW
Global	Wind	Power	Cumulative	Capacity	1996-2014	
60-fold		
increase	
Globally,	wind	installations	are	expected	to	reach	
963	GW	by	the	end	of	2025*	
http://cleantechnica.com/2015/09/22/chinas-wind-energy-capacity-triple-2020-globaldata/,	September	22nd,	2015	by	
Joshua	S	Hill			*
8 | Wind and Water Power Technologies Office eere.energy.gov
Revolution Now: The Future Arrives for Four Clean Energy
Technologies. DOE. September 2014 (in press)
The Progress of Wind Power in the United
States
• 4.6% of U.S. 2014 power
generation1
• 42% of all 2012 U.S. power capacity
additions, the highest of any
resource 2
• Wind capacity more than doubled
from 2008-2012 (average of 8.7
GW/year) 3
• 59 GW wind capacity added from
2005 to 2014 4
• 11 states with > 10% wind
generation in 2014: Colorado, Idaho,
Iowa, Kansas, Maine, Minnesota,
North Dakota, Oklahoma, Oregon,
South Dakota, and Texas 5
– Two states with >25% wind
generation in 2014: Iowa (30%)
and South Dakota (25%)
• Average of 73,000 U.S. jobs in
installation, manufacturing and
operations over 2010-2014 6
Key Facts
© 2015 Clean Edge, Inc. (www.cleanedge.com). This report, and the models and analysis contained herein, are the property of Clean Edge and may not
be reproduced, published, or summarized for distribution or incorporation into a report or other document without prior approval. GETTING TO 100
CHART 2: ANNUAL SOLAR AND WIND INSTALLATIONS,
2000-2014
Renewable energy’s growth in the United States has been equally dramatic. Ac-
cording to Clean Edge’s 2015 U.S. Clean Tech Leadership Index, which has tracked
clean-energy deployment in the states since 2010, a dozen states have roughly
doubled the percentage of electricity they receive from utility-scale renewable
sources over the past six years. And 11 states now receive more than 10% of their
in-state electricity generation from renewables. Three states – Iowa, South Dakota,
and Kansas – now receive more than 20% of their electricity from wind power
alone. California broke the 5% milestone for utility-scale solar PV generation in
2014, a first for any state.
While many factors have played a role in this growth,
the declining cost of renewable energy has arguably
been the most critical. In 2007, the global average cost of a solar
PV system spanning residential through utility-scale systems (in dollars per watt)
was $7.20. By 2014, that figure had fallen to $2.47 per watt according to Clean
Edge estimates, a decline of more than 65 percent in just seven years. Likewise,
in August 2015, the U.S. Department of Energy reported that power purchase
agreements (PPAs) for power produced in the wind-swept middle sections of the
country had fallen to as low as 2.24 cents per kilowatt-hour (kWh), down from 7
cents/kWh in 2009.
In a growing number of places, both wind and solar power are already cost-com-
petitive with fossil fuel-fired power plants, both in the U.S. and internationally – the
all-important tipping point known as grid parity. Numerous organizations including
the U.S. Energy Information Administration (EIA), the Intergovernmental Panel on
Climate Change (IPCC), and the financial advisory company Lazard, have published
recent figures showing a MWh of onshore wind power can be produced at least
0
10
20
30
40
50
60
2000 2001 2002 2003 2004 2005 200620072008 2009 2010 2011 2012 2013 2014
Wind CAGR: 20.59%
Solar PV CAGR: 42.83%
Wind Annual Installed Capacity (GW)
Solar PV Annual Installed Capacity (GW)
Source: Clean Edge research
rein, are the property of Clean Edge and may not
ent without prior approval. 5GETTING TO 100
why
m for
and
ex-
nual
r PV
.6%
xpe-
stry.
0.
ping
niza-
ural
nted
ind,
les
wer
ely
CHART 1: SOLAR PV AND WIND MARKET SIZE,
2000-2014 ($ BILLIONS)
$0
$50
$100
$150
$200
2000 2001 2002 2003200420052006 2007 200820092010 2011 2012 20132014
CAGR:27.60%
Wind
Solar
Source: Clean Edge research
Wind	CAGR:	20.7%	
Solar	PV	CAGR:	42.8%	
Compound	Annual	Growth	Rate	(CAGR)
https://charlieonenergy.wordpress.com/2015/12/07/solar-and-moores-law/,	December	7,	2015	/	charlieonenergy		
		
0
10
20
30
40
50
60
70
1 2 3 4 5 6 7 8 9 101112131415161718192021222324252627282930313233343536373839
HOW TO SUSTAIN DOUBLE DIGIT
SOLAR PV GLOBAL GROWTH?
TW
years
2012 2050
15% year growth
10% yr growth
20
4
Current Global Energy Consumption in TW-years
25% year growth
60
Rate dependent upon how fiercely, effectively, and unendingly fossil
fuel advocates are at deterring, delaying, derailing Solar PV
Ray Kurzweil and Larry Page, calculate solar PV growth achieving 8 doublings within the next several decades,
matching total global energy demand, prepared for National Academy of Engineers Workshop of Experts, 2008
2028	 2035
What’s the Size of the U.S. Wind Resource?
Authoritative Estimate: Developable wind resource is
13 times total U.S. electricity consumption
AWEA
Evolution of Wind Turbine Size
(Land Based)
Ed	DeMeo,	Governors’	Wind	&	Solar	Energy,	Coalition	Policy	Priorities	Workshop,	June	19,	2015,	
http://www.governorswindenergycoalition.org/?page_id=13502		
Evolution	of	Wind	Turbine	Size	(Land	Based)
https://www.ge.com/renewableenergy/wind-energy/turbines/haliade-x-offshore-turbine		
Haliade-X	120X	bigger	than	1985	turbine	&		
generating	30,000	X	more	electricity	per	year
Expanding from 0.28 TW
in 2012 to
1.2 TW by 2020 (20% per
year growth rate
2012-2020)
5 TW by 2030
(15%/year 2011-2030)
33 TW by 2050
(10%/yr from 2031-2050)
HOW TO SUSTAIN DOUBLE DIGIT
GLOBAL GROWTH OF RURAL- &
COASTAL-BASED WIND FARMS?
years
0
5
10
15
20
25
30
35
1 3 5 7 9 11 13 15 17 19 21 23 25 27 29 31 33 35 37 39
TW
2012 2050
1	million	5-MW	
6.6	million	5-MW	
400,000		3-MW	
~140,000		2-MW
$0 $50 $100 $150 $200 $250
windpower farm
non-wind farm
US Farm Revenues per hectare
govt. subsidy $0 $60
windpower royalty $200 $0
farm commodity revenues $50 $64
windpower farm non-wind farm
Williams, Robert, Nuclear and Alternative Energy Supply Options for an Environmentally Constrained World, April 9, 2001, http://www.nci.org/
Crop revenue Govt. subsidy
Wind profits
Wind Royalties – Sustainable source of
Rural Farm and Ranch Income
http://energy.gov/eere/articles/unlocking-our-nation-s-wind-potential		
New	map	shows	how	taller	wind	turbines	can	help	unlock	wind's	potential	in	all	50	states,	especially	
in	the	southeastern	U.S.
9
U.S. Lagging Other Countries in Wind As a
Percentage of Electricity Consumption
Note: Figure only includes the countries with the most installed wind
power capacity at the end of 2014
Best	Research	Photovoltaic	Cell	Efficiencies
Lab-efficiency	>	20	%	&	
2	%	share	overall	PV	
market	in	2013.	
Silicon	Solar	Cells	
Solar	cell	efficiencies	of	devices	using	these	materials	increased	
	from	3.8%	in	2009	to	21.0%	in	2015.	
Lab-efficiency	>	20	%	&	
2	%	share	overall	PV	
market	in	2013.	
Lab-efficiency	>	20	%	&	
2	%	share	overall	PV	
market	in	2013.
Crystal	structure	of	CH3NH3PbX3	
perovskites	(X=I,	Br	and/or	Cl).	The	
methylammonium	cation	(CH3NH3+)	is	
surrounded	by	PbX6	octahedra	
Perovskite	Solar	Cells	
Solar	cell	efficiencies	of	devices	using	these	materials	increased	
	from	3.8%	in	2009	to	21.0%	in	2015.
Lab-efficiency	>	20	%	&	2	%	share	overall	PV	
market	in	2013.	
Copper	Indium	Gallium	Selenide	solar	cell.	
Red	=	Cu,	Yellow	=	Se,	Blue	=	In/Ga	
Thin	Film	Solar	Cells	
Solar	cell	efficiencies	of	devices	using	these	materials	increased	
	from	3.8%	in	2009	to	21.0%	in	2015.	
5	percent	of	worldwide	PV	
production,	&	half		the	thin	film	
market.		FirstSolar	14	%	efficient	&	
price	below	60	cents	per	watt	
CIGS	 CdTe
Nuclear	Fission	Power	is	fueled	by	
concentrated	radioactive	atoms,	that	
then	need	permanent	storage	for	
millennia	
Solar	Fusion	(nuclear)	Power	
distributes	photons	that	excite	
electrons	in	semi-conductor	atoms
208,000 buildings
equivalent to
Empire State
Building are
planned for
construction
through 2030
HOW TO ACCELERATE INTEGRATED
DESIGN (& DEEP RENOVATION) IN
THE GLOBAL BUILDING SECTOR?Prior  to  2008,  the  Empire  State  Building’s
to most U.S. office buildings.
I. MOTIVATION
1) Prove or disprove the economic viabilit
retrofits.
source: Ed Mazria, Architecture 2030, ROADMAP TO ZERO EMISSIONS, June 4, 2014, submission to Durban Platform for Enhanced Action; citing and
Adapted from, Dobbs, Richard. Insights & Publications. 06-2012. http://www.mckinsey.com/insights/urbanization/
urban_world_cities_and_the_rise_of_the_consuming_class
Solar PV Charging stations Electric Bicycles/Scooters
Cost of owning and operating an e-bike is the lowest of all
personal motorized transportation in China.
120 million electric bicycles & scooters in China
$3 per gallon gasoline is equivalent to 36 cents per kWh –
twice as expensive as solar PV electricity
Source: Jonathan Weinert, Chaktan Ma, Chris Cherry, The Transition to Electric Bikes in China: History and Key Reasons
for Rapid Growth; Alan Durning, Three Trends that favor electric bikes, 12-20-10, www.grist.org/article/charging-up
Solar-charged Electric tricycles in Philippines
Electric-Powered Mobility Innovation Globally
Nearly 1/2 billion electric bikes, trikes, scooters by 2015
Women Barefoot Solar Engineers Worldwide
Evan Mills, GROCC Demonstration Project: Affordable, High-Performance Solar LED Lighting Pilot via the Millennium Villages Project, http://eetd.lbl.gov/emills
Of these 11 analyses, the median value of Net metering policies have been critical to the
Figure ES-1: Retail Electricity Rates and the Values of Solar Energy in 11 Cost-Benefit Analyses.
0.00
5.00
10.00
15.00
20.00
25.00
30.00
35.00
CentsperkWh
(U)—Studies written by, or commissioned by, utilities
(PUC)—Studies written by, or commissioned by, public utilities commissions
(O)—Studies written by, or commissioned by, non-utility organizations
Retail Electricity Rate
Value of Solar
Retail Electricity Rate
Value of Solar
Average	Retail	Residential	Electricity	Rates		
Compared	to	Values	of	Solar	in	11	Cost-Benefit	Analysis	
https://ilsr.org/solar-net-metering-a-subsidy-to-utilities/			John	Farrell,	June	25,	2015	
U	 U	 U	 O	 O	 PUC	 O	 O	 PUC	O	 O	
(U)—Studies	written	by,	or	
commissioned	by,	utilities	
	
(PUC)—Studies	written	by,	
or	commissioned	by,	public	
utilities	commissions	
	
(O)—Studies	written	by,	or	
commissioned	by,	non-utility	
organizations
Categories	of	Benefits	&	Costs	Included	in	Each	Value	of		
Solar	Energy	Cost-Benefit	Analysis*	
Solar Energy is Worth More Than the Benefits from Net Metering 15
ety, or did it only consider a limited number of direct
benefits to the grid and the utility?
The most basic way to value solar, and the most
common, is to calculate the avoided costs that result
from its expansion.29
In other words, what costs do
Value Provided by Solar Energy
Usually Exceeds Benefits from Net
Metering
Nearly all analyses that consider a full range of solar
energy benefits find that the value provided by
Table 2: Categories of Benefits and Costs Included in Each Solar Energy Cost-Benefit Analysis.*
Author
Costs of
Solar
Integration
Not
Specified
Avoided
Energy
Costs
Avoided
Capital and
Capacity
Investment
Reduced
Financial
Risks
Grid
Resiliency
Cost of
Environ-
mental
Compliance
Avoided
Greenhouse
Gas Emissions
Economic
Development
Total (cents
per kWh)
SAIC 3.56
Xcel 8.04
CPR (Austin) 10.70
CPR (Utah) 11.60
CPR (San
Antonio) 15.80
Synapse 16.90
Crossborder
Energy (AZ) 23.50
CPR (NJ) 28.10
Acadia 29.06
CPR (PA) 31.90
Maine PUC 33.60
*Colored cells represent categories that were included in the solar energy cost-benefit calculation*Colored	cells	represent	categories	included	in	the	solar	energy	cost-benefit	calculation	
SHINING	REWARDS,	The	Value	of	Rooftop	Solar	Power	for	Consumers	and	Society,	Lindsey	Hallock,	Frontier	Group	
Rob	Sargent,	Environment	America	Research	&	Policy	Center,	Summer	2015
A	Comparison	of	Cost-Benefit	Analyses	of	Solar	Energy	
by	Study	and	Category		
SHINING	REWARDS,	The	Value	of	Rooftop	Solar	Power	for	Consumers	and	Society,	Lindsey	Hallock,	Frontier	Group	
Rob	Sargent,	Environment	America	Research	&	Policy	Center,	Summer	2015		
Figure ES-2: A Comparison of Cost-Benefit Analyses of Solar Energy by Study and Category.
when evaluating programs that compen-
sate customers for the solar electricity they
provide to the grid.
policies, including multifamily homes or homes
without out sunny roofs, by implementing
virtual net metering programs.
-3
2
7
12
17
22
27
32
ValueofSolar(centsperkWh)
(U)—Studies written by, or commissioned by, utilities
(PUC)—Studies written by, or commissioned by, public utilities commissions
(O)—Studies written by, or commissioned by, non-utility organizations
*Lines indicate the value of solar energy as calculated in the analysis
Additional Environmental Benefits
Avoided Cost of Environmental Compliance
Grid Resiliency
Reduced Financial Risks and Electricity Prices
Avoided Capital and Capacity Investment
Avoided Energy Costs
Not Specified
Costs of Solar Integration
Luke	Mills,	Joseph	Byrne,	Clean	Energy	Investment:	Q4	2015	Factpack,	January	2016,	Bloomberg	New	Energy	Finance,		
Clean	energy	investments	in	2015		
hit	new	record	of	$329bn
and on-bill models have developed independently as a response to market demand.
Figure 2: Energy Efficiency Finance Models
Financing
Model
Energy Savings
Performance
Contract (ESPC)
Energy
Services
Agreement
(ESA)
Managed
Energy
Services
Agreement
(MESA)
Property Assessed
Clean Energy
(PACE)
On-Bill
Financing/
Repayment
(OBF/OBR)
Market
Penetration
High for MUSH;
low for
Commercial and
Industrial
Low Low Low Low
Target Market
Segment
MUSH,
Commercial,
and Industrial
MUSH,
Commercial,
and
Industrial
MUSH,
Commercial,
and
Industrial
Residential,
Commercial
Residential,
Commercial,
and
Industrial
Balance Sheet On or Off On or Off On or Off Undetermined On or Off
Typical
Project Size
Unlimited
$250,000 -
$10 million
$250,000 -
$10 million
$2,000 - $2.5
million
$5,000 -
$350,000
Allows for
Extensive
Retrofits
Yes Yes Yes Yes No
Repayment
Method
Energy savings
Energy
savings
Energy
savings
Property
assessments
Via utility
bill
Security/
Collateral
Depends on
financing (e.g.,
lease or debt)
Equipment Equipment Assessment Lien
Equipment;
Service
termination
Responsibility
for Utility Bills
ESCO or
Customer
Customer
MESA
provider
Customer Customer
This section describes each of these emerging models in brief and provides an assessment of the
advantages and disadvantages associated with each.
source: Innovations and Opportunities in Energy Efficiency Finance, White Paper, 2nd edition, May 2012, Wilson, Sonsini, Goodrich & Rosati
*MUSH= Municipalities, Universities, Schools & Hospitals
*
Totten 189 slides on Catalyzing Zero Emission Cities - presentation to Colorado Renewable Energy Society (CRES) local chapter 05-24-2018
Totten 189 slides on Catalyzing Zero Emission Cities - presentation to Colorado Renewable Energy Society (CRES) local chapter 05-24-2018
Totten 189 slides on Catalyzing Zero Emission Cities - presentation to Colorado Renewable Energy Society (CRES) local chapter 05-24-2018
Totten 189 slides on Catalyzing Zero Emission Cities - presentation to Colorado Renewable Energy Society (CRES) local chapter 05-24-2018
Totten 189 slides on Catalyzing Zero Emission Cities - presentation to Colorado Renewable Energy Society (CRES) local chapter 05-24-2018
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