SlideShare a Scribd company logo
1 of 33
Download to read offline
Hello	
  my	
  name	
  is	
  Krystle	
  Keese	
  and	
  my	
  thesis	
  explored	
  a	
  mul4func4onal	
  approach	
  to	
  
reconciling	
  renewable	
  energy	
  and	
  crucial	
  habitat	
  needs	
  in	
  Washington	
  States.	
  
1	
  
As	
  the	
  human	
  popula4on	
  con4nues	
  to	
  grow,	
  more	
  and	
  more	
  of	
  the	
  landscape	
  will	
  be	
  
required	
  to	
  meet	
  the	
  needs	
  and	
  wants	
  of	
  society.	
  However,	
  the	
  history	
  of	
  
anthropogenic	
  land	
  use	
  has	
  resulted	
  in	
  serious,	
  large,	
  nega4ve	
  impacts	
  to	
  Earth	
  
including	
  a	
  reduc4on	
  in	
  biodiversity	
  and	
  a	
  general	
  decline	
  in	
  ecological	
  health	
  as	
  well	
  
as	
  being	
  a	
  contribu4ng	
  factor	
  to	
  climate	
  change.	
  As	
  Natural	
  lands	
  have	
  become	
  
scarce	
  from	
  the	
  pressures	
  of	
  popula4on	
  growth	
  and	
  economic	
  development,	
  it	
  has	
  
never	
  been	
  more	
  important	
  to	
  balance	
  the	
  needs	
  of	
  society	
  and	
  the	
  environment	
  as	
  
it	
  is	
  today.	
  Two	
  ini4a4ves	
  that	
  work	
  toward	
  improving	
  the	
  human	
  interac4on	
  with	
  
the	
  environment	
  are	
  renewable	
  energy	
  development	
  and	
  habitat	
  conserva4on.	
  	
  
2	
  
Renewable	
  energy	
  is	
  an	
  important	
  climate	
  mi4ga4on	
  strategy	
  that	
  reduces	
  the	
  
amount	
  of	
  Green	
  House	
  Gas	
  emissions	
  from	
  the	
  burning	
  of	
  fossil	
  fuels.	
  Over	
  the	
  past	
  
decade,	
  Energy	
  produc4on	
  from	
  renewable	
  resources	
  has	
  increased	
  both	
  globally	
  
and	
  na4onally	
  with	
  the	
  most	
  growth	
  in	
  wind	
  and	
  solar	
  energy	
  technologies.	
  Despite	
  
contribu4ng	
  to	
  climate	
  mi4ga4on,	
  wind	
  and	
  solar	
  energy	
  produc4on	
  can	
  incur	
  
nega4ve	
  environmental	
  impacts	
  on	
  the	
  landscape.	
  In	
  short,	
  this	
  can	
  include	
  habitat	
  
loss,	
  habitat	
  fragmenta4on,	
  animal	
  mortality,	
  the	
  spread	
  of	
  invasive	
  species,	
  and	
  
animal	
  avoidance	
  of	
  facili4es.	
  	
  
	
  	
  
In	
  contrast,	
  habitat	
  conserva4on	
  restores	
  and	
  protects	
  important	
  habitats,	
  ecological	
  
services,	
  and	
  maintains	
  local	
  biodiversity	
  that	
  have	
  been	
  nega4vely	
  impacted	
  by	
  
human	
  development	
  and	
  land	
  change.	
  However,	
  conserva4on	
  management	
  has	
  been	
  
mainly	
  species	
  specific	
  and	
  within	
  a	
  local	
  context.	
  To	
  achieve	
  the	
  high	
  level	
  goals	
  of	
  
conserva4on	
  biology	
  a	
  broader	
  landscape-­‐level	
  perspec4ve	
  spanning	
  mul4ple	
  
landscapes,	
  ecosystems,	
  and	
  including	
  mul4ple	
  species	
  would	
  be	
  more	
  effec4ve.	
  	
  
3	
  
Both	
  of	
  these	
  ini4a4ves	
  have	
  clear	
  environmental	
  benefits	
  and	
  are	
  important	
  to	
  
improving	
  the	
  rela4onship	
  between	
  humans	
  and	
  the	
  environment.	
  However,	
  a	
  
problem	
  surfaces	
  when	
  there	
  is	
  a	
  conflict	
  in	
  land	
  use	
  priority	
  between	
  habitat	
  
conserva4on	
  and	
  renewable	
  energy	
  development	
  across	
  the	
  landscape.	
  
	
  	
  
Historically,	
  land	
  use	
  has	
  been	
  managed	
  from	
  a	
  single-­‐func4on	
  perspec4ve	
  giving	
  
land	
  management	
  priority	
  to	
  a	
  single	
  land	
  use.	
  However,	
  to	
  reduce	
  the	
  landscape	
  
conflict	
  between	
  these	
  two	
  ini4a4ves,	
  a	
  more	
  inclusive	
  approach	
  to	
  land	
  
management	
  is	
  required.	
  	
  
4	
  
Mul4func4onal	
  landscapes	
  and	
  energyscapes	
  are	
  designs	
  iden4fied	
  in	
  the	
  literature	
  
that	
  could	
  be	
  applied	
  in	
  an	
  aTempt	
  to	
  reduce	
  this	
  landscape	
  conflict.	
  Under	
  this	
  
landscape	
  design	
  the	
  priori4es	
  of	
  both	
  renewable	
  energy	
  development	
  and	
  habitat	
  
conserva4on	
  will	
  be	
  considered	
  from	
  a	
  more	
  expansive	
  landscape-­‐level	
  perspec4ve.	
  
This	
  process	
  will	
  iden4fy	
  opportuni4es	
  and	
  tradeoffs,	
  engage	
  the	
  various	
  land	
  use	
  
stakeholders,	
  and	
  op4mize	
  to	
  the	
  priori4es	
  of	
  both	
  in	
  the	
  resul4ng	
  landscape	
  design.	
  	
  
	
  	
  
While	
  this	
  seems	
  promising,	
  to	
  date	
  it	
  is	
  only	
  theore4cal	
  and	
  has	
  yet	
  to	
  be	
  put	
  into	
  
prac4ce	
  within	
  this	
  context.	
  However,	
  the	
  first	
  steps	
  to	
  moving	
  toward	
  this	
  type	
  of	
  
land	
  management,	
  is	
  to	
  gain	
  an	
  understanding	
  of	
  the	
  landscape-­‐level	
  interac4ons	
  
between	
  habitat	
  conserva4on	
  and	
  renewable	
  energy	
  development.	
  	
  
5	
  
This	
  led	
  me	
  to	
  my	
  main	
  research	
  ques4on	
  to	
  beTer	
  understand	
  “how	
  do	
  wind	
  and	
  
solar	
  energy	
  development	
  and	
  habitat	
  conserva4on	
  conflict	
  upon	
  the	
  landscape	
  in	
  
Washington	
  State?”	
  
	
  	
  
I	
  approached	
  this	
  research	
  within	
  a	
  pragma4c	
  worldview	
  perspec4ve	
  with	
  the	
  goal	
  to	
  
simply	
  explore	
  and	
  beTer	
  understand	
  this	
  environmental	
  problem.	
  The	
  findings	
  of	
  
this	
  research	
  represent	
  new	
  and	
  much	
  needed	
  informa4on	
  for	
  land	
  managers	
  as	
  they	
  
aTempt	
  to	
  iden4fy	
  and	
  respond	
  to	
  conflicts	
  between	
  these	
  beneficial	
  land	
  uses.	
  	
  
6	
  
To	
  conduct	
  this	
  research	
  Geographical	
  Informa4on	
  Systems	
  (GIS)	
  was	
  used	
  as	
  the	
  
method	
  of	
  analysis	
  including	
  basic	
  spa4al	
  analyses	
  and	
  an	
  analysis	
  of	
  local	
  
autocorrela4on	
  using	
  the	
  Local	
  Moran’s	
  I	
  sta4s4c.	
  	
  
	
  	
  
A	
  total	
  of	
  10	
  different	
  data	
  sources	
  were	
  applied	
  in	
  this	
  study,	
  however,	
  the	
  primary	
  
sources	
  include	
  the	
  wind	
  and	
  solar	
  energy	
  resource	
  datasets	
  from	
  the	
  Na4onal	
  
Renewable	
  Energy	
  Laboratory,	
  the	
  Crucial	
  Habitat	
  Assessment	
  data	
  recently	
  
published	
  by	
  the	
  western	
  governors’	
  associa4on,	
  and	
  the	
  Washington	
  Wildlife	
  
Habitats	
  data	
  from	
  the	
  Northwest	
  Habitat	
  Ins4tute.	
  	
  
7	
  
Of	
  par4cular	
  importance	
  is	
  the	
  crucial	
  habitat	
  assessment	
  data.	
  Crucial	
  habitat	
  is	
  a	
  
first	
  ever	
  landscape-­‐level	
  environmental	
  indicator	
  that	
  quan4fies	
  the	
  conserva4on	
  
value	
  of	
  the	
  land.	
  	
  
	
  	
  
This	
  indicator	
  was	
  derived	
  by	
  priori4zing	
  and	
  aggrega4ng	
  mul4ple	
  Washington	
  
conserva4on	
  objec4ves	
  according	
  to	
  3	
  primary	
  themes	
  across	
  the	
  state.	
  These	
  are	
  
habitat	
  for	
  species	
  of	
  concern,	
  habitat	
  for	
  species	
  of	
  economic	
  and	
  recrea4onal	
  
importance,	
  and	
  na4ve	
  unfragmented	
  habitat.	
  	
  
	
  	
  
In	
  general	
  it	
  is	
  understood	
  that	
  lands	
  with	
  the	
  highest	
  crucial	
  habitat	
  ranking	
  of	
  1	
  are	
  
considered	
  most	
  crucial	
  habitat	
  with	
  the	
  highest	
  conserva4on	
  value.	
  Lands	
  with	
  the	
  
lowest	
  crucial	
  habitat	
  ranking	
  of	
  6	
  are	
  considered	
  the	
  least	
  crucial	
  habitats	
  with	
  the	
  
lowest	
  conserva4on	
  value.	
  	
  
8	
  
To	
  address	
  the	
  main	
  research	
  ques4on,	
  the	
  landscape	
  conflict	
  between	
  renewable	
  
energy	
  development	
  and	
  habitat	
  conserva4on	
  was	
  explored	
  within	
  3	
  contexts:	
  
Exis4ng	
  Washington	
  Wind	
  farms,	
  suitable	
  wind	
  and	
  solar	
  energy	
  lands,	
  and	
  
Washington	
  habitats.	
  	
  
9	
  
Within	
  the	
  context	
  of	
  exis4ng	
  Washington	
  wind	
  farms,	
  I	
  specifically	
  wanted	
  to	
  
understand	
  how	
  crucial	
  habitat	
  in	
  these	
  lands	
  compared	
  to	
  crucial	
  habitat	
  statewide.	
  
This	
  would	
  inform	
  of	
  how	
  well	
  or	
  poorly	
  exis4ng	
  wind	
  farms	
  had	
  been	
  sited	
  according	
  
to	
  landscape	
  level	
  habitat	
  conserva4on	
  priori4es.	
  Overall,	
  I	
  found	
  that	
  the	
  crucial	
  
habitat	
  distribu4ons	
  in	
  these	
  two	
  landscapes	
  were	
  fairly	
  similar.	
  	
  
10	
  
However,	
  there	
  was	
  much	
  less	
  most	
  crucial	
  habitat	
  lands	
  in	
  exis4ng	
  wind	
  farm	
  
landscapes	
  than	
  what	
  is	
  observed	
  statewide.	
  This	
  means	
  that	
  in	
  general	
  exi4ng	
  
Washington	
  wind	
  farms	
  were	
  developed	
  in	
  areas	
  having	
  lower	
  priority	
  habitat	
  
conserva4on	
  concerns.	
  
11	
  
Within	
  the	
  context	
  of	
  suitable	
  wind	
  or	
  solar	
  development	
  lands,	
  two	
  subsidiary	
  
research	
  ques4ons	
  were	
  explored.	
  First,	
  I	
  again	
  wanted	
  to	
  understand	
  how	
  crucial	
  
habitat	
  in	
  these	
  landscapes	
  compared	
  to	
  crucial	
  habitat	
  statewide.	
  This	
  would	
  inform	
  
of	
  the	
  risk	
  of	
  landscape	
  conflict	
  for	
  future	
  wind	
  or	
  solar	
  energy	
  development.	
  
	
  	
  
Second,	
  I	
  wanted	
  to	
  understand	
  at	
  what	
  levels	
  of	
  crucial	
  habitat	
  could	
  renewable	
  
energy	
  development	
  be	
  restricted,	
  to	
  both	
  protect	
  habitat	
  quality	
  and	
  contribute	
  
substan4ally	
  to	
  future	
  energy	
  produc4on.	
  This	
  would	
  inform	
  of	
  the	
  opportunity	
  or	
  
challenge	
  of	
  op4mizing	
  the	
  land	
  use	
  between	
  these	
  two	
  ini4a4ves	
  in	
  the	
  future.	
  	
  
12	
  
To	
  begin	
  this	
  analysis,	
  I	
  first	
  had	
  to	
  iden4fy	
  suitable	
  wind	
  and	
  solar	
  energy	
  
development	
  lands	
  in	
  Washington.	
  Suitable	
  wind	
  energy	
  development	
  lands	
  are	
  
dispersed	
  in	
  small	
  patches	
  across	
  most	
  of	
  the	
  state	
  with	
  the	
  larger	
  con4guous	
  
landscapes	
  in	
  the	
  southeastern	
  part	
  of	
  Washington.	
  
13	
  
In	
  contrast,	
  suitable	
  solar	
  development	
  lands	
  are	
  located	
  in	
  the	
  Eastern	
  part	
  of	
  the	
  
State,	
  and	
  encompass	
  a	
  larger	
  area	
  of	
  landscape	
  that	
  what	
  is	
  observed	
  for	
  wind	
  
energy.	
  
14	
  
In	
  comparing	
  crucial	
  habitat	
  on	
  these	
  landscapes	
  and	
  statewide,	
  the	
  crucial	
  habitat	
  
distribu4ons	
  are	
  again	
  similar	
  in	
  that	
  a	
  majority	
  of	
  the	
  lands	
  have	
  a	
  conserva4on	
  
value	
  of	
  2	
  or	
  3.	
  	
  
15	
  
However,	
  both	
  suitable	
  wind	
  and	
  solar	
  lands	
  have	
  much	
  less	
  most	
  crucial	
  habitat	
  that	
  
what	
  is	
  observed	
  statewide.	
  This	
  indicates	
  that	
  both	
  wind	
  and	
  solar	
  development	
  
pose	
  a	
  slightly	
  lower	
  risk	
  of	
  conflict	
  with	
  the	
  most	
  crucial	
  habitats	
  than	
  what	
  might	
  be	
  
expected.	
  
16	
  
Addi4onally,	
  suitable	
  solar	
  development	
  lands	
  have	
  more,	
  less	
  crucial	
  habitat	
  than	
  
what	
  is	
  observed	
  statewide.	
  This	
  indicates	
  that	
  solar	
  development	
  also	
  presents	
  a	
  
greater	
  opportunity	
  to	
  develop	
  in	
  areas	
  of	
  low	
  conflict	
  with	
  crucial	
  habitat	
  than	
  what	
  
might	
  be	
  expected.	
  
17	
  
To	
  understand	
  the	
  levels	
  of	
  crucial	
  habitat	
  that	
  future	
  energy	
  development	
  could	
  be	
  
restricted,	
  to	
  both	
  protect	
  habitat	
  quality	
  and	
  contribute	
  to	
  future	
  energy	
  genera4on,	
  
an	
  annual	
  average	
  energy	
  produc4on	
  from	
  suitable	
  energy	
  lands	
  was	
  calculated	
  
according	
  to	
  various	
  crucial	
  habitat	
  levels.	
  This	
  analysis	
  shows	
  that	
  future	
  wind	
  
energy	
  development	
  could	
  be	
  limited	
  to	
  crucial	
  habitat	
  levels	
  3	
  and	
  lower	
  and	
  s4ll	
  
enable	
  the	
  exis4ng	
  annual	
  wind	
  energy	
  produc4on	
  in	
  Washington	
  to	
  quadruple	
  in	
  
size	
  as	
  indicated	
  by	
  the	
  blue	
  box	
  in	
  the	
  table	
  above.	
  This	
  means	
  the	
  more	
  crucial	
  
habitats	
  of	
  values	
  1	
  and	
  2	
  could	
  be	
  conserved	
  while	
  s4ll	
  enabling	
  a	
  healthy	
  growth	
  of	
  
the	
  wind	
  energy	
  industry.	
  
	
  	
  
In	
  contrast,	
  solar	
  energy	
  could	
  be	
  limited	
  to	
  low	
  crucial	
  habitat	
  areas	
  of	
  level	
  5	
  and	
  
provide	
  enough	
  energy	
  to	
  supply	
  over	
  half	
  the	
  total	
  annual	
  energy	
  genera4on	
  for	
  the	
  
en4re	
  state	
  of	
  Washington	
  as	
  indicated	
  by	
  the	
  yellow	
  box	
  in	
  the	
  table	
  above.	
  This	
  
means	
  there	
  is	
  an	
  opportunity	
  for	
  solar	
  energy	
  to	
  provide	
  large	
  amounts	
  of	
  energy	
  
having	
  minimal	
  conflict	
  with	
  conserva4on	
  objec4ves.	
  
	
  
18	
  
Finally,	
  within	
  the	
  context	
  of	
  Washington	
  Habitats,	
  I	
  again	
  iden4fied	
  two	
  subsidiary	
  
ques4ons.	
  First,	
  I	
  wanted	
  to	
  understand	
  which	
  habitat	
  types	
  are	
  more	
  suitable	
  for	
  
future	
  wind	
  and	
  solar	
  energy	
  development	
  in	
  Washington?	
  And	
  second,	
  what	
  is	
  the	
  
risk	
  of	
  significant	
  landscape	
  conflict	
  between	
  crucial	
  habitat	
  and	
  energy	
  resources	
  
within	
  those	
  habitats?	
  This	
  would	
  inform	
  of	
  the	
  risk	
  or	
  opportunity	
  of	
  future	
  energy	
  
development	
  within	
  specific	
  habitat	
  types.	
  	
  
19	
  
In	
  the	
  analysis	
  of	
  Washington	
  habitats	
  and	
  wind	
  energy,	
  the	
  results	
  indicate	
  a	
  
rela4vely	
  low	
  impact	
  to	
  habitats	
  overall.	
  The	
  grassland	
  and	
  shrubland	
  habitat	
  was	
  
iden4fied	
  as	
  having	
  the	
  highest	
  por4on	
  of	
  high	
  wind	
  resources	
  indicated	
  by	
  the	
  blue	
  
areas.	
  However,	
  this	
  only	
  represented	
  4.8%	
  of	
  the	
  total	
  habitat	
  area	
  and	
  there	
  were	
  
no	
  notable	
  high	
  or	
  low	
  conflict	
  areas	
  in	
  any	
  of	
  the	
  habitats.	
  
20	
  
In	
  the	
  analysis	
  of	
  Washington	
  habitats	
  and	
  solar	
  energy,	
  the	
  results	
  were	
  much	
  more	
  
informa4ve.	
  The	
  Agriculture,	
  Pasture,	
  &	
  Mixed-­‐Environment	
  habitat	
  was	
  iden4fied	
  as	
  
having	
  the	
  most	
  high-­‐solar	
  resources	
  indicated	
  by	
  the	
  pink	
  areas	
  as	
  well	
  as	
  the	
  most	
  
low	
  conflict	
  areas	
  indicated	
  by	
  the	
  green	
  areas.	
  Together	
  this	
  accounted	
  for	
  nearly	
  
half	
  the	
  total	
  habitat	
  area	
  meaning	
  there	
  is	
  a	
  great	
  opportunity	
  for	
  solar	
  
development	
  in	
  this	
  habitat	
  that	
  would	
  have	
  minimal	
  conflict	
  with	
  crucial	
  habitat	
  
lands.	
  	
  
21	
  
The	
  Grassland	
  &	
  Shrubland	
  Habitat	
  was	
  also	
  iden4fied	
  as	
  having	
  large	
  areas	
  of	
  high	
  
solar	
  resources	
  indicated	
  by	
  the	
  pink	
  areas	
  as	
  well	
  as	
  the	
  most	
  high	
  conflict	
  
landscapes	
  indicated	
  by	
  the	
  red	
  areas.	
  Together,	
  this	
  accounted	
  for	
  nearly	
  40%	
  of	
  the	
  
total	
  habitat	
  area.	
  This	
  means	
  that	
  there	
  is	
  also	
  a	
  great	
  opportunity	
  for	
  solar	
  energy	
  
development	
  in	
  this	
  habitat	
  type,	
  but	
  that	
  there	
  is	
  also	
  a	
  rela4vely	
  high	
  risk	
  of	
  conflict	
  
with	
  most	
  crucial	
  habitat	
  lands.	
  	
  
22	
  
In	
  conclusion,	
  this	
  research	
  shows	
  that	
  there	
  is	
  a	
  moderate	
  to	
  low	
  landscape	
  conflict	
  
between	
  renewable	
  energy	
  development	
  and	
  habitat	
  conserva4on	
  in	
  Washington,	
  
but	
  that	
  with	
  this	
  knowledge,	
  planning	
  and	
  landscape	
  design	
  can	
  begin	
  to	
  op4mize	
  
the	
  priori4es	
  of	
  both	
  ini4a4ves.	
  This	
  study	
  presents	
  a	
  model	
  for	
  comple4ng	
  the	
  first	
  
steps	
  in	
  designing	
  mul4func4onal	
  landscapes	
  and	
  will	
  be	
  useful	
  to	
  land	
  managers	
  and	
  
planners.	
  While	
  the	
  implementa4on	
  of	
  mul4func4onal	
  landscapes	
  is	
  likely	
  to	
  be	
  
difficult,	
  costly,	
  and	
  4me	
  consuming,	
  having	
  the	
  tools	
  to	
  begin	
  thinking	
  about	
  
landscapes	
  from	
  a	
  mul4func4onal	
  perspec4ve	
  will	
  encourage	
  beTer	
  land	
  use	
  and	
  
management	
  in	
  the	
  future.	
  
	
  	
  
There	
  are	
  opportuni4es	
  for	
  future	
  studies.	
  First,	
  the	
  iden4fica4on	
  of	
  suitable	
  energy	
  
landscape	
  can	
  be	
  refined	
  to	
  reflect	
  a	
  more	
  honed	
  assessment	
  of	
  what	
  is	
  considered	
  
suitable	
  development	
  lands.	
  This	
  could	
  include	
  addi4onal	
  economic,	
  technical,	
  and	
  
social	
  factors	
  than	
  what	
  was	
  included	
  in	
  this	
  model.	
  Second,	
  this	
  study	
  could	
  be	
  
completed	
  in	
  other	
  states	
  and	
  at	
  difference	
  scales.	
  This	
  would	
  enable	
  an	
  even	
  beTer	
  
understanding	
  of	
  the	
  opportuni4es	
  and	
  risks	
  of	
  this	
  landscape	
  conflict	
  and	
  take	
  us	
  
even	
  closer	
  to	
  being	
  able	
  to	
  think	
  about	
  landscapes	
  from	
  a	
  mul4func4onal	
  
perspec4ve.	
  
23	
  
24	
  
25	
  
Iden4fica4on	
  of	
  crucial	
  habitat	
  ranking	
  in	
  Washington	
  wind	
  farms	
  across	
  the	
  
State.	
  
26	
  
Breakdown	
  of	
  crucial	
  habitat	
  lands	
  in	
  each	
  Washington	
  wind	
  farm.	
  
27	
  
Best	
  and	
  worst	
  sited	
  Washington	
  wind	
  farms	
  according	
  to	
  crucial	
  habitat.	
  
Palouse	
  wind	
  farm	
  is	
  the	
  best	
  sited	
  wind	
  farm	
  with	
  100%	
  of	
  the	
  landscape	
  
having	
  a	
  crucial	
  habitat	
  rank	
  of	
  5.	
  Vantage	
  Wind	
  and	
  the	
  Wild	
  Horse	
  wind	
  
farms	
  were	
  the	
  worst	
  sited	
  with	
  a	
  majority	
  of	
  the	
  landscapes	
  having	
  a	
  crucial	
  
habitat	
  rank	
  of	
  1	
  or	
  2.	
  
28	
  
Further	
  defini4on	
  of	
  what	
  cons4tutes	
  suitable	
  wind	
  and	
  solar	
  energy	
  
development	
  lands	
  as	
  applied	
  in	
  research	
  ques4ons	
  2	
  and	
  3.	
  
29	
  
Graphical	
  iden4fica4on	
  of	
  the	
  general	
  Washington	
  habitats	
  as	
  they	
  are	
  present	
  
across	
  the	
  State	
  and	
  breakdown	
  of	
  total	
  coverage.	
  
30	
  
Graphical	
  display	
  of	
  significant	
  wind	
  spa4al	
  clustering	
  analysis	
  statewide.	
  
31	
  
Graphical	
  display	
  of	
  significant	
  solar	
  spa4al	
  clustering	
  analysis	
  statewide.	
  
32	
  
Visual	
  graph	
  created	
  by	
  the	
  western	
  governor’s	
  associa4on	
  to	
  show	
  the	
  state	
  
conserva4on	
  priori4es	
  that	
  were	
  used	
  to	
  derive	
  the	
  crucial	
  habitat	
  indicator.	
  
33	
  

More Related Content

What's hot

Sparks High School Biology Semester 1
Sparks High School Biology Semester 1Sparks High School Biology Semester 1
Sparks High School Biology Semester 1KatieDiLibero
 
Intro To Forest Ecology
Intro To Forest EcologyIntro To Forest Ecology
Intro To Forest Ecologydivangou
 
Ecology - Foundation Course Semester 2- Prof. Karishma Shetty
Ecology - Foundation Course Semester 2- Prof. Karishma Shetty  Ecology - Foundation Course Semester 2- Prof. Karishma Shetty
Ecology - Foundation Course Semester 2- Prof. Karishma Shetty KarishmaShetty16
 
Biodiversity 9
Biodiversity 9Biodiversity 9
Biodiversity 9AjayQuines
 
Newsletter 230
Newsletter 230Newsletter 230
Newsletter 230ESTHHUB
 
Forest ecology mendel university
Forest ecology mendel universityForest ecology mendel university
Forest ecology mendel universityMuhammad Rehan
 
What are some types of resources
What are some types of resourcesWhat are some types of resources
What are some types of resourcesReem Bakr
 
Principles Of Ecology2007
Principles Of Ecology2007Principles Of Ecology2007
Principles Of Ecology2007gueste8aa65
 
Urban and Industrial Habitats: How Important They Are for Ecosystem Services
Urban and Industrial Habitats: How Important They Are for Ecosystem ServicesUrban and Industrial Habitats: How Important They Are for Ecosystem Services
Urban and Industrial Habitats: How Important They Are for Ecosystem ServicesEdytaSierka
 
Toward Integrated Analysis of Socio- Ecological Data for Improved Targeting o...
Toward Integrated Analysis of Socio- Ecological Data for Improved Targeting o...Toward Integrated Analysis of Socio- Ecological Data for Improved Targeting o...
Toward Integrated Analysis of Socio- Ecological Data for Improved Targeting o...CIAT
 
Ecosystem concept and types
Ecosystem concept and typesEcosystem concept and types
Ecosystem concept and typesParul Tyagi
 
Ess topic 2.7 measuring changes in a system
Ess topic 2.7   measuring changes in a systemEss topic 2.7   measuring changes in a system
Ess topic 2.7 measuring changes in a systemBrad Kremer
 
Environment and human interaction
Environment and human interactionEnvironment and human interaction
Environment and human interactionMisbah Sultan
 

What's hot (20)

Sparks High School Biology Semester 1
Sparks High School Biology Semester 1Sparks High School Biology Semester 1
Sparks High School Biology Semester 1
 
Intro To Forest Ecology
Intro To Forest EcologyIntro To Forest Ecology
Intro To Forest Ecology
 
Ecology - Foundation Course Semester 2- Prof. Karishma Shetty
Ecology - Foundation Course Semester 2- Prof. Karishma Shetty  Ecology - Foundation Course Semester 2- Prof. Karishma Shetty
Ecology - Foundation Course Semester 2- Prof. Karishma Shetty
 
Biodiversity 9
Biodiversity 9Biodiversity 9
Biodiversity 9
 
Newsletter 230
Newsletter 230Newsletter 230
Newsletter 230
 
Ecosystem
 Ecosystem Ecosystem
Ecosystem
 
SWAAG_2016
SWAAG_2016SWAAG_2016
SWAAG_2016
 
Forest ecology mendel university
Forest ecology mendel universityForest ecology mendel university
Forest ecology mendel university
 
Ecosystem
EcosystemEcosystem
Ecosystem
 
What are some types of resources
What are some types of resourcesWhat are some types of resources
What are some types of resources
 
Principles Of Ecology2007
Principles Of Ecology2007Principles Of Ecology2007
Principles Of Ecology2007
 
Urban and Industrial Habitats: How Important They Are for Ecosystem Services
Urban and Industrial Habitats: How Important They Are for Ecosystem ServicesUrban and Industrial Habitats: How Important They Are for Ecosystem Services
Urban and Industrial Habitats: How Important They Are for Ecosystem Services
 
Ecosystem environmental studies unit:2
Ecosystem environmental studies unit:2Ecosystem environmental studies unit:2
Ecosystem environmental studies unit:2
 
Ib ess exam notes
Ib ess exam notesIb ess exam notes
Ib ess exam notes
 
Toward Integrated Analysis of Socio- Ecological Data for Improved Targeting o...
Toward Integrated Analysis of Socio- Ecological Data for Improved Targeting o...Toward Integrated Analysis of Socio- Ecological Data for Improved Targeting o...
Toward Integrated Analysis of Socio- Ecological Data for Improved Targeting o...
 
Ecosystem concept and types
Ecosystem concept and typesEcosystem concept and types
Ecosystem concept and types
 
Ess topic 2.7 measuring changes in a system
Ess topic 2.7   measuring changes in a systemEss topic 2.7   measuring changes in a system
Ess topic 2.7 measuring changes in a system
 
Chapters 8 11 ecology
Chapters 8 11 ecologyChapters 8 11 ecology
Chapters 8 11 ecology
 
Environment and human interaction
Environment and human interactionEnvironment and human interaction
Environment and human interaction
 
Ecology
EcologyEcology
Ecology
 

Viewers also liked (20)

Planificaciones Escuela Nº 105
Planificaciones Escuela Nº 105Planificaciones Escuela Nº 105
Planificaciones Escuela Nº 105
 
Seres vivos
Seres vivosSeres vivos
Seres vivos
 
tecnologia 1
 tecnologia 1 tecnologia 1
tecnologia 1
 
How an Airbed Disrupted Hospitality & Travel in Cities
How an Airbed Disrupted Hospitality & Travel in CitiesHow an Airbed Disrupted Hospitality & Travel in Cities
How an Airbed Disrupted Hospitality & Travel in Cities
 
AWARD_Certificate_JBrown
AWARD_Certificate_JBrownAWARD_Certificate_JBrown
AWARD_Certificate_JBrown
 
Challenges & Opportunities of Doing Business in China
Challenges & Opportunities of Doing Business in ChinaChallenges & Opportunities of Doing Business in China
Challenges & Opportunities of Doing Business in China
 
Shang & Zhou Dynasty
Shang & Zhou Dynasty Shang & Zhou Dynasty
Shang & Zhou Dynasty
 
A todo color
A todo colorA todo color
A todo color
 
Hewitt Parenting with Identity in Mind
Hewitt Parenting with Identity in MindHewitt Parenting with Identity in Mind
Hewitt Parenting with Identity in Mind
 
Geometría y trigonometría 3
Geometría y trigonometría 3Geometría y trigonometría 3
Geometría y trigonometría 3
 
Planificación pam
Planificación pamPlanificación pam
Planificación pam
 
Outreach 2014
Outreach 2014Outreach 2014
Outreach 2014
 
Ages & Societies
Ages & Societies Ages & Societies
Ages & Societies
 
Taller dono la meva opinió
Taller dono la meva opinióTaller dono la meva opinió
Taller dono la meva opinió
 
CV DSubic.
CV DSubic.CV DSubic.
CV DSubic.
 
Ácidos
ÁcidosÁcidos
Ácidos
 
Hearing impairment
Hearing impairment Hearing impairment
Hearing impairment
 
Mesopotamia
MesopotamiaMesopotamia
Mesopotamia
 
Brojevi 2
Brojevi 2Brojevi 2
Brojevi 2
 
Ancient Egypt
Ancient Egypt Ancient Egypt
Ancient Egypt
 

Similar to Keese_Thesis_Presentation

MITIGATING CLIMATE CHANGE THROUGH AGRICULTURE IN SOUTHEASTERN WISCONSIN
MITIGATING CLIMATE CHANGE THROUGH AGRICULTURE IN SOUTHEASTERN WISCONSINMITIGATING CLIMATE CHANGE THROUGH AGRICULTURE IN SOUTHEASTERN WISCONSIN
MITIGATING CLIMATE CHANGE THROUGH AGRICULTURE IN SOUTHEASTERN WISCONSINFlanna489y
 
Sustainable management of natural resources
Sustainable management of natural resourcesSustainable management of natural resources
Sustainable management of natural resourcesKhushi Bhardwaj
 
Revisiting the commons local lessons global challenges
Revisiting the commons local lessons global challengesRevisiting the commons local lessons global challenges
Revisiting the commons local lessons global challengesAlsian Brown-Perry
 
Lubchenco_etal_2015_Sustainibility_rooted_in_science
Lubchenco_etal_2015_Sustainibility_rooted_in_scienceLubchenco_etal_2015_Sustainibility_rooted_in_science
Lubchenco_etal_2015_Sustainibility_rooted_in_scienceJessica Reimer
 
LAB 4For each assignment, you will use the M.U.S.E. link to comp.docx
LAB 4For each assignment, you will use the M.U.S.E. link to comp.docxLAB 4For each assignment, you will use the M.U.S.E. link to comp.docx
LAB 4For each assignment, you will use the M.U.S.E. link to comp.docxDIPESH30
 
Using LANDFIRE data to assess ecological threats
Using LANDFIRE data to assess ecological threatsUsing LANDFIRE data to assess ecological threats
Using LANDFIRE data to assess ecological threatsJennifer Costanza
 
Academia - SESSION 1: SRCCL - Context and Framing
Academia - SESSION 1: SRCCL - Context and FramingAcademia - SESSION 1: SRCCL - Context and Framing
Academia - SESSION 1: SRCCL - Context and Framingipcc-media
 
INTS final paper fish and fracking
INTS final paper fish and frackingINTS final paper fish and fracking
INTS final paper fish and frackingFaith Warren
 
GEOSS Ecosystem Mapping for Australia
GEOSS Ecosystem Mapping for AustraliaGEOSS Ecosystem Mapping for Australia
GEOSS Ecosystem Mapping for AustraliaTERN Australia
 
Renewable Energy final paper, Cordell-Hedin-Krahenbuhl
Renewable Energy final paper, Cordell-Hedin-KrahenbuhlRenewable Energy final paper, Cordell-Hedin-Krahenbuhl
Renewable Energy final paper, Cordell-Hedin-KrahenbuhlPancakes
 
Climate Change and Vegetation
Climate Change and VegetationClimate Change and Vegetation
Climate Change and VegetationGDCKUL
 
ENVIRONMENTAL STUDIES UNIT 1.pptx
ENVIRONMENTAL STUDIES UNIT 1.pptxENVIRONMENTAL STUDIES UNIT 1.pptx
ENVIRONMENTAL STUDIES UNIT 1.pptxswetha38439
 
Leveraging Environmental Observation Infrastructure for the Benefit of Society
Leveraging Environmental Observation Infrastructure for the Benefit of SocietyLeveraging Environmental Observation Infrastructure for the Benefit of Society
Leveraging Environmental Observation Infrastructure for the Benefit of SocietyBrian Wee
 
Energy flow in ecosystem
Energy flow in ecosystemEnergy flow in ecosystem
Energy flow in ecosystemgithure eliud
 
Greater mekong ecosystems (EN)
Greater mekong ecosystems (EN)Greater mekong ecosystems (EN)
Greater mekong ecosystems (EN)Arnaud Fortier
 

Similar to Keese_Thesis_Presentation (20)

MITIGATING CLIMATE CHANGE THROUGH AGRICULTURE IN SOUTHEASTERN WISCONSIN
MITIGATING CLIMATE CHANGE THROUGH AGRICULTURE IN SOUTHEASTERN WISCONSINMITIGATING CLIMATE CHANGE THROUGH AGRICULTURE IN SOUTHEASTERN WISCONSIN
MITIGATING CLIMATE CHANGE THROUGH AGRICULTURE IN SOUTHEASTERN WISCONSIN
 
Sustainable management of natural resources
Sustainable management of natural resourcesSustainable management of natural resources
Sustainable management of natural resources
 
EXPO_Palmer_A
EXPO_Palmer_AEXPO_Palmer_A
EXPO_Palmer_A
 
Report Argonne
Report ArgonneReport Argonne
Report Argonne
 
Revisiting the commons local lessons global challenges
Revisiting the commons local lessons global challengesRevisiting the commons local lessons global challenges
Revisiting the commons local lessons global challenges
 
Lubchenco_etal_2015_Sustainibility_rooted_in_science
Lubchenco_etal_2015_Sustainibility_rooted_in_scienceLubchenco_etal_2015_Sustainibility_rooted_in_science
Lubchenco_etal_2015_Sustainibility_rooted_in_science
 
LAB 4For each assignment, you will use the M.U.S.E. link to comp.docx
LAB 4For each assignment, you will use the M.U.S.E. link to comp.docxLAB 4For each assignment, you will use the M.U.S.E. link to comp.docx
LAB 4For each assignment, you will use the M.U.S.E. link to comp.docx
 
Presentation GIAN.pptx
Presentation GIAN.pptxPresentation GIAN.pptx
Presentation GIAN.pptx
 
Using LANDFIRE data to assess ecological threats
Using LANDFIRE data to assess ecological threatsUsing LANDFIRE data to assess ecological threats
Using LANDFIRE data to assess ecological threats
 
Academia - SESSION 1: SRCCL - Context and Framing
Academia - SESSION 1: SRCCL - Context and FramingAcademia - SESSION 1: SRCCL - Context and Framing
Academia - SESSION 1: SRCCL - Context and Framing
 
NBSs
NBSsNBSs
NBSs
 
INTS final paper fish and fracking
INTS final paper fish and frackingINTS final paper fish and fracking
INTS final paper fish and fracking
 
GEOSS Ecosystem Mapping for Australia
GEOSS Ecosystem Mapping for AustraliaGEOSS Ecosystem Mapping for Australia
GEOSS Ecosystem Mapping for Australia
 
Building a Framework for Better Biodiversity Management, Australia
Building a Framework for Better Biodiversity Management, AustraliaBuilding a Framework for Better Biodiversity Management, Australia
Building a Framework for Better Biodiversity Management, Australia
 
Renewable Energy final paper, Cordell-Hedin-Krahenbuhl
Renewable Energy final paper, Cordell-Hedin-KrahenbuhlRenewable Energy final paper, Cordell-Hedin-Krahenbuhl
Renewable Energy final paper, Cordell-Hedin-Krahenbuhl
 
Climate Change and Vegetation
Climate Change and VegetationClimate Change and Vegetation
Climate Change and Vegetation
 
ENVIRONMENTAL STUDIES UNIT 1.pptx
ENVIRONMENTAL STUDIES UNIT 1.pptxENVIRONMENTAL STUDIES UNIT 1.pptx
ENVIRONMENTAL STUDIES UNIT 1.pptx
 
Leveraging Environmental Observation Infrastructure for the Benefit of Society
Leveraging Environmental Observation Infrastructure for the Benefit of SocietyLeveraging Environmental Observation Infrastructure for the Benefit of Society
Leveraging Environmental Observation Infrastructure for the Benefit of Society
 
Energy flow in ecosystem
Energy flow in ecosystemEnergy flow in ecosystem
Energy flow in ecosystem
 
Greater mekong ecosystems (EN)
Greater mekong ecosystems (EN)Greater mekong ecosystems (EN)
Greater mekong ecosystems (EN)
 

Keese_Thesis_Presentation

  • 1. Hello  my  name  is  Krystle  Keese  and  my  thesis  explored  a  mul4func4onal  approach  to   reconciling  renewable  energy  and  crucial  habitat  needs  in  Washington  States.   1  
  • 2. As  the  human  popula4on  con4nues  to  grow,  more  and  more  of  the  landscape  will  be   required  to  meet  the  needs  and  wants  of  society.  However,  the  history  of   anthropogenic  land  use  has  resulted  in  serious,  large,  nega4ve  impacts  to  Earth   including  a  reduc4on  in  biodiversity  and  a  general  decline  in  ecological  health  as  well   as  being  a  contribu4ng  factor  to  climate  change.  As  Natural  lands  have  become   scarce  from  the  pressures  of  popula4on  growth  and  economic  development,  it  has   never  been  more  important  to  balance  the  needs  of  society  and  the  environment  as   it  is  today.  Two  ini4a4ves  that  work  toward  improving  the  human  interac4on  with   the  environment  are  renewable  energy  development  and  habitat  conserva4on.     2  
  • 3. Renewable  energy  is  an  important  climate  mi4ga4on  strategy  that  reduces  the   amount  of  Green  House  Gas  emissions  from  the  burning  of  fossil  fuels.  Over  the  past   decade,  Energy  produc4on  from  renewable  resources  has  increased  both  globally   and  na4onally  with  the  most  growth  in  wind  and  solar  energy  technologies.  Despite   contribu4ng  to  climate  mi4ga4on,  wind  and  solar  energy  produc4on  can  incur   nega4ve  environmental  impacts  on  the  landscape.  In  short,  this  can  include  habitat   loss,  habitat  fragmenta4on,  animal  mortality,  the  spread  of  invasive  species,  and   animal  avoidance  of  facili4es.         In  contrast,  habitat  conserva4on  restores  and  protects  important  habitats,  ecological   services,  and  maintains  local  biodiversity  that  have  been  nega4vely  impacted  by   human  development  and  land  change.  However,  conserva4on  management  has  been   mainly  species  specific  and  within  a  local  context.  To  achieve  the  high  level  goals  of   conserva4on  biology  a  broader  landscape-­‐level  perspec4ve  spanning  mul4ple   landscapes,  ecosystems,  and  including  mul4ple  species  would  be  more  effec4ve.     3  
  • 4. Both  of  these  ini4a4ves  have  clear  environmental  benefits  and  are  important  to   improving  the  rela4onship  between  humans  and  the  environment.  However,  a   problem  surfaces  when  there  is  a  conflict  in  land  use  priority  between  habitat   conserva4on  and  renewable  energy  development  across  the  landscape.       Historically,  land  use  has  been  managed  from  a  single-­‐func4on  perspec4ve  giving   land  management  priority  to  a  single  land  use.  However,  to  reduce  the  landscape   conflict  between  these  two  ini4a4ves,  a  more  inclusive  approach  to  land   management  is  required.     4  
  • 5. Mul4func4onal  landscapes  and  energyscapes  are  designs  iden4fied  in  the  literature   that  could  be  applied  in  an  aTempt  to  reduce  this  landscape  conflict.  Under  this   landscape  design  the  priori4es  of  both  renewable  energy  development  and  habitat   conserva4on  will  be  considered  from  a  more  expansive  landscape-­‐level  perspec4ve.   This  process  will  iden4fy  opportuni4es  and  tradeoffs,  engage  the  various  land  use   stakeholders,  and  op4mize  to  the  priori4es  of  both  in  the  resul4ng  landscape  design.         While  this  seems  promising,  to  date  it  is  only  theore4cal  and  has  yet  to  be  put  into   prac4ce  within  this  context.  However,  the  first  steps  to  moving  toward  this  type  of   land  management,  is  to  gain  an  understanding  of  the  landscape-­‐level  interac4ons   between  habitat  conserva4on  and  renewable  energy  development.     5  
  • 6. This  led  me  to  my  main  research  ques4on  to  beTer  understand  “how  do  wind  and   solar  energy  development  and  habitat  conserva4on  conflict  upon  the  landscape  in   Washington  State?”       I  approached  this  research  within  a  pragma4c  worldview  perspec4ve  with  the  goal  to   simply  explore  and  beTer  understand  this  environmental  problem.  The  findings  of   this  research  represent  new  and  much  needed  informa4on  for  land  managers  as  they   aTempt  to  iden4fy  and  respond  to  conflicts  between  these  beneficial  land  uses.     6  
  • 7. To  conduct  this  research  Geographical  Informa4on  Systems  (GIS)  was  used  as  the   method  of  analysis  including  basic  spa4al  analyses  and  an  analysis  of  local   autocorrela4on  using  the  Local  Moran’s  I  sta4s4c.         A  total  of  10  different  data  sources  were  applied  in  this  study,  however,  the  primary   sources  include  the  wind  and  solar  energy  resource  datasets  from  the  Na4onal   Renewable  Energy  Laboratory,  the  Crucial  Habitat  Assessment  data  recently   published  by  the  western  governors’  associa4on,  and  the  Washington  Wildlife   Habitats  data  from  the  Northwest  Habitat  Ins4tute.     7  
  • 8. Of  par4cular  importance  is  the  crucial  habitat  assessment  data.  Crucial  habitat  is  a   first  ever  landscape-­‐level  environmental  indicator  that  quan4fies  the  conserva4on   value  of  the  land.         This  indicator  was  derived  by  priori4zing  and  aggrega4ng  mul4ple  Washington   conserva4on  objec4ves  according  to  3  primary  themes  across  the  state.  These  are   habitat  for  species  of  concern,  habitat  for  species  of  economic  and  recrea4onal   importance,  and  na4ve  unfragmented  habitat.         In  general  it  is  understood  that  lands  with  the  highest  crucial  habitat  ranking  of  1  are   considered  most  crucial  habitat  with  the  highest  conserva4on  value.  Lands  with  the   lowest  crucial  habitat  ranking  of  6  are  considered  the  least  crucial  habitats  with  the   lowest  conserva4on  value.     8  
  • 9. To  address  the  main  research  ques4on,  the  landscape  conflict  between  renewable   energy  development  and  habitat  conserva4on  was  explored  within  3  contexts:   Exis4ng  Washington  Wind  farms,  suitable  wind  and  solar  energy  lands,  and   Washington  habitats.     9  
  • 10. Within  the  context  of  exis4ng  Washington  wind  farms,  I  specifically  wanted  to   understand  how  crucial  habitat  in  these  lands  compared  to  crucial  habitat  statewide.   This  would  inform  of  how  well  or  poorly  exis4ng  wind  farms  had  been  sited  according   to  landscape  level  habitat  conserva4on  priori4es.  Overall,  I  found  that  the  crucial   habitat  distribu4ons  in  these  two  landscapes  were  fairly  similar.     10  
  • 11. However,  there  was  much  less  most  crucial  habitat  lands  in  exis4ng  wind  farm   landscapes  than  what  is  observed  statewide.  This  means  that  in  general  exi4ng   Washington  wind  farms  were  developed  in  areas  having  lower  priority  habitat   conserva4on  concerns.   11  
  • 12. Within  the  context  of  suitable  wind  or  solar  development  lands,  two  subsidiary   research  ques4ons  were  explored.  First,  I  again  wanted  to  understand  how  crucial   habitat  in  these  landscapes  compared  to  crucial  habitat  statewide.  This  would  inform   of  the  risk  of  landscape  conflict  for  future  wind  or  solar  energy  development.       Second,  I  wanted  to  understand  at  what  levels  of  crucial  habitat  could  renewable   energy  development  be  restricted,  to  both  protect  habitat  quality  and  contribute   substan4ally  to  future  energy  produc4on.  This  would  inform  of  the  opportunity  or   challenge  of  op4mizing  the  land  use  between  these  two  ini4a4ves  in  the  future.     12  
  • 13. To  begin  this  analysis,  I  first  had  to  iden4fy  suitable  wind  and  solar  energy   development  lands  in  Washington.  Suitable  wind  energy  development  lands  are   dispersed  in  small  patches  across  most  of  the  state  with  the  larger  con4guous   landscapes  in  the  southeastern  part  of  Washington.   13  
  • 14. In  contrast,  suitable  solar  development  lands  are  located  in  the  Eastern  part  of  the   State,  and  encompass  a  larger  area  of  landscape  that  what  is  observed  for  wind   energy.   14  
  • 15. In  comparing  crucial  habitat  on  these  landscapes  and  statewide,  the  crucial  habitat   distribu4ons  are  again  similar  in  that  a  majority  of  the  lands  have  a  conserva4on   value  of  2  or  3.     15  
  • 16. However,  both  suitable  wind  and  solar  lands  have  much  less  most  crucial  habitat  that   what  is  observed  statewide.  This  indicates  that  both  wind  and  solar  development   pose  a  slightly  lower  risk  of  conflict  with  the  most  crucial  habitats  than  what  might  be   expected.   16  
  • 17. Addi4onally,  suitable  solar  development  lands  have  more,  less  crucial  habitat  than   what  is  observed  statewide.  This  indicates  that  solar  development  also  presents  a   greater  opportunity  to  develop  in  areas  of  low  conflict  with  crucial  habitat  than  what   might  be  expected.   17  
  • 18. To  understand  the  levels  of  crucial  habitat  that  future  energy  development  could  be   restricted,  to  both  protect  habitat  quality  and  contribute  to  future  energy  genera4on,   an  annual  average  energy  produc4on  from  suitable  energy  lands  was  calculated   according  to  various  crucial  habitat  levels.  This  analysis  shows  that  future  wind   energy  development  could  be  limited  to  crucial  habitat  levels  3  and  lower  and  s4ll   enable  the  exis4ng  annual  wind  energy  produc4on  in  Washington  to  quadruple  in   size  as  indicated  by  the  blue  box  in  the  table  above.  This  means  the  more  crucial   habitats  of  values  1  and  2  could  be  conserved  while  s4ll  enabling  a  healthy  growth  of   the  wind  energy  industry.       In  contrast,  solar  energy  could  be  limited  to  low  crucial  habitat  areas  of  level  5  and   provide  enough  energy  to  supply  over  half  the  total  annual  energy  genera4on  for  the   en4re  state  of  Washington  as  indicated  by  the  yellow  box  in  the  table  above.  This   means  there  is  an  opportunity  for  solar  energy  to  provide  large  amounts  of  energy   having  minimal  conflict  with  conserva4on  objec4ves.     18  
  • 19. Finally,  within  the  context  of  Washington  Habitats,  I  again  iden4fied  two  subsidiary   ques4ons.  First,  I  wanted  to  understand  which  habitat  types  are  more  suitable  for   future  wind  and  solar  energy  development  in  Washington?  And  second,  what  is  the   risk  of  significant  landscape  conflict  between  crucial  habitat  and  energy  resources   within  those  habitats?  This  would  inform  of  the  risk  or  opportunity  of  future  energy   development  within  specific  habitat  types.     19  
  • 20. In  the  analysis  of  Washington  habitats  and  wind  energy,  the  results  indicate  a   rela4vely  low  impact  to  habitats  overall.  The  grassland  and  shrubland  habitat  was   iden4fied  as  having  the  highest  por4on  of  high  wind  resources  indicated  by  the  blue   areas.  However,  this  only  represented  4.8%  of  the  total  habitat  area  and  there  were   no  notable  high  or  low  conflict  areas  in  any  of  the  habitats.   20  
  • 21. In  the  analysis  of  Washington  habitats  and  solar  energy,  the  results  were  much  more   informa4ve.  The  Agriculture,  Pasture,  &  Mixed-­‐Environment  habitat  was  iden4fied  as   having  the  most  high-­‐solar  resources  indicated  by  the  pink  areas  as  well  as  the  most   low  conflict  areas  indicated  by  the  green  areas.  Together  this  accounted  for  nearly   half  the  total  habitat  area  meaning  there  is  a  great  opportunity  for  solar   development  in  this  habitat  that  would  have  minimal  conflict  with  crucial  habitat   lands.     21  
  • 22. The  Grassland  &  Shrubland  Habitat  was  also  iden4fied  as  having  large  areas  of  high   solar  resources  indicated  by  the  pink  areas  as  well  as  the  most  high  conflict   landscapes  indicated  by  the  red  areas.  Together,  this  accounted  for  nearly  40%  of  the   total  habitat  area.  This  means  that  there  is  also  a  great  opportunity  for  solar  energy   development  in  this  habitat  type,  but  that  there  is  also  a  rela4vely  high  risk  of  conflict   with  most  crucial  habitat  lands.     22  
  • 23. In  conclusion,  this  research  shows  that  there  is  a  moderate  to  low  landscape  conflict   between  renewable  energy  development  and  habitat  conserva4on  in  Washington,   but  that  with  this  knowledge,  planning  and  landscape  design  can  begin  to  op4mize   the  priori4es  of  both  ini4a4ves.  This  study  presents  a  model  for  comple4ng  the  first   steps  in  designing  mul4func4onal  landscapes  and  will  be  useful  to  land  managers  and   planners.  While  the  implementa4on  of  mul4func4onal  landscapes  is  likely  to  be   difficult,  costly,  and  4me  consuming,  having  the  tools  to  begin  thinking  about   landscapes  from  a  mul4func4onal  perspec4ve  will  encourage  beTer  land  use  and   management  in  the  future.       There  are  opportuni4es  for  future  studies.  First,  the  iden4fica4on  of  suitable  energy   landscape  can  be  refined  to  reflect  a  more  honed  assessment  of  what  is  considered   suitable  development  lands.  This  could  include  addi4onal  economic,  technical,  and   social  factors  than  what  was  included  in  this  model.  Second,  this  study  could  be   completed  in  other  states  and  at  difference  scales.  This  would  enable  an  even  beTer   understanding  of  the  opportuni4es  and  risks  of  this  landscape  conflict  and  take  us   even  closer  to  being  able  to  think  about  landscapes  from  a  mul4func4onal   perspec4ve.   23  
  • 24. 24  
  • 25. 25  
  • 26. Iden4fica4on  of  crucial  habitat  ranking  in  Washington  wind  farms  across  the   State.   26  
  • 27. Breakdown  of  crucial  habitat  lands  in  each  Washington  wind  farm.   27  
  • 28. Best  and  worst  sited  Washington  wind  farms  according  to  crucial  habitat.   Palouse  wind  farm  is  the  best  sited  wind  farm  with  100%  of  the  landscape   having  a  crucial  habitat  rank  of  5.  Vantage  Wind  and  the  Wild  Horse  wind   farms  were  the  worst  sited  with  a  majority  of  the  landscapes  having  a  crucial   habitat  rank  of  1  or  2.   28  
  • 29. Further  defini4on  of  what  cons4tutes  suitable  wind  and  solar  energy   development  lands  as  applied  in  research  ques4ons  2  and  3.   29  
  • 30. Graphical  iden4fica4on  of  the  general  Washington  habitats  as  they  are  present   across  the  State  and  breakdown  of  total  coverage.   30  
  • 31. Graphical  display  of  significant  wind  spa4al  clustering  analysis  statewide.   31  
  • 32. Graphical  display  of  significant  solar  spa4al  clustering  analysis  statewide.   32  
  • 33. Visual  graph  created  by  the  western  governor’s  associa4on  to  show  the  state   conserva4on  priori4es  that  were  used  to  derive  the  crucial  habitat  indicator.   33