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Susitna-Watana Hydroelectric Project Document
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Title:
Wolverine distribution, abundance, and habitat occupancy, Study plan
Section 10.9 : Initial study report
SuWa 207
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Draft initial study report
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Susitna-Watana Hydroelectric Project document number 207
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[Anchorage : Alaska Energy Authority, 2014]
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February 2014
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Alaska Energy Authority
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Study plan Section 10.9
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Draft
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iii, 7 p.
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All reports in the Susitna-Watana Hydroelectric Project Document series include an ARLIS-
produced cover page and an ARLIS-assigned number for uniformity and citability. All reports
are posted online at http://www.arlis.org/resources/susitna-watana/
Susitna-Watana Hydroelectric Project
(FERC No. 14241)
Wolverine Distribution, Abundance, and
Habitat Occupancy
Study Plan Section 10.9
Initial Study Report
Prepared for
Alaska Energy Authority
Prepared by
Alaska Department of Fish & Game
Palmer, Alaska
February 2014 Draft
INITIAL STUDY REPORT WOLVERINE DISTRIBUTION, ABUNDANCE, AND
HABITAT OCCUPANCY STUDY (10.9)
Susitna-Watana Hydroelectric Project Alaska Energy Authority
FERC Project No. 14241 Page i February 2014 Draft
TABLE OF CONTENTS
Executive Summary ..................................................................................................................... iii
1. Introduction ....................................................................................................................... 1
2. Study Objectives................................................................................................................ 1
3. Study Area ......................................................................................................................... 1
4. Methods and Variances in 2013 ....................................................................................... 2
4.1. Survey Design ......................................................................................................... 2
4.1.1. Variances..................................................................................................... 3
4.2. Occupancy Modeling .............................................................................................. 3
4.2.1. Variances..................................................................................................... 3
5. Results ................................................................................................................................ 3
6. Discussion........................................................................................................................... 4
7. Completing the Study ....................................................................................................... 4
8. Literature Cited ................................................................................................................ 4
9. Figures ................................................................................................................................ 6
LIST OF FIGURES
Figure 3-1. Wolverine Study Area, 2013. ....................................................................................... 7
INITIAL STUDY REPORT WOLVERINE DISTRIBUTION, ABUNDANCE, AND
HABITAT OCCUPANCY STUDY (10.9)
Susitna-Watana Hydroelectric Project Alaska Energy Authority
FERC Project No. 14241 Page ii February 2014 Draft
LIST OF ACRONYMS, ABBREVIATIONS, AND DEFINITIONS
Abbreviation Definition
AEA Alaska Energy Authority
AICc Akaike Information Criteria
APA Alaska Power Authority
CFR Code of Federal Regulations
EPA Environmental Protection Agency
FERC Federal Energy Regulatory Commission
GMU Game Management Unit
ILP Integrated Licensing Process
ISR Initial Study Report
km kilometer
OM Occupancy Modeling
PRM Project River Mile
Project Susitna-Watana Hydroelectric Project
RSP Revised Study Plan
SPD study plan determination
SUPE Sample Unit Probability Estimator
WSA Wolverine Study Area
INITIAL STUDY REPORT WOLVERINE DISTRIBUTION, ABUNDANCE, AND
HABITAT OCCUPANCY STUDY (10.9)
Susitna-Watana Hydroelectric Project Alaska Energy Authority
FERC Project No. 14241 Page iii February 2014 Draft
EXECUTIVE SUMMARY
Wolverine Distribution, Abundance, and Habitat Occupancy Study 10.9
Purpose The study team is collecting data on wolverine abundance and distribution to
provide pre-construction baseline estimates of population size and habitat
occupancy in the Project area. The study team will use this information to
estimate the number of wolverines that may be affected by the Project and to
evaluate impacts on habitats used in the winter by wolverines.
Status Weather conditions necessary to complete a Sample Unit Probability
Estimator (SUPE) survey did not develop during winter 2013; however, the
study team completed two occupancy surveys, which provided data to
develop an occupancy model.
Study
Components
SUPE survey — Provides a precise population estimate of wolverine in the
Wolverine Study Area (WSA) that the study team will use to assess the
occupancy model density estimation.
Occupancy Modeling (OM) — Estimates the proportion of the study area that
is occupied by wolverines and provides a population index that has the
potential to detect changes in population trends.
2013 Variances RSP Section 10.9 proposed that “a single aerial Sample-Unit Probability
Estimator (SUPE) survey will be attempted. If survey conditions are
unsuitable for the SUPE in 2013, then an occupancy survey will be flown.” A
SUPE survey was not conducted in 2013 because suitable survey conditions
did not occur. Thus, no variances from the methods described for aerial
surveys were necessary in 2013.
Steps to
Complete the
Study
As explained in the cover letter to this draft ISR, AEA’s plan for completing
this study will be included in the final ISR filed with FERC on June 3, 2014.
Highlighted
Results and
Achievements
The study team completed two occupancy surveys in April 2013, which will
be used to develop a model of wolverine occupancy in the study area.
INITIAL STUDY REPORT WOLVERINE DISTRIBUTION, ABUNDANCE, AND
HABITAT OCCUPANCY STUDY (10.9)
Susitna-Watana Hydroelectric Project Alaska Energy Authority
FERC Project No. 14241 Page 1 February 2014 Draft
1. INTRODUCTION
On December 14, 2012, Alaska Energy Authority (AEA) filed with the Federal Energy
Regulatory Commission (FERC or Commission) its Revised Study Plan (RSP), which included
58 individual study plans (AEA 2012). Section 10.9 of the RSP described the study of Wolverine
Distribution, Abundance, and Habitat Occupancy. This section focuses on evaluation of existing
information and field surveys, modeling wolverine occupancy, and estimating population trends
during and after construction of the proposed Project. RSP Section 10.9 described the goal,
objectives, and proposed methods for data collection regarding wolverines.
On February 1, 2013, FERC staff issued its study determination (February 1 SPD) for 44 of the
58 studies, approving 31 studies as filed and 13 with modifications. RSP Section 10.9 was one of
the 31studies approved with no modifications.
Following the first study season, FERC’s regulations for the Integrated Licensing Process (ILP)
require AEA to “prepare and file with the Commission an initial study report describing its
overall progress in implementing the study plan and schedule and the data collected, including an
explanation of any variance from the study plan and schedule” (18CFR 5.15(c)(1)). This Initial
Study Report (ISR) on Wolverine Distribution, Abundance, and Habitat Occupancy has been
prepared in accordance with FERC’s ILP regulations and details AEA’s status in implementing
the study, as set forth in the RSP and as approved in FERC’s February 1 SPD (referred to herein
as the “Study Plan”).
2. STUDY OBJECTIVES
The overall goal of this study is to collect pre-construction baseline population data on
wolverines in the Project area (reservoir impoundment zone; facilities, laydown, and storage
areas; access and transmission line routes) to enable assessment of the potential impacts from
development of the proposed Project. This information will be used to estimate the number of
wolverines that may be affected by the Project and to evaluate impacts on habitats used
seasonally by wolverines.
The four study objectives are established in RSP Section 10.9.1:
1) Estimate the current population size of wolverines.
2) Establish a population index for wolverines.
3) Describe the distribution of wolverines in late winter.
4) Describe habitat use by wolverines in late winter.
3. STUDY AREA
The Wolverine Study Area (WSA; Figure 3-1) is substantially larger than the Project area
because of the need to consolidate sampling blocks for the proposed population estimation
technique while still encompassing the reservoir inundation zone, dam site, access and
INITIAL STUDY REPORT WOLVERINE DISTRIBUTION, ABUNDANCE, AND
HABITAT OCCUPANCY STUDY (10.9)
Susitna-Watana Hydroelectric Project Alaska Energy Authority
FERC Project No. 14241 Page 2 February 2014 Draft
transmission line corridors, and other Project infrastructure and adjacent areas. Most of the WSA
is within Game Management Unit (GMU) Subunits 13E and 13A. The study team developed a
sampling grid delineated for a Sample Unit Probability Estimator (SUPE) survey of wolverines
(Becker et al. 2004; Golden et al. 2007) for the WSA as the primary method for assessing
population status of wolverines (Figure 3-1). The study team divided the survey area into equal-
sized survey units (e.g., 25 square kilometers; Golden et al. 2007) that were stratified on the basis
of predicted density of wolverines (high and medium/low density) from a priori knowledge,
harvest information, and habitat characteristics. The WSA contained 338 survey units, of which
the study team randomly selected 216 for the SUPE survey.
4. METHODS AND VARIANCES IN 2013
4.1. Survey Design
The study team implemented the methods as described in the Study Plan with no variances.
The goal of this study is to collect preconstruction baseline population data on wolverine in the
Project area (reservoir impoundment zone, facilities, laydown, and storage areas, access and
transmission line routes) for future assessment of the potential impacts from development of the
proposed Project. The purpose of this study is to use a combination of the SUPE survey
technique and Occupancy Modeling (OM) to assess the wolverine population in the WSA. The
study team developed survey methods to allow data collected during SUPE surveys to be used in
OM without violating the assumptions of either estimator. Because the requirements for
conducting a SUPE are more rigorous, the survey design was largely based on the SUPE
estimator.
RSP Section 10.9.4 proposed that “a single aerial Sample-Unit Probability Estimator (SUPE)
survey will be attempted. If survey conditions are unsuitable for the SUPE in 2013, then an
occupancy survey will be flown.” Suitable survey conditions did not develop in 2013 to allow
the study team to conduct the SUPE as planned, so the study team developed an OM as
originally proposed (see Section 4.2 below). The study team used a subset of 25 sampling units
from the SUPE grid to model occupancy of the WSA for wolverines. The study team randomly
selected the first sample unit, then spaced sample units at approximately 10 km on center, which
was the approximate radius of a circular, 300-km2 home range (approximate mean of adult
female and male home range size from the 1980s Alaska Power Authority [APA] Project studies
[Whitman and Ballard 1984] and mean adult female home range size in the study by Inman et al.
[2012]). The study team selected sampling units from the 216 units selected randomly for the
SUPE so that data from the SUPE survey, if conducted, would provide the data for the first OM
survey (i.e., the first OM sampling survey would not need to be flown in addition to SUPE
surveys).
The study team flew occupancy surveys following SUPE protocols, using a Cessna 185 fixed-
wing aircraft rather than a Piper PA-18. Because the study team only needed to detect wolverine
presence (either individual animals or tracks) in each of the sample units and not follow tracks,
the greater speed of the Cessna reduced the amount of time needed to survey each unit, and the
INITIAL STUDY REPORT WOLVERINE DISTRIBUTION, ABUNDANCE, AND
HABITAT OCCUPANCY STUDY (10.9)
Susitna-Watana Hydroelectric Project Alaska Energy Authority
FERC Project No. 14241 Page 3 February 2014 Draft
lower maneuverability did not affect survey results. Surveys of sample units ended when
wolverine sign was detected.
Because the SUPE survey was not conducted in 2013, the study team flew two complete
occupancy surveys to assess wolverine occupancy in the WSA. The study team flew all sample
units for each survey in a single day, with 3 days between the surveys. The study team assigned
two aircraft with a consistent pilot/observer team. Each aircraft surveyed half of the sample units
during each survey. The study team reversed the sample units assigned to each team for the
second occupancy survey to avoid detection bias based on prior knowledge of track locations.
4.1.1. Variances
No variances from the methods described for aerial surveys were necessary in 2013.
4.2. Occupancy Modeling
The study team used OM to estimate the proportion of the WSA occupied by wolverines
(MacKenzie et al. 2006) by calculating adjusted occupancy values (Ψ) that account for imperfect
detection of wolverines. The study team analyzed 2013 data using “single season, single species”
models in program PRESENCE (MacKenzie et al. 2006). The study team included site (i.e.,
sample unit) covariates for occupancy and sample (i.e., flight) covariates for detection to adjust
occupancy estimates. The study team modeled probability of detection (p) as either constant or
varying by survey (sample-varying). The study team modeled Ψ with sample covariates taken
from SUPE protocols including (1) snow age in days, classified as 1–2, 3–4, 5–6, or 7+; (2) snow
cover, classified as complete, some low vegetation showing, or bare ground showing; (3) light
type, classified as bright or flat; and (4) light intensity, classified as high, medium, or low. The
study team further included observer/pilot pair as an additional sample covariate. Last, the study
team used the Multi-Resolution Land Characteristics Consortium’s National Land Cover Data
(EPA 2001) to estimate the proportion of each sample unit in deciduous forest, conifer forest,
and mixed forest and used these cover classes as covariates in OM. The study team compared
these values to unadjusted occupancy values (naïve occupancy), where unadjusted occupancy
was defined as the number of sample units with wolverine detection, divided by the total number
of units sampled. Akaike Information Criteria, corrected for small sample sizes (AICc; Burnham
and Anderson 1998) were used to compare models.
4.2.1. Variances
No variances from the methods proposed for occupancy modeling were necessary in 2013.
5. RESULTS
Survey conditions were not suitable for conducting the SUPE survey during the winter of 2012–
2013. However, the study team conducted two surveys for OM as originally proposed.
INITIAL STUDY REPORT WOLVERINE DISTRIBUTION, ABUNDANCE, AND
HABITAT OCCUPANCY STUDY (10.9)
Susitna-Watana Hydroelectric Project Alaska Energy Authority
FERC Project No. 14241 Page 4 February 2014 Draft
The study team detected wolverine or track sets of wolverine in 23 of 25 sample units (18 of 20
high density; 5 of 5 medium/low density) during surveys of the WSA conducted on April 11 and
April 15, 2013. Occupancy of wolverines uncorrected for imperfect detection (naïve occupancy)
was 0.920. Detection probability (p) was 0.953 (SE = 0.033) and Ψ corrected for imperfect
detection was 0.922 (SE = 0.055) for the 2013 WSA survey.
6. DISCUSSION
While one of the goals of this Project is to estimate the wolverine population size using the
SUPE technique, the study team may need to rely on OM as the primary source of information
on wolverine population trends if conditions in the second year of study preclude a SUPE survey.
OM provided estimates of wolverine occupancy of the WSA in a more flexible survey regime
than did alternative trend estimators currently used in Alaska. Occupancy can also potentially be
used to determine minimum population size of wolverines (i.e., the numbers of territory holding
adults), although the study team was unable to independently corroborate population estimates
because the lack of suitable environmental conditions precluded the SUPE population estimation
survey in winter 2013.
In subsequent surveys, the study team intends to follow the same analytical protocol but will use
multi-season occupancy models for analyses after more than one year of data is available. This
analysis will model both constant and annually varying rates of colonization, extinction (from
sample units), and probability of detection. Spatially explicit OM (e.g., Johnson et al. 2013) also
may be evaluated in the future as these approaches evolve to include multi-season modeling.
7. COMPLETING THE STUDY
[As explained in the cover letter to this draft ISR, AEA’s plan for completing this study will be
included in the final ISR filed with FERC on June 3, 2014.]
8. LITERATURE CITED
AEA (Alaska Energy Authority). 2012. Revised Study Plan: Susitna-Watana Hydroelectric
Project FERC Project No. 14241. December 2012. Prepared for the Federal Energy
Regulatory Commission by the Alaska Energy Authority, Anchorage, Alaska.
http://www.susitna-watanahydro.org/study-plan.
Becker, E. F., H. F. Golden, and C. L. Gardner. 2004. Using probability sampling of animal
tracks in snow to estimate population size. Pages 248–270 in W. L. Thompson, editor.
Sampling Rare or Elusive Species: Concepts and Techniques for Estimating Population
Parameters. Island Press, Washington, DC.
Burnham, K. P., and D. R. Anderson. 1998. Model Selection and Inference: A Practical
Information–Theoretic Approach. Springer, New York, NY.
INITIAL STUDY REPORT WOLVERINE DISTRIBUTION, ABUNDANCE, AND
HABITAT OCCUPANCY STUDY (10.9)
Susitna-Watana Hydroelectric Project Alaska Energy Authority
FERC Project No. 14241 Page 5 February 2014 Draft
EPA (Environmental Protection Agency). 2001. Multi-Resolution Land Characteristics
Consortium: National Land Cover Data. Available online:
http://www.epa.gov/mrlc/nlcd-2001.html (accessed April 2013).
Golden, H. N., J. D. Henry, E. F. Becker, M. I. Goldstein, J. M. Morton, D. Frost, Sr., and A. J.
Poe. 2007. Estimating wolverine Gulo gulo population size using quadrat sampling of
tracks in snow. Wildlife Biology 13: 52–61.
Inman, R. M., M. L. Packila, K. H. Inman, A. J. McCue, G. C. White, J. Persson, B. C. Aber, M.
L. Orme, K. L. Alt, S. L. Cain, J. A. Fredrick, B. J. Oakleaf, and S. S. Sartorius. 2012.
Spatial ecology of wolverines at the southern periphery of distribution. Journal of
Wildlife Management 76: 778–792.
Johnson, D. S., P. B. Conn, M. B. Hooten, J. C. Ray, and B. A. Pond. 2013. Spatial occupancy
models for large data sets. Ecology 94: 801–808.
MacKenzie, D. I., J. D. Nichols, J. A. Royle, K. H. Pollock, L. L. Bailey, and J. E. Hines. 2006.
Occupancy Estimation and Modeling: Inferring Patterns and Dynamics of Species
Occurrence. Academic Press, San Diego, CA.
Whitman, J. S., and W. Ballard. 1984. Big game studies, volume VII: Wolverine. Susitna
Hydroelectric Project, 1983 annual report, Alaska Department of Fish and Game, Juneau.
INITIAL STUDY REPORT WOLVERINE DISTRIBUTION, ABUNDANCE, AND
HABITAT OCCUPANCY STUDY (10.9)
Susitna-Watana Hydroelectric Project Alaska Energy Authority
FERC Project No. 14241 Page 6 February 2014 Draft
9. FIGURES
INITIAL STUDY REPORT WOLVERINE DISTRIBUTION, ABUNDANCE, AND HABITAT OCCUPANCY STUDY (10.9)
Susitna-Watana Hydroelectric Project Alaska Energy Authority
FERC Project No. 14241 Page 7 February 2014 Draft
Figure 3-1. Wolverine Study Area, 2013.