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Patch 002 (#71)
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Patch Railbelt coal generation after 2013.
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jikaczmarski authored Jul 31, 2024
1 parent 85ccf04 commit 697687d
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72 changes: 72 additions & 0 deletions data/final_data/generation.csv
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2021,"Cordova, Eyak","Copper River/Chugach","PCE","Early Release","Solar",NA,"Coastal"
2021,"Cordova, Eyak","Copper River/Chugach","PCE","Early Release","Storage",NA,"Coastal"
2021,"Cordova, Eyak","Copper River/Chugach","PCE","Early Release","Other",NA,"Coastal"
2011,"University of Alaska Fairbanks","Railbelt","EIA923","Final","Oil",NA,"Railbelt"
2011,"University of Alaska Fairbanks","Railbelt","EIA923","Final","Gas",NA,"Railbelt"
2011,"University of Alaska Fairbanks","Railbelt","EIA923","Final","Coal",51303.62,"Railbelt"
2011,"University of Alaska Fairbanks","Railbelt","EIA923","Final","Hydro",NA,"Railbelt"
2011,"University of Alaska Fairbanks","Railbelt","EIA923","Final","Wind",NA,"Railbelt"
2011,"University of Alaska Fairbanks","Railbelt","EIA923","Final","Solar",NA,"Railbelt"
2011,"University of Alaska Fairbanks","Railbelt","EIA923","Final","Storage",NA,"Railbelt"
2011,"University of Alaska Fairbanks","Railbelt","EIA923","Final","Other",NA,"Railbelt"
2012,"University of Alaska Fairbanks","Railbelt","EIA923","Final","Oil",NA,"Railbelt"
2012,"University of Alaska Fairbanks","Railbelt","EIA923","Final","Gas",NA,"Railbelt"
2012,"University of Alaska Fairbanks","Railbelt","EIA923","Final","Coal",46073.82,"Railbelt"
2012,"University of Alaska Fairbanks","Railbelt","EIA923","Final","Hydro",NA,"Railbelt"
2012,"University of Alaska Fairbanks","Railbelt","EIA923","Final","Wind",NA,"Railbelt"
2012,"University of Alaska Fairbanks","Railbelt","EIA923","Final","Solar",NA,"Railbelt"
2012,"University of Alaska Fairbanks","Railbelt","EIA923","Final","Storage",NA,"Railbelt"
2012,"University of Alaska Fairbanks","Railbelt","EIA923","Final","Other",NA,"Railbelt"
2013,"University of Alaska Fairbanks","Railbelt","EIA923","Final","Oil",NA,"Railbelt"
2013,"University of Alaska Fairbanks","Railbelt","EIA923","Final","Gas",NA,"Railbelt"
2013,"University of Alaska Fairbanks","Railbelt","EIA923","Final","Coal",39249.2,"Railbelt"
2013,"University of Alaska Fairbanks","Railbelt","EIA923","Final","Hydro",NA,"Railbelt"
2013,"University of Alaska Fairbanks","Railbelt","EIA923","Final","Wind",NA,"Railbelt"
2013,"University of Alaska Fairbanks","Railbelt","EIA923","Final","Solar",NA,"Railbelt"
2013,"University of Alaska Fairbanks","Railbelt","EIA923","Final","Storage",NA,"Railbelt"
2013,"University of Alaska Fairbanks","Railbelt","EIA923","Final","Other",NA,"Railbelt"
2011,"Utility Plants Section","Railbelt","EIA923","Final","Oil",NA,"Railbelt"
2011,"Utility Plants Section","Railbelt","EIA923","Final","Gas",NA,"Railbelt"
2011,"Utility Plants Section","Railbelt","EIA923","Final","Coal",143877.91,"Railbelt"
2011,"Utility Plants Section","Railbelt","EIA923","Final","Hydro",NA,"Railbelt"
2011,"Utility Plants Section","Railbelt","EIA923","Final","Wind",NA,"Railbelt"
2011,"Utility Plants Section","Railbelt","EIA923","Final","Solar",NA,"Railbelt"
2011,"Utility Plants Section","Railbelt","EIA923","Final","Storage",NA,"Railbelt"
2011,"Utility Plants Section","Railbelt","EIA923","Final","Other",NA,"Railbelt"
2012,"Utility Plants Section","Railbelt","EIA923","Final","Oil",NA,"Railbelt"
2012,"Utility Plants Section","Railbelt","EIA923","Final","Gas",NA,"Railbelt"
2012,"Utility Plants Section","Railbelt","EIA923","Final","Coal",149725.18,"Railbelt"
2012,"Utility Plants Section","Railbelt","EIA923","Final","Hydro",NA,"Railbelt"
2012,"Utility Plants Section","Railbelt","EIA923","Final","Wind",NA,"Railbelt"
2012,"Utility Plants Section","Railbelt","EIA923","Final","Solar",NA,"Railbelt"
2012,"Utility Plants Section","Railbelt","EIA923","Final","Storage",NA,"Railbelt"
2012,"Utility Plants Section","Railbelt","EIA923","Final","Other",NA,"Railbelt"
2013,"Utility Plants Section","Railbelt","EIA923","Final","Oil",NA,"Railbelt"
2013,"Utility Plants Section","Railbelt","EIA923","Final","Gas",NA,"Railbelt"
2013,"Utility Plants Section","Railbelt","EIA923","Final","Coal",135054.67,"Railbelt"
2013,"Utility Plants Section","Railbelt","EIA923","Final","Hydro",NA,"Railbelt"
2013,"Utility Plants Section","Railbelt","EIA923","Final","Wind",NA,"Railbelt"
2013,"Utility Plants Section","Railbelt","EIA923","Final","Solar",NA,"Railbelt"
2013,"Utility Plants Section","Railbelt","EIA923","Final","Storage",NA,"Railbelt"
2013,"Utility Plants Section","Railbelt","EIA923","Final","Other",NA,"Railbelt"
2011,"Eielson AFB Central Heat & Power Plant","Railbelt","EIA923","Final","Oil",NA,"Railbelt"
2011,"Eielson AFB Central Heat & Power Plant","Railbelt","EIA923","Final","Gas",NA,"Railbelt"
2011,"Eielson AFB Central Heat & Power Plant","Railbelt","EIA923","Final","Coal",74114,"Railbelt"
2011,"Eielson AFB Central Heat & Power Plant","Railbelt","EIA923","Final","Hydro",NA,"Railbelt"
2011,"Eielson AFB Central Heat & Power Plant","Railbelt","EIA923","Final","Wind",NA,"Railbelt"
2011,"Eielson AFB Central Heat & Power Plant","Railbelt","EIA923","Final","Solar",NA,"Railbelt"
2011,"Eielson AFB Central Heat & Power Plant","Railbelt","EIA923","Final","Storage",NA,"Railbelt"
2011,"Eielson AFB Central Heat & Power Plant","Railbelt","EIA923","Final","Other",NA,"Railbelt"
2012,"Eielson AFB Central Heat & Power Plant","Railbelt","EIA923","Final","Oil",NA,"Railbelt"
2012,"Eielson AFB Central Heat & Power Plant","Railbelt","EIA923","Final","Gas",NA,"Railbelt"
2012,"Eielson AFB Central Heat & Power Plant","Railbelt","EIA923","Final","Coal",72445,"Railbelt"
2012,"Eielson AFB Central Heat & Power Plant","Railbelt","EIA923","Final","Hydro",NA,"Railbelt"
2012,"Eielson AFB Central Heat & Power Plant","Railbelt","EIA923","Final","Wind",NA,"Railbelt"
2012,"Eielson AFB Central Heat & Power Plant","Railbelt","EIA923","Final","Solar",NA,"Railbelt"
2012,"Eielson AFB Central Heat & Power Plant","Railbelt","EIA923","Final","Storage",NA,"Railbelt"
2012,"Eielson AFB Central Heat & Power Plant","Railbelt","EIA923","Final","Other",NA,"Railbelt"
2013,"Eielson AFB Central Heat & Power Plant","Railbelt","EIA923","Final","Oil",NA,"Railbelt"
2013,"Eielson AFB Central Heat & Power Plant","Railbelt","EIA923","Final","Gas",NA,"Railbelt"
2013,"Eielson AFB Central Heat & Power Plant","Railbelt","EIA923","Final","Coal",71410,"Railbelt"
2013,"Eielson AFB Central Heat & Power Plant","Railbelt","EIA923","Final","Hydro",NA,"Railbelt"
2013,"Eielson AFB Central Heat & Power Plant","Railbelt","EIA923","Final","Wind",NA,"Railbelt"
2013,"Eielson AFB Central Heat & Power Plant","Railbelt","EIA923","Final","Solar",NA,"Railbelt"
2013,"Eielson AFB Central Heat & Power Plant","Railbelt","EIA923","Final","Storage",NA,"Railbelt"
2013,"Eielson AFB Central Heat & Power Plant","Railbelt","EIA923","Final","Other",NA,"Railbelt"
84 changes: 84 additions & 0 deletions data/patches/patch_002/01_railbelt_coal_generators.R
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generation <- generation %>%
# University of Alaska Fairbanks Coal Generation Facility
add_row(
year = 2011,
plant_name = "University of Alaska Fairbanks",
coal = 51303.62,
aea_energy_region = "Railbelt",
source = "EIA923",
data_version = "Final"
) %>%
add_row(
year = 2012,
plant_name = "University of Alaska Fairbanks",
coal = 46073.82,
aea_energy_region = "Railbelt",
source = "EIA923",
data_version = "Final"
) %>%
add_row(
year = 2013,
plant_name = "University of Alaska Fairbanks",
coal = 39249.20,
aea_energy_region = "Railbelt",
source = "EIA923",
data_version = "Final"
) %>%
# Doyon Utilities (Fort Wainwright CHP)
add_row(
year = 2011,
plant_name = "Utility Plants Section",
coal = 143877.91,
aea_energy_region = "Railbelt",
source = "EIA923",
data_version = "Final"
) %>%
add_row(
year = 2012,
plant_name = "Utility Plants Section",
coal = 149725.18,
aea_energy_region = "Railbelt",
source = "EIA923",
data_version = "Final"
) %>%
add_row(
year = 2013,
plant_name = "Utility Plants Section",
coal = 135054.67,
aea_energy_region = "Railbelt",
source = "EIA923",
data_version = "Final"
) %>%
# Eielson Air Force Base
add_row(
year = 2011,
plant_name = "Eielson AFB Central Heat & Power Plant",
coal = 74114,
aea_energy_region = "Railbelt",
source = "EIA923",
data_version = "Final"
) %>%
add_row(
year = 2012,
plant_name = "Eielson AFB Central Heat & Power Plant",
coal = 72445,
aea_energy_region = "Railbelt",
source = "EIA923",
data_version = "Final"
) %>%
add_row(
year = 2013,
plant_name = "Eielson AFB Central Heat & Power Plant",
coal = 71410,
aea_energy_region = "Railbelt",
source = "EIA923",
data_version = "Final"
)








22 changes: 22 additions & 0 deletions data/patches/patch_002/README.md
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# Problem

There is a significant jump in reported net generation statistics for the coal fuel code in the Railbelt after 2013. This year to year differential stays relatively flat after 2015; indicating some potential for anomaly across the sample - particularly regarding missing reporters in the previous years.

# Investigation

The net generation data by fuel code comes from the Alaska Energy Stats Workbooks. Years 2011 through 2013 were developed by AEA/ISER. In these workbooks, the only coal generation reported in the state comes from two coal generating facilities in Fairbanks:

- Aurora Energy, Aurora Energy LLC Chena
- Healy, Golden Valley Electric Association, Inc.

After querying coal generating statistics using EIA-923 from 2011-21, I found that the following generators are included in years after 2013 but not before:

- Eielson Air Force Base (EIA ID: 50392)
- University of Alaska Fairbanks (EIA ID: 50711)
- Doyon Utilities - Fort Wainwright (EIA ID: 50308)

This appears to have occurred because the 2011-13 workbooks developed by AEA/ISER only considered "certified utilities". Since the above coal generators are not certified utilities, they do not appear in the workbooks. This indicates a logic break in the data compiled after 2013 in terms of what qualifies.

# Solution

Given that these generators are present in 2014-21, it makes sense to add these generators retroactively to the dataset. This is completed with `patches/patch_002/01_railbelt_coal_generators.R`. As a result, the coal generation figures approximately double for years 2011-13. The data extracted from EIA-923 is also included in this patch in `patches/patch_002/railbelt_coal_generators_2011-13.csv`. This data was queried from EIA-923 (via PUDL) and then summed to the yearly level. These generators only report statistics for coal which is what I present here.
16 changes: 16 additions & 0 deletions data/patches/patch_002/railbelt_coal_generation_2011-13.csv
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"plant_name_eia","year","coal_net_gen"
"Aurora Energy LLC","2011",209150
"Aurora Energy LLC","2012",201405
"Aurora Energy LLC","2013",187843
"Eielson Air Force Base Central","2011",74114
"Eielson Air Force Base Central","2012",72445
"Eielson Air Force Base Central","2013",71410
"Healy","2011",177939.741210938
"Healy","2012",215310.155273438
"Healy","2013",191063.833984375
"University of Alaska Fairbanks","2011",51303.6237792969
"University of Alaska Fairbanks","2012",46073.8249511719
"University of Alaska Fairbanks","2013",39249.2049560547
"Utility Plants Section","2011",143877.90625
"Utility Plants Section","2012",149725.177734375
"Utility Plants Section","2013",135054.671875

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