The University of Southampton
University of Southampton Institutional Repository

SPT-SZ MCMF: an extension of the SPT-SZ catalog over the DES region

SPT-SZ MCMF: an extension of the SPT-SZ catalog over the DES region
SPT-SZ MCMF: an extension of the SPT-SZ catalog over the DES region
We present an extension to a Sunyaev-Zel'dovich Effect (SZE) selected cluster catalog based on observations from the South Pole Telescope (SPT); this catalog extends to lower signal-to-noise than the previous SPT-SZ catalog and therefore includes lower mass clusters. Optically derived redshifts, centers, richnesses and morphological parameters together with catalog contamination and completeness statistics are extracted using the multi-component matched filter algorithm (MCMF) applied to the S/N>4 SPT-SZ candidate list and the Dark Energy Survey (DES) photometric galaxy catalog. The main catalog contains 811 sources above S/N=4, has 91% purity and is 95% complete with respect to the original SZE selection. It contains 50% more total clusters and twice as many clusters above z=0.8 in comparison to the original SPT-SZ sample. The MCMF algorithm allows us to define subsamples of the desired purity with traceable impact on catalog completeness. As an example, we provide two subsamples with S/N>4.25 and S/N>4.5 for which the sample contamination and cleaning-induced incompleteness are both as low as the expected Poisson noise for samples of their size. The subsample with S/N>4.5 has 98% purity and 96% completeness, and will be included in a combined SPT cluster and DES weak-lensing cosmological analysis. We measure the number of false detections in the SPT-SZ candidate list as function of S/N, finding that it follows that expected from assuming Gaussian noise, but with a lower amplitude compared to previous estimates from simulations.
astro-ph.CO, astro-ph.HE, astro-ph.IM
Klein, M.
c09d2d33-c311-42db-a1ad-91b1b6d21a6b
Mohr, J.J.
48ae5d2c-c6fb-4092-9f70-41c80f698523
Bocquet, S.
8a92384f-6e1b-47ac-ba89-a843b73d434b
Aguena, M.
5a2ce5af-bd27-4b44-a1c0-d4ea339a59b2
Allen, S.W.
c536456c-29a0-402b-b5dd-26ff30f08faa
Alves, O.
e62402f5-f92e-45f0-b942-4d413ddf5523
Ansarinejad, B.
f63a58ce-296b-43cc-add9-694eed2b2f63
Ashby, M.L.N.
e31bcabf-53a5-4cec-affe-4d557efa78ef
Bacon, D.
674c3590-3454-43d4-81ff-5a836d3b232a
Bayliss, M.
2d06c596-972c-4564-93f8-184b2c2ff43b
Benson, B.A.
16b0a6c9-c65f-45cf-b75c-e8f6a625c6cb
Bleem, L.E.
7a132706-7602-468a-85d1-dd81085cc5bf
Brodwin, M.
960e30a7-f6e3-4e1d-a6ea-ba73bbc3a67f
Brooks, D.
312b439d-806f-4b7f-9e13-00bb05dc6086
Bulbul, E.
e3c99746-39bf-4c61-825c-33bda42d3b02
Burke, D.L.
8143bec4-3375-4b01-b9c8-a338d8f1af96
Canning, R.E.A.
edd6b99f-2e60-4475-b534-0ffe45ad7544
Carlstrom, J.E.
2de6ba83-3294-4c5c-9414-2ed49b9725a2
Carnero Rosell, A.
d16324d8-7cb1-45a5-9270-dc11bdcda93d
Carretero, J.
081b0f5d-7e69-469c-a22d-5b851f9b8d1d
Chang, C.L.
1b455c84-be7f-4702-a4e0-11f862c58a91
Conselice, C.
4dcee95e-7364-4463-a5c9-e09f560a8e97
Costanzi, M.
400140cc-a71b-498f-890d-b08209fc5b17
Crites, A.T.
1c23ccc3-b0af-4df5-a9f1-2dec5cbc54d2
da Costa, L.N.
6e08c6a9-4c6c-40d0-a616-7fe36ed30707
Pereira, M.E.S.
31543982-a9f3-4226-be05-4a7583b27a1b
Davis, T.M.
06f53ef3-bd15-47c9-88a9-b4870b8c4b60
De Vicente, J.
a4fe9b0b-7c7d-4594-89d3-083a55362c20
Desai, S.
9fb3d948-7af8-43e1-8c9c-a11b6cc376ce
Haan, T. de
1f2fc9bf-afee-47d7-b385-f34d43790b7c
Dobbs, M.A.
2f5921e0-cb0e-4c90-95ee-a624f5b42022
Doel, P.
00d69910-6075-4a52-9c7b-57e947a3b171
Ferrero, I.
67c5547a-e919-4b14-981f-0a90d9589640
Flores, A.M.
2dff592d-384d-4ecf-aebd-d4be9a11b3f6
Frieman, J.
6c34b206-537c-429c-9aeb-5df1d1e5e656
George, E.M.
f6096d3d-96b3-44ec-9896-17d614ef6cc8
Giannini, G.
1002ec01-69d4-469f-99ed-b35111553a6e
Gladders, M.D.
b6c00043-feaa-4fd2-a6cd-6914ec4e6ada
Gonzalez, A.H.
26199f81-c25c-46ca-ba4d-bb11f9ff20a3
Grandis, S.
d6bad66d-2e23-4865-97c4-557c2ccc3a0a
Gruen, D.
8d960f6a-1219-4ce1-9312-616e463616eb
Gruendl, R.A.
81783218-3c05-4a4a-8f7b-d123d50ba027
Gutierrez, G.
78403287-6c1e-4238-9238-06c3a714f5cd
Halverson, N.W.
41c8d868-b01b-452b-9e55-5622a2d68aac
Hinton, S.R.
9e2f00d6-7026-4491-a28e-17d5880f65d1
Holder, G.P.
40ddc5fe-0189-46dd-9873-450c85de58d8
Hollowood, D.L.
0148abc6-4e30-4746-8b32-c7fe1ba285f7
Holzapfel, W.L.
d62535e7-be7b-4cd5-b46d-5bd278c1c29b
Honscheid, K.
c505a24c-7e4d-4761-a84d-5262868372ae
Hrubes, J.D.
37990d38-6d62-4b0b-9315-41d977e8b8f2
Huang, N.
dcd1ab7b-c6dd-4fed-9cb9-890c3c048fab
James, D.J.
f0c0cf3c-7266-4a8f-af9a-d7c93fb48637
Khullar, G.
209cc933-2374-4273-98ea-5f8e2c5cbef2
Kim, K.
b7199e71-15d6-4159-ac0a-c7f1261a5439
Knox, L.
40e12484-71f3-4de0-9cfb-705004f1ba25
Kraft, R.
b85b7d89-e6e5-4b98-9c05-5d2452e706e5
Kéruzoré, F.
517ed7d1-f1cc-475d-9068-d11c0c4808ae
Lee, A.T.
d51b3a56-9e22-4e13-aa04-2d690073adc7
Luong-Van, D.
081d66a9-b8a3-40a4-b719-20a776823606
Mahler, G.
e604b44f-14eb-4afb-8c99-7a77cbb000c1
Mantz, A.
e78e0907-095a-4ca2-a6dc-982d320ff6eb
Marrone, D.P.
6a4d5508-6abc-4e96-ab15-77eb883ee49d
Marshall, J.L.
00e0fc76-b501-4607-b2df-a8afd9b67cd5
McDonald, M.
5d8ace12-f409-4bcd-9ac5-7b68af791870
McMahon, J.J.
edf7988c-9909-4361-ae7e-c6764277e070
Mena-Fernández, J.
77cf9e0c-d2b5-4188-a030-1de79f45f3af
Menanteau, F.
d971ef80-9290-4fb1-87bf-d9b5e1e80821
Meyer, S.S.
88a6f57b-8869-46e7-887a-830fe5081196
Miquel, R.
67ecc6b2-1050-4bee-80aa-9a90b0837922
Myles, J.
1cf9000b-a00c-4870-8e37-443a1a14acf1
Padin, S.
b0dc1727-91da-41d9-b1bd-ce1a5243bb0e
Pieres, A.
2a583c4b-d1e7-45d3-8841-2a961f7ecad9
Plazas Malagón, A.A.
f0e20913-24b6-4950-9926-ff539145a8d4
Pryke, C.
81cfa00b-6fcd-48b1-b4ee-67a885031ae5
Reichardt, C.L.
af076e02-7bba-4960-b90d-b62cd71d11cc
Reil, K.
868ec972-54cf-4028-a70d-26bd8927c990
Robertson, J.
4386804b-f573-4147-bc02-2e571798d010
Romer, A.K.
9c4485a8-3114-4470-9576-5aa367cd2d8d
Romero, C.
f16035b4-1a7c-42e8-90e1-492272116bac
Ruhl, J.E.
5c8e837e-e292-4449-868b-86d73811770e
Saliwanchik, B.R.
430adb64-d6c2-4e92-8b7d-3d5cfbec270d
Salvati, L.
ad23a2ca-034f-4fab-aa94-6024eaebda67
Sanchez, E.
ea748dfd-83ad-4880-bac9-f76ba60f622c
Saro, A.
f3249858-e9c7-4aa9-9689-43d62299d833
Schaffer, K.K.
7736a581-e1f4-4c7c-9e3a-a72b161495ff
Schrabback, T.
d7e4b473-53e5-42da-aade-5b245834e8fe
Schubnell, M.
076bbd0d-6b89-4186-9b9b-94e01ca43cdb
Sevilla-Noarbe, I.
a4690b61-feca-4933-887c-121a9f343470
Sharon, K.
5beaaa16-5689-4419-bd64-dc6f31719d66
Shirokoff, E.
54a35c67-f420-49b5-9442-50120c08a928
Smith, M.
8bdc74e1-a37b-434d-ae75-82763109bf7a
Somboonpanyakul, T.
2a00c246-8d82-4f9f-89a9-aeaeef25c639
Stalder, B.
13a13fc2-90dd-4c1d-8479-d95309514d9c
Stanford, S.A.
25f5816a-3992-43cc-8697-b3a40024e6a2
Stark, A.A.
f80eee2b-6b2c-4741-bb07-2d4ba089ca28
Strazzullo, V.
5da59522-37ca-4532-8e30-b28540a844d7
Suchyta, E.
632e180b-6712-4435-b31e-7706c0ed1b05
Swanson, M.E.C.
5f7dc788-a30e-4a8e-b925-67fbb97015f5
Tarle, G.
d5a81816-3f96-42c2-88ef-f86969bedc6e
To, C.
abd23244-2fc4-4bf9-b1fb-415f1bf2d5bf
Vanderlinde, K.
b2661f1c-bad7-408c-af99-cdc9945daaa1
Vieira, J.D.
d7436fe1-471a-4ea9-80e5-40c73cdabffc
von der Linden, A.
23addebb-997b-4b8d-b6bd-e051be43009a
Weaverdyck, N.
7a97e9dc-5263-49f2-9f96-d4e102f9d569
Williamson, R.
24218240-834b-4b3d-9478-1b1553982093
Wiseman, Philip
865f95f8-2200-46a8-bd5e-3ee30bb44072
Young, M.
9a37df36-56a8-4805-9c50-6458919a80d0
The Dark Energy Survey Collaboration
Klein, M.
c09d2d33-c311-42db-a1ad-91b1b6d21a6b
Mohr, J.J.
48ae5d2c-c6fb-4092-9f70-41c80f698523
Bocquet, S.
8a92384f-6e1b-47ac-ba89-a843b73d434b
Aguena, M.
5a2ce5af-bd27-4b44-a1c0-d4ea339a59b2
Allen, S.W.
c536456c-29a0-402b-b5dd-26ff30f08faa
Alves, O.
e62402f5-f92e-45f0-b942-4d413ddf5523
Ansarinejad, B.
f63a58ce-296b-43cc-add9-694eed2b2f63
Ashby, M.L.N.
e31bcabf-53a5-4cec-affe-4d557efa78ef
Bacon, D.
674c3590-3454-43d4-81ff-5a836d3b232a
Bayliss, M.
2d06c596-972c-4564-93f8-184b2c2ff43b
Benson, B.A.
16b0a6c9-c65f-45cf-b75c-e8f6a625c6cb
Bleem, L.E.
7a132706-7602-468a-85d1-dd81085cc5bf
Brodwin, M.
960e30a7-f6e3-4e1d-a6ea-ba73bbc3a67f
Brooks, D.
312b439d-806f-4b7f-9e13-00bb05dc6086
Bulbul, E.
e3c99746-39bf-4c61-825c-33bda42d3b02
Burke, D.L.
8143bec4-3375-4b01-b9c8-a338d8f1af96
Canning, R.E.A.
edd6b99f-2e60-4475-b534-0ffe45ad7544
Carlstrom, J.E.
2de6ba83-3294-4c5c-9414-2ed49b9725a2
Carnero Rosell, A.
d16324d8-7cb1-45a5-9270-dc11bdcda93d
Carretero, J.
081b0f5d-7e69-469c-a22d-5b851f9b8d1d
Chang, C.L.
1b455c84-be7f-4702-a4e0-11f862c58a91
Conselice, C.
4dcee95e-7364-4463-a5c9-e09f560a8e97
Costanzi, M.
400140cc-a71b-498f-890d-b08209fc5b17
Crites, A.T.
1c23ccc3-b0af-4df5-a9f1-2dec5cbc54d2
da Costa, L.N.
6e08c6a9-4c6c-40d0-a616-7fe36ed30707
Pereira, M.E.S.
31543982-a9f3-4226-be05-4a7583b27a1b
Davis, T.M.
06f53ef3-bd15-47c9-88a9-b4870b8c4b60
De Vicente, J.
a4fe9b0b-7c7d-4594-89d3-083a55362c20
Desai, S.
9fb3d948-7af8-43e1-8c9c-a11b6cc376ce
Haan, T. de
1f2fc9bf-afee-47d7-b385-f34d43790b7c
Dobbs, M.A.
2f5921e0-cb0e-4c90-95ee-a624f5b42022
Doel, P.
00d69910-6075-4a52-9c7b-57e947a3b171
Ferrero, I.
67c5547a-e919-4b14-981f-0a90d9589640
Flores, A.M.
2dff592d-384d-4ecf-aebd-d4be9a11b3f6
Frieman, J.
6c34b206-537c-429c-9aeb-5df1d1e5e656
George, E.M.
f6096d3d-96b3-44ec-9896-17d614ef6cc8
Giannini, G.
1002ec01-69d4-469f-99ed-b35111553a6e
Gladders, M.D.
b6c00043-feaa-4fd2-a6cd-6914ec4e6ada
Gonzalez, A.H.
26199f81-c25c-46ca-ba4d-bb11f9ff20a3
Grandis, S.
d6bad66d-2e23-4865-97c4-557c2ccc3a0a
Gruen, D.
8d960f6a-1219-4ce1-9312-616e463616eb
Gruendl, R.A.
81783218-3c05-4a4a-8f7b-d123d50ba027
Gutierrez, G.
78403287-6c1e-4238-9238-06c3a714f5cd
Halverson, N.W.
41c8d868-b01b-452b-9e55-5622a2d68aac
Hinton, S.R.
9e2f00d6-7026-4491-a28e-17d5880f65d1
Holder, G.P.
40ddc5fe-0189-46dd-9873-450c85de58d8
Hollowood, D.L.
0148abc6-4e30-4746-8b32-c7fe1ba285f7
Holzapfel, W.L.
d62535e7-be7b-4cd5-b46d-5bd278c1c29b
Honscheid, K.
c505a24c-7e4d-4761-a84d-5262868372ae
Hrubes, J.D.
37990d38-6d62-4b0b-9315-41d977e8b8f2
Huang, N.
dcd1ab7b-c6dd-4fed-9cb9-890c3c048fab
James, D.J.
f0c0cf3c-7266-4a8f-af9a-d7c93fb48637
Khullar, G.
209cc933-2374-4273-98ea-5f8e2c5cbef2
Kim, K.
b7199e71-15d6-4159-ac0a-c7f1261a5439
Knox, L.
40e12484-71f3-4de0-9cfb-705004f1ba25
Kraft, R.
b85b7d89-e6e5-4b98-9c05-5d2452e706e5
Kéruzoré, F.
517ed7d1-f1cc-475d-9068-d11c0c4808ae
Lee, A.T.
d51b3a56-9e22-4e13-aa04-2d690073adc7
Luong-Van, D.
081d66a9-b8a3-40a4-b719-20a776823606
Mahler, G.
e604b44f-14eb-4afb-8c99-7a77cbb000c1
Mantz, A.
e78e0907-095a-4ca2-a6dc-982d320ff6eb
Marrone, D.P.
6a4d5508-6abc-4e96-ab15-77eb883ee49d
Marshall, J.L.
00e0fc76-b501-4607-b2df-a8afd9b67cd5
McDonald, M.
5d8ace12-f409-4bcd-9ac5-7b68af791870
McMahon, J.J.
edf7988c-9909-4361-ae7e-c6764277e070
Mena-Fernández, J.
77cf9e0c-d2b5-4188-a030-1de79f45f3af
Menanteau, F.
d971ef80-9290-4fb1-87bf-d9b5e1e80821
Meyer, S.S.
88a6f57b-8869-46e7-887a-830fe5081196
Miquel, R.
67ecc6b2-1050-4bee-80aa-9a90b0837922
Myles, J.
1cf9000b-a00c-4870-8e37-443a1a14acf1
Padin, S.
b0dc1727-91da-41d9-b1bd-ce1a5243bb0e
Pieres, A.
2a583c4b-d1e7-45d3-8841-2a961f7ecad9
Plazas Malagón, A.A.
f0e20913-24b6-4950-9926-ff539145a8d4
Pryke, C.
81cfa00b-6fcd-48b1-b4ee-67a885031ae5
Reichardt, C.L.
af076e02-7bba-4960-b90d-b62cd71d11cc
Reil, K.
868ec972-54cf-4028-a70d-26bd8927c990
Robertson, J.
4386804b-f573-4147-bc02-2e571798d010
Romer, A.K.
9c4485a8-3114-4470-9576-5aa367cd2d8d
Romero, C.
f16035b4-1a7c-42e8-90e1-492272116bac
Ruhl, J.E.
5c8e837e-e292-4449-868b-86d73811770e
Saliwanchik, B.R.
430adb64-d6c2-4e92-8b7d-3d5cfbec270d
Salvati, L.
ad23a2ca-034f-4fab-aa94-6024eaebda67
Sanchez, E.
ea748dfd-83ad-4880-bac9-f76ba60f622c
Saro, A.
f3249858-e9c7-4aa9-9689-43d62299d833
Schaffer, K.K.
7736a581-e1f4-4c7c-9e3a-a72b161495ff
Schrabback, T.
d7e4b473-53e5-42da-aade-5b245834e8fe
Schubnell, M.
076bbd0d-6b89-4186-9b9b-94e01ca43cdb
Sevilla-Noarbe, I.
a4690b61-feca-4933-887c-121a9f343470
Sharon, K.
5beaaa16-5689-4419-bd64-dc6f31719d66
Shirokoff, E.
54a35c67-f420-49b5-9442-50120c08a928
Smith, M.
8bdc74e1-a37b-434d-ae75-82763109bf7a
Somboonpanyakul, T.
2a00c246-8d82-4f9f-89a9-aeaeef25c639
Stalder, B.
13a13fc2-90dd-4c1d-8479-d95309514d9c
Stanford, S.A.
25f5816a-3992-43cc-8697-b3a40024e6a2
Stark, A.A.
f80eee2b-6b2c-4741-bb07-2d4ba089ca28
Strazzullo, V.
5da59522-37ca-4532-8e30-b28540a844d7
Suchyta, E.
632e180b-6712-4435-b31e-7706c0ed1b05
Swanson, M.E.C.
5f7dc788-a30e-4a8e-b925-67fbb97015f5
Tarle, G.
d5a81816-3f96-42c2-88ef-f86969bedc6e
To, C.
abd23244-2fc4-4bf9-b1fb-415f1bf2d5bf
Vanderlinde, K.
b2661f1c-bad7-408c-af99-cdc9945daaa1
Vieira, J.D.
d7436fe1-471a-4ea9-80e5-40c73cdabffc
von der Linden, A.
23addebb-997b-4b8d-b6bd-e051be43009a
Weaverdyck, N.
7a97e9dc-5263-49f2-9f96-d4e102f9d569
Williamson, R.
24218240-834b-4b3d-9478-1b1553982093
Wiseman, Philip
865f95f8-2200-46a8-bd5e-3ee30bb44072
Young, M.
9a37df36-56a8-4805-9c50-6458919a80d0

[Unknown type: UNSPECIFIED]

Record type: UNSPECIFIED

Abstract

We present an extension to a Sunyaev-Zel'dovich Effect (SZE) selected cluster catalog based on observations from the South Pole Telescope (SPT); this catalog extends to lower signal-to-noise than the previous SPT-SZ catalog and therefore includes lower mass clusters. Optically derived redshifts, centers, richnesses and morphological parameters together with catalog contamination and completeness statistics are extracted using the multi-component matched filter algorithm (MCMF) applied to the S/N>4 SPT-SZ candidate list and the Dark Energy Survey (DES) photometric galaxy catalog. The main catalog contains 811 sources above S/N=4, has 91% purity and is 95% complete with respect to the original SZE selection. It contains 50% more total clusters and twice as many clusters above z=0.8 in comparison to the original SPT-SZ sample. The MCMF algorithm allows us to define subsamples of the desired purity with traceable impact on catalog completeness. As an example, we provide two subsamples with S/N>4.25 and S/N>4.5 for which the sample contamination and cleaning-induced incompleteness are both as low as the expected Poisson noise for samples of their size. The subsample with S/N>4.5 has 98% purity and 96% completeness, and will be included in a combined SPT cluster and DES weak-lensing cosmological analysis. We measure the number of false detections in the SPT-SZ candidate list as function of S/N, finding that it follows that expected from assuming Gaussian noise, but with a lower amplitude compared to previous estimates from simulations.

Text
2309.09908v2 - Author's Original
Available under License Other.
Download (30MB)

More information

e-pub ahead of print date: 18 September 2023
Additional Information: 16 pages, 17 figures, submitted to MNRAS
Keywords: astro-ph.CO, astro-ph.HE, astro-ph.IM

Identifiers

Local EPrints ID: 484171
URI: http://eprints.soton.ac.uk/id/eprint/484171
PURE UUID: bb0cc989-8eb0-426a-9c10-2528972ed370
ORCID for M. Smith: ORCID iD orcid.org/0000-0002-3321-1432
ORCID for Philip Wiseman: ORCID iD orcid.org/0000-0002-3073-1512

Catalogue record

Date deposited: 10 Nov 2023 18:30
Last modified: 18 Mar 2024 03:43

Export record

Altmetrics

Contributors

Author: M. Klein
Author: J.J. Mohr
Author: S. Bocquet
Author: M. Aguena
Author: S.W. Allen
Author: O. Alves
Author: B. Ansarinejad
Author: M.L.N. Ashby
Author: D. Bacon
Author: M. Bayliss
Author: B.A. Benson
Author: L.E. Bleem
Author: M. Brodwin
Author: D. Brooks
Author: E. Bulbul
Author: D.L. Burke
Author: R.E.A. Canning
Author: J.E. Carlstrom
Author: A. Carnero Rosell
Author: J. Carretero
Author: C.L. Chang
Author: C. Conselice
Author: M. Costanzi
Author: A.T. Crites
Author: L.N. da Costa
Author: M.E.S. Pereira
Author: T.M. Davis
Author: J. De Vicente
Author: S. Desai
Author: T. de Haan
Author: M.A. Dobbs
Author: P. Doel
Author: I. Ferrero
Author: A.M. Flores
Author: J. Frieman
Author: E.M. George
Author: G. Giannini
Author: M.D. Gladders
Author: A.H. Gonzalez
Author: S. Grandis
Author: D. Gruen
Author: R.A. Gruendl
Author: G. Gutierrez
Author: N.W. Halverson
Author: S.R. Hinton
Author: G.P. Holder
Author: D.L. Hollowood
Author: W.L. Holzapfel
Author: K. Honscheid
Author: J.D. Hrubes
Author: N. Huang
Author: D.J. James
Author: G. Khullar
Author: K. Kim
Author: L. Knox
Author: R. Kraft
Author: F. Kéruzoré
Author: A.T. Lee
Author: D. Luong-Van
Author: G. Mahler
Author: A. Mantz
Author: D.P. Marrone
Author: J.L. Marshall
Author: M. McDonald
Author: J.J. McMahon
Author: J. Mena-Fernández
Author: F. Menanteau
Author: S.S. Meyer
Author: R. Miquel
Author: J. Myles
Author: S. Padin
Author: A. Pieres
Author: A.A. Plazas Malagón
Author: C. Pryke
Author: C.L. Reichardt
Author: K. Reil
Author: J. Robertson
Author: A.K. Romer
Author: C. Romero
Author: J.E. Ruhl
Author: B.R. Saliwanchik
Author: L. Salvati
Author: E. Sanchez
Author: A. Saro
Author: K.K. Schaffer
Author: T. Schrabback
Author: M. Schubnell
Author: I. Sevilla-Noarbe
Author: K. Sharon
Author: E. Shirokoff
Author: M. Smith ORCID iD
Author: T. Somboonpanyakul
Author: B. Stalder
Author: S.A. Stanford
Author: A.A. Stark
Author: V. Strazzullo
Author: E. Suchyta
Author: M.E.C. Swanson
Author: G. Tarle
Author: C. To
Author: K. Vanderlinde
Author: J.D. Vieira
Author: A. von der Linden
Author: N. Weaverdyck
Author: R. Williamson
Author: Philip Wiseman ORCID iD
Author: M. Young
Corporate Author: The Dark Energy Survey Collaboration

Download statistics

Downloads from ePrints over the past year. Other digital versions may also be available to download e.g. from the publisher's website.

View more statistics

Atom RSS 1.0 RSS 2.0

Contact ePrints Soton: eprints@soton.ac.uk

ePrints Soton supports OAI 2.0 with a base URL of http://eprints.soton.ac.uk/cgi/oai2

This repository has been built using EPrints software, developed at the University of Southampton, but available to everyone to use.

We use cookies to ensure that we give you the best experience on our website. If you continue without changing your settings, we will assume that you are happy to receive cookies on the University of Southampton website.

×