Tree height integrated into pantropical forest biomass estimates
Tree height integrated into pantropical forest biomass estimates
Above ground tropical tree biomass and carbon storage estimates commonly ignore tree height (H). We estimate the effect of incorporating H on tropics-wide forest biomass estimates in 327 plots across four continents using 42 656 H and diameter measurements and harvested trees from 20 sites to answer the following questions:
1. What is the best H-model form and geographic unit to include in biomass models to minimise site-level uncertainty in estimates of destructive biomass?
2. To what extent does including H estimates derived in (1) reduce uncertainty in biomass estimates across all 327 plots?
3. What effect does accounting for H have on plot- and continental-scale forest biomass estimates?
The mean relative error in biomass estimates of destructively harvested trees when including H (mean 0.06), was half that when excluding H (mean 0.13). Power- and Weibull-H models provided the greatest reduction in uncertainty, with regional Weibull-H models preferred because they reduce uncertainty in smaller-diameter classes (?40 cm D) that store about one-third of biomass per hectare in most forests. Propagating the relationships from destructively harvested tree biomass to each of the 327 plots from across the tropics shows that including H reduces errors from 41.8 Mg ha?1 (range 6.6 to 112.4) to 8.0 Mg ha?1 (?2.5 to 23.0). For all plots, aboveground live biomass was ?52.2 Mg ha?1 (?82.0 to ?20.3 bootstrapped 95% CI), or 13%, lower when including H estimates, with the greatest relative reductions in estimated biomass in forests of the Brazilian Shield, east Africa, and Australia, and relatively little change in the Guiana Shield, central Africa and southeast Asia. Appreciably different stand structure was observed among regions across the tropical continents, with some storing significantly more biomass in small diameter stems, which affects selection of the best height models to reduce uncertainty and biomass reductions due to H. After accounting for variation in H, total biomass per hectare is greatest in Australia, the Guiana Shield, Asia, central and east Africa, and lowest in east-central Amazonia, W. Africa, W. Amazonia, and the Brazilian Shield (descending order). Thus, if tropical forests span 1668 million km2 and store 285 Pg C (estimate including H), then applying our regional relationships implies that carbon storage is overestimated by 35 Pg C (31–39 bootstrapped 95% CI) if H is ignored, assuming that the sampled plots are an unbiased statistical representation of all tropical forest in terms of biomass and height factors. Our results show that tree H is an important allometric factor that needs to be included in future forest biomass estimates to reduce error in estimates of tropical carbon stocks and emissions due to deforestation.
3381-3403
Feldpausch, T.R.
1c46737d-74be-46d5-b28b-bac2001e98cb
Lloyd, J.
9e93814a-879b-4b3d-9e71-73429412bf69
Lewis, S.L.
70048d3b-f6e0-4292-b08f-8eab49be2c43
Brienen, R.J.W.
f22268c3-4c6a-4936-8014-7683fb4fc637
Gloor, M.
56c5b3b6-b7b5-4be1-99c9-1b321fb26e49
Monteagudo Mendoza, A.
43cbd48c-d1cc-40c2-baf8-1ba12094ca8f
Lopez-Gonzalez, G.
6d8d4e63-e029-423d-88c3-bfaf1b2993d0
Banin, L.
74bb0e70-dcf7-4196-a7ca-24b2147e4cad
Abu Salim, K.
bd916a29-e6b4-444e-add6-eaf53ff5d9e1
Affum-Baffoe, K.
fa2ae474-432c-440b-bf6b-4e1c30aec98f
Alexiades, M.
199d263e-ff23-40e8-9b33-c2752f34cf03
Almeida, S.
48795cae-33b8-44b2-a722-250830b9586d
Amaral, I.
ca6964f0-0cf0-408a-9d80-6f0c3a833214
Andrade, A.
5383db43-b171-436f-9476-310f09157084
Aragão, L.E.O.C.
93146637-82ca-4835-aabc-e71ab537e9a5
Araujo Murakami, A.
ea22a15a-6e07-46ea-a44b-0316a9db9f05
Arets, E.J.M.M.
88ab8257-cd84-489b-86e1-aad7522623db
Arroyo, L.
31f87997-fd77-4925-84dd-3ee178c97d9b
Aymard C., G.A.
2b60837c-b170-4891-8f7c-d2b4c8ddb83f
Baker, T.R.
9700d6f3-fc6e-490a-8f97-cf30c5ba0470
Bánki, O.S.
8807806f-7bae-49fc-9158-5990c30686af
Berry, N.J.
ad397cb6-e130-4261-b67e-482ce4511798
Cardozo, N.
9ed01aba-0aa9-4a71-9b60-f1ce3c99e738
Chave, J.
5c2c3cb5-b879-4459-9525-a18aef39ef87
Comiskey, J.A.
54059a8c-4705-43a9-b844-8a1b2a1df74e
Alvarez, E.
a096a87e-9d19-415c-96ab-2f3dc839f236
de Oliveira, A.
4207dcd7-f324-400c-b232-57d1a9cb7c7b
Di Fiore, A.
44b1e59d-cf33-486f-9709-a902b88f900d
Djagbletey, G.
6539d061-5108-4bce-b11f-2e0e45932678
Domingues, T.F.
d3d6fc69-15b1-463b-bd72-e95be379076e
Erwin, T.L.
f79fcfa5-0551-49eb-9c1e-490239c4f2bd
Fearnside, P.M.
d52d3dff-d0d3-4f90-b59b-833b04fd2b3f
França, M.B.
48bfcfa8-d8b2-4f74-b6dc-24992d4bf74b
Freitas, M.A.
59c4b054-b693-4d20-b559-2941fd1889d0
Higuchi, N.
0e2bb771-8fe5-47ab-9e43-56276e7a9a40
Honorio C., E.
986e560c-3bd8-4622-9f6f-75dd8a267293
Iida, Y.
61586ef3-2d4f-485a-9bc0-276bda531c37
Jiménez, E.
dd786500-ccae-48a0-9cb8-4e965869f1b8
Kassim, A.R.
c8c42517-1673-40ac-a3dd-6af7b20e90b7
Killeen, T.J.
109a4fac-728a-4764-9391-f4d2ba2a2562
Laurance, W.F.
af56eecf-fe2a-487b-a18d-8f90d8d2bf56
Lovett, J.C.
fee3695d-6c08-4370-bad6-ae9848f8f06d
Malhi, Y.
6aff8494-6ef1-4fe9-b6a5-222e2276eb95
Marimon, B.S.
a0e5a322-f362-4d4c-9076-8e59a35a13a8
Marimon-Junior, B.H.
18462f66-c551-45a6-b68d-24cf49608b5c
Lenza, E.
ae5119e1-69c2-4dd9-aec4-bcc661aca83f
Marshall, A.R.
0b018ca5-76e5-48d2-abd5-5c741dae6e41
Mendoza, C.
7bc4f83d-7eef-4999-8bef-ddf9ab2d80a3
Metcalfe, D.J.
bae12cb4-916b-4590-814c-8dfa41314ccc
Mitchard, E.T.A.
df0bbbaf-6f24-40a2-9110-445be478a1c5
Neill, D.A.
16298347-a8c6-411c-b2bf-716f71e2375a
Nelson, B.W.
8e0005ad-caf8-4e6e-a334-1dbb940712a6
Nilus, R.
b9650975-a10f-46f5-9955-9750c21c52d0
Nogueira, E.M.
f20a25fa-20a8-40ed-9001-02714ddfa737
Parada, A.
82f2d55d-2448-4647-bfe0-2d234abbb1b6
Peh, K.S.-H.
0bd60207-dad8-43fb-a84a-a15e09b024cc
Pena Cruz, A.
911d3bf3-3659-46cd-becc-1e87806c3d7a
Peñuela, M.C.
7ad29d43-d79b-4aab-b006-5ac0b415a190
Pitman, N.C.A.
1211d5dd-5c0d-4213-81d8-096e2429d1e3
Prieto, A.
76045545-1b3d-4185-95fd-4322cce57a88
Quesada, C.A.
e1777c91-68fb-4b55-a9ce-91db7f80ada9
Ramírez, F.
dcd60db6-824d-47b2-b50f-1c86fc9d9997
Ramírez-Angulo, H.
c02fa2a9-faef-440c-9556-afdab175389d
Reitsma, J.M.
4dffecf4-e5d1-418f-ada2-9d818b584de3
Rudas, A.
5de7b45f-d4aa-4eca-82ff-c5aa0083befb
Saiz, G.
1783e5a4-1ad6-44f6-bbfe-839421d5e7e5
Salomão, R.P.
289502d8-5377-4ce0-a6cd-8e4571173955
Schwarz, M.
7851cbac-faff-4e32-ba7a-d526fbbb4e73
Silva, N.
3864d818-9acf-4b82-a148-2fdffc3cfa53
Silva-Espejo, J.E.
e6893d3e-b9fe-4ac4-ab2c-a7b6e04595db
Silveira, M.
a6e1f486-0455-4343-8712-fea168225a9f
Sonké, B.
03023061-2e15-455b-976d-6571d23b640c
Stropp, J.
a8354a2d-7e95-4219-9c83-affd66a6369c
Taedoumg, H.E.
2c0d1683-dbdb-4095-a56e-e8403cb5d75d
Tan, S.
6ee9d7e3-0cd0-41b9-805e-9c4edba790b6
ter Steege, H.
63741c06-ff08-4446-89ee-ea38f0c666e2
Terborgh, J.
41ca6f03-51c9-48cf-8ccf-1232b5b64b5f
Torello-Raventos, M.
ab1b0d47-4691-4dbd-99c0-e55cb4e6e15b
van der Heijden, G.M.F.
4bb838d7-b327-41f6-8c06-9c6b7a8485d1
Vásquez, R.
1ef5c15f-dab9-490f-b371-5ea3af36f27d
Vilanova, E.
f48dff1f-f6e8-4c04-8443-81ef7996f53b
Vos, V.A.
e613b58c-7363-4c16-bd5c-b760c3612585
White, L.
67ad730f-e2c1-4e05-b79d-c2a9e55cabf5
Willcock, S.
7f8480cd-6f69-4d7e-8175-63bf78147152
Woell, H.
07a5ff90-d695-402f-baa0-f2e8cec6f3be
Phillips, O.L.
fbbf2f11-9869-494d-b55a-7795bc47b64b
2012
Feldpausch, T.R.
1c46737d-74be-46d5-b28b-bac2001e98cb
Lloyd, J.
9e93814a-879b-4b3d-9e71-73429412bf69
Lewis, S.L.
70048d3b-f6e0-4292-b08f-8eab49be2c43
Brienen, R.J.W.
f22268c3-4c6a-4936-8014-7683fb4fc637
Gloor, M.
56c5b3b6-b7b5-4be1-99c9-1b321fb26e49
Monteagudo Mendoza, A.
43cbd48c-d1cc-40c2-baf8-1ba12094ca8f
Lopez-Gonzalez, G.
6d8d4e63-e029-423d-88c3-bfaf1b2993d0
Banin, L.
74bb0e70-dcf7-4196-a7ca-24b2147e4cad
Abu Salim, K.
bd916a29-e6b4-444e-add6-eaf53ff5d9e1
Affum-Baffoe, K.
fa2ae474-432c-440b-bf6b-4e1c30aec98f
Alexiades, M.
199d263e-ff23-40e8-9b33-c2752f34cf03
Almeida, S.
48795cae-33b8-44b2-a722-250830b9586d
Amaral, I.
ca6964f0-0cf0-408a-9d80-6f0c3a833214
Andrade, A.
5383db43-b171-436f-9476-310f09157084
Aragão, L.E.O.C.
93146637-82ca-4835-aabc-e71ab537e9a5
Araujo Murakami, A.
ea22a15a-6e07-46ea-a44b-0316a9db9f05
Arets, E.J.M.M.
88ab8257-cd84-489b-86e1-aad7522623db
Arroyo, L.
31f87997-fd77-4925-84dd-3ee178c97d9b
Aymard C., G.A.
2b60837c-b170-4891-8f7c-d2b4c8ddb83f
Baker, T.R.
9700d6f3-fc6e-490a-8f97-cf30c5ba0470
Bánki, O.S.
8807806f-7bae-49fc-9158-5990c30686af
Berry, N.J.
ad397cb6-e130-4261-b67e-482ce4511798
Cardozo, N.
9ed01aba-0aa9-4a71-9b60-f1ce3c99e738
Chave, J.
5c2c3cb5-b879-4459-9525-a18aef39ef87
Comiskey, J.A.
54059a8c-4705-43a9-b844-8a1b2a1df74e
Alvarez, E.
a096a87e-9d19-415c-96ab-2f3dc839f236
de Oliveira, A.
4207dcd7-f324-400c-b232-57d1a9cb7c7b
Di Fiore, A.
44b1e59d-cf33-486f-9709-a902b88f900d
Djagbletey, G.
6539d061-5108-4bce-b11f-2e0e45932678
Domingues, T.F.
d3d6fc69-15b1-463b-bd72-e95be379076e
Erwin, T.L.
f79fcfa5-0551-49eb-9c1e-490239c4f2bd
Fearnside, P.M.
d52d3dff-d0d3-4f90-b59b-833b04fd2b3f
França, M.B.
48bfcfa8-d8b2-4f74-b6dc-24992d4bf74b
Freitas, M.A.
59c4b054-b693-4d20-b559-2941fd1889d0
Higuchi, N.
0e2bb771-8fe5-47ab-9e43-56276e7a9a40
Honorio C., E.
986e560c-3bd8-4622-9f6f-75dd8a267293
Iida, Y.
61586ef3-2d4f-485a-9bc0-276bda531c37
Jiménez, E.
dd786500-ccae-48a0-9cb8-4e965869f1b8
Kassim, A.R.
c8c42517-1673-40ac-a3dd-6af7b20e90b7
Killeen, T.J.
109a4fac-728a-4764-9391-f4d2ba2a2562
Laurance, W.F.
af56eecf-fe2a-487b-a18d-8f90d8d2bf56
Lovett, J.C.
fee3695d-6c08-4370-bad6-ae9848f8f06d
Malhi, Y.
6aff8494-6ef1-4fe9-b6a5-222e2276eb95
Marimon, B.S.
a0e5a322-f362-4d4c-9076-8e59a35a13a8
Marimon-Junior, B.H.
18462f66-c551-45a6-b68d-24cf49608b5c
Lenza, E.
ae5119e1-69c2-4dd9-aec4-bcc661aca83f
Marshall, A.R.
0b018ca5-76e5-48d2-abd5-5c741dae6e41
Mendoza, C.
7bc4f83d-7eef-4999-8bef-ddf9ab2d80a3
Metcalfe, D.J.
bae12cb4-916b-4590-814c-8dfa41314ccc
Mitchard, E.T.A.
df0bbbaf-6f24-40a2-9110-445be478a1c5
Neill, D.A.
16298347-a8c6-411c-b2bf-716f71e2375a
Nelson, B.W.
8e0005ad-caf8-4e6e-a334-1dbb940712a6
Nilus, R.
b9650975-a10f-46f5-9955-9750c21c52d0
Nogueira, E.M.
f20a25fa-20a8-40ed-9001-02714ddfa737
Parada, A.
82f2d55d-2448-4647-bfe0-2d234abbb1b6
Peh, K.S.-H.
0bd60207-dad8-43fb-a84a-a15e09b024cc
Pena Cruz, A.
911d3bf3-3659-46cd-becc-1e87806c3d7a
Peñuela, M.C.
7ad29d43-d79b-4aab-b006-5ac0b415a190
Pitman, N.C.A.
1211d5dd-5c0d-4213-81d8-096e2429d1e3
Prieto, A.
76045545-1b3d-4185-95fd-4322cce57a88
Quesada, C.A.
e1777c91-68fb-4b55-a9ce-91db7f80ada9
Ramírez, F.
dcd60db6-824d-47b2-b50f-1c86fc9d9997
Ramírez-Angulo, H.
c02fa2a9-faef-440c-9556-afdab175389d
Reitsma, J.M.
4dffecf4-e5d1-418f-ada2-9d818b584de3
Rudas, A.
5de7b45f-d4aa-4eca-82ff-c5aa0083befb
Saiz, G.
1783e5a4-1ad6-44f6-bbfe-839421d5e7e5
Salomão, R.P.
289502d8-5377-4ce0-a6cd-8e4571173955
Schwarz, M.
7851cbac-faff-4e32-ba7a-d526fbbb4e73
Silva, N.
3864d818-9acf-4b82-a148-2fdffc3cfa53
Silva-Espejo, J.E.
e6893d3e-b9fe-4ac4-ab2c-a7b6e04595db
Silveira, M.
a6e1f486-0455-4343-8712-fea168225a9f
Sonké, B.
03023061-2e15-455b-976d-6571d23b640c
Stropp, J.
a8354a2d-7e95-4219-9c83-affd66a6369c
Taedoumg, H.E.
2c0d1683-dbdb-4095-a56e-e8403cb5d75d
Tan, S.
6ee9d7e3-0cd0-41b9-805e-9c4edba790b6
ter Steege, H.
63741c06-ff08-4446-89ee-ea38f0c666e2
Terborgh, J.
41ca6f03-51c9-48cf-8ccf-1232b5b64b5f
Torello-Raventos, M.
ab1b0d47-4691-4dbd-99c0-e55cb4e6e15b
van der Heijden, G.M.F.
4bb838d7-b327-41f6-8c06-9c6b7a8485d1
Vásquez, R.
1ef5c15f-dab9-490f-b371-5ea3af36f27d
Vilanova, E.
f48dff1f-f6e8-4c04-8443-81ef7996f53b
Vos, V.A.
e613b58c-7363-4c16-bd5c-b760c3612585
White, L.
67ad730f-e2c1-4e05-b79d-c2a9e55cabf5
Willcock, S.
7f8480cd-6f69-4d7e-8175-63bf78147152
Woell, H.
07a5ff90-d695-402f-baa0-f2e8cec6f3be
Phillips, O.L.
fbbf2f11-9869-494d-b55a-7795bc47b64b