{"id":"westfall-2024-pinus-taeda-planted-agb-large","source":{"id":"westfall-2024","citation":"Westfall, J.A., Coulston, J.W., Gray, A.N., Shaw, J.D., Radtke, P.J., Walker, D.M., Weiskittel, A.R., et al. (2024). A national-scale tree volume, biomass, and carbon modeling system for the United States. Gen. Tech. Rep. WO-104. Washington, DC: USDA Forest Service. 37 p.","title":"A national-scale tree volume, biomass, and carbon modeling system for the United States","authors":["Westfall, J.A.","Coulston, J.W.","Gray, A.N."],"year":2024,"venue":"USDA Forest Service General Technical Report WO-104","doi":"10.2737/WO-GTR-104","url":"https://doi.org/10.2737/WO-GTR-104","read_url":"https://research.fs.usda.gov/download/treesearch/66998.pdf","access":"open","checked_at":"2026-11-03","status":"current","notes":"The National Scale Volume and Biomass (NSVB) framework. FIA's NSVB page (research.fs.usda.gov/programs/fia/nsvb) says the models were released in FIADB on 30 September 2023 and replace the former Component Ratio Method (CRM); the GTR itself still calls CRM the current implementation. Read: May 2024 GTR, slightly revised February 2026. Models are fitted by species (or species group) within FIA ecodivision, with D in inches at 4.5 ft, H in feet, output in cubic feet or pounds; four candidate model forms (Schumacher-Hall, segmented, continuously variable, modified Wiley), plus a modified Schumacher-Hall with wood specific gravity for Jenkins groups and a volume-ratio model. Coefficients live in supplemental CSV tables S1a–S9b (S10 holds carbon fractions, S11 crown ratios, S12–S20 fit statistics), file WO-GTR-104-Supp1.zip (doi:10.2737/WO-GTR-104-Supp1, which resolves to https://www.fs.usda.gov/research/publications/gtr/gtr_wo104/WO-GTR-104-Supp1.zip). Read from the official zip (sha256 8db6438f…c1808927), downloaded by hand from fs.usda.gov on 2026-11-03 because the site returns HTTP 403 to scripted requests. Captured from it: every species, genus and species-by-ecodivision row of tables S1a (total stem wood volume inside bark), S7a (branches), S8a (total AGB without foliage) and S9a (foliage), with n and DBH range from scorecards S13 and S19. Left out: the Jenkins-group tables (S1b–S9b, model 5 needs wood specific gravity per tree), bark, outside-bark and merchantable volume (S2–S5), bark biomass (S6), SPCD 999 (unknown tree), and division rows that repeat the species-level row exactly. The worked examples (Douglas-fir 240, red maple, white oak M220) keep the GTR's 12-digit coefficients, which round to the supplement's values; Example 2's red maple tree is in M210, but the supplement has no M210 red maple row, so those records are species-level. Third-party copies of the supplement tables on GitHub (mbrussell/NSVB, silvxlabs/nsvb) are rounded, some to 3 significant digits, and aren't the Forest Service file: tips only, no numbers taken from them. AGB here excludes foliage and is the gross 'AGBPredicted' before cull/broken-top reductions and harmonization with components."},"name":"NSVB loblolly pine (planted stands), species-level (all ecodivisions): total aboveground biomass (without foliage), segmented model (Eq. 2), D ≥ 9 in (22.86 cm)","output":{"quantity":"agb","excludes":["foliage"]},"expression":"0.45359237 * 0.078468409 * 9^(1.688933865 - 2.157576692) * (D/2.54)^2.157576692 * (H/0.3048)^1.157707856","published":{"expression":"0.078468409 * 9^(1.688933865 - 2.157576692) * DBH^2.157576692 * HT^1.157707856","units":{"DBH":"in","HT":"ft"},"variables":{"DBH":"D","HT":"H"},"output_unit":"lb"},"taxon":{"level":"species","name":"Pinus taeda","family":"Pinaceae","group":"conifer"},"region":{"scope":"national","countries":["US"],"place":"United States, species-level fit (NSVB uses it wherever table S8a has no row for the tree's ecodivision)","biomes":["subtropical","montane"]},"stand":"plantation","fit":{"dbh_min_cm":22.86,"method":"NSVB segmented model (Eq. 2), coefficients for SPCD 131 (species-level row, no DIVISION), STDORGCD 1 from table S8a; fitted with weighted regression to destructively sampled trees"},"evidence":[{"field":"expression","quote":"131,,1,2,0.078468409,,1.688933865,2.157576692,1.157707856,","locator":"Table S8a (Table S8a_total_biomass_coefs_spcd.csv, WO-GTR-104-Supp1), columns SPCD,DIVISION,STDORGCD,model,a,a1,b,b1,c,c1"},{"field":"expression","quote":"yi = a × Di^b × Hi^c + εi; Di < k / yi = a × k^(b−b1) × Di^b1 × Hi^c + εi; Di ≥ k","locator":"Eq. 2, p. 2"},{"field":"published.units","quote":"Di is diameter (inches) at breast height (4.5 feet), Hi is total tree height (feet)","locator":"Methods, Model development, p. 2"},{"field":"published.output_unit","quote":"units for volume and biomass predictions are cubic feet and pounds, respectively","locator":"Examples of tree-level calculations, p. 8"},{"field":"taxon","quote":"131,loblolly pine,N,Pinus,taeda,,,Pinus taeda","locator":"FIADB REF_SPECIES.csv (FIA DataMart), columns SPCD,COMMON_NAME,SHARED_COMMON_NAME_IND,GENUS,SPECIES,VARIETY,SUBSPECIES,SCIENTIFIC_NAME: the species codes the NSVB tables use"},{"field":"output.excludes","quote":"total aboveground biomass (without foliage)","locator":"Methods, Model development, p. 4"},{"field":"expression","quote":"k is a set segmentation point that is 9.0 inches for softwoods (SPCD<300) and 11.0 inches for hardwoods (SPCD≥300)","locator":"Methods, Model development, p. 2"},{"field":"stand","quote":"stand origins for planted (stand origin code (STDORGCD) = 1) and natural (STDORGCD = 0) stands may be fitted separately","locator":"Methods, Model development, p. 3"},{"field":"region","quote":"If a species occurs in an ecodivision not explicitly listed, the entry having no ecodivision noted is used.","locator":"Results, p. 6"}],"check":[{"inputs":{"D":38.1,"H":25.908},"expected":750.537,"origin":"computed","note":"computed from the published form at D = 15 in, H = 85 ft, converted to cm, m and kg"}],"verification":"original_read","checked_at":"2026-11-03","notes":"Output is gross AGB without foliage (AGBPredicted), before NSVB's cull and broken-top reductions and harmonization with components. DBH is measured at 4.5 ft (1.37 m). Paper units: in, ft, lb; expression converts D cm→in (/2.54), H m→ft (/0.3048) and lb→kg (×0.45359237). The scorecards don't split loblolly and slash pine by stand origin, so n and DBH range are left out. The DBH lower limit is the segmentation point k, not a data range. Upper branch of the segmented model; pair with westfall-2024-pinus-taeda-planted-agb-small. Species-level row: NSVB applies it in every ecodivision that has no row of its own for this species in this table. Table S8a also lists these exact coefficients under DIVISION 230; this record stands for that row too."}