2. Loblolly Pine Silviculture
2.1. Aboveground Stand Production
CSF Application: Aboveground tree carbon is the easiest for silviculturists to manipulate for mitigation purposes. There can be select adaptation benefits from increased aboveground carbon.
Southern pine plantation silviculture is truly a success story in terms of increased carbon storage. Pine plantations are now considered a large carbon sink at the stand
[7][34] and landscape level
[8][35] across the commercial range of loblolly pine. This was not always the case. In the 1950s, Southern pine plantations totaled forests less than 0.8 million hectares
[9][36] with a net growing stock equal to 2900 Tg
aboveground C. Now there are over 16 million hectares of planted Southern pine and a net growing stock of 5600 Tg
aboveground C (+93%)
[1].
Site carbon storage (stem productivity) has increased due to management options that have increased site quality such as improved genetics and silviculture
[10][11][37,38]. Stem production is important because this is where the majority (~55%) of aboveground loblolly pine carbon is stored
[6]. Silvicultural stem-production effects are often additive in nature
[12][13][39,40].
2.2. Improved Genetics
CSF Application: Tree improvement has increased landscape-level carbon capture (mitigation) and increased forest resilience to potential abiotic and biotic threats (adaptation).
Planting genetically improved seedlings (1st and 2nd generation, half-sib) in the South has increased steadily since the 1960s
[14][41]. Genetically improved seedlings are products of classical breeding techniques, not genetically modified organisms (GMOs), that have been selected for superior phenotypes based around stem volume, stem form, and fusiform rust (
Cronartium quercuum f.sp. fusiforme) resistance
[15][42]. As a result, stand volume production and stand carbon storage have increased. From 1968 to 2007, genetic improvement increased loblolly pine carbon storage by 13% (9865 Tg C), compared to non-improved loblolly pine carbon storage [8765 Tg C, 41]. Production gains are predicted to continue. Third-generation full-sib seedlings (+63% volume vs. non-improved) are now operational and 17% (136 million seedlings) of the 2018 planting season were full-sib seedlings
[15][42]. Beyond production, genetic improvement has also benefited tree health. Improved seedlings have been linked to Southern pine Beetle (SPB,
Dentroctonus frontalis Z.)-resistant trees
[16][43]. Possible explanations for SPB resistance could be from increased resin flow
[17][44], lower susceptibility to storm damage
[13][40] from larger, deeper root systems
[18][45], and lower fusiform rust incidence (healthier trees,
[15][42]), potentially aided by genomic mapping efforts
[19][46]. In-turn, improved stand health has increased carbon production via decreased mortality and increased tree vigor (i.e.,
[20][47]).
2.3. Site Preparation
CSF Application: Site preparation has increased seedling survival (adaptation) and stem productivity (mitigation).
Site preparation optimizes sunlight, nutrient, and water availability to shade-intolerant loblolly pine seedlings. This results in decreased interspecific competition and increased seedling survival
[21][25]. In the Upper Coastal Plain and Piedmont, the practice has evolved from intensive mechanical practices, such as tillage and windrowing, to less-intensive chemical site preparation
[22][27], due to decreased nutrient displacement
[23][48]. Herbicide preparation treatments have increased (+10%, year six) seedling survival, compared to mechanical treatments such as burn-only and burn-chop treatments
[24][49]. Operational chemical site preparation before planting (glyphosate, imazapyr, e.g.,
[25][50]), followed by burning increased volume production through year 21 in the Upper Coastal Plain and Piedmont
[26][27][51,52]. Compared to a burn-only scenario, this translates to 56% (59.5 Mg C ha
−1) to 60% (61.1 Mg C ha
−1), dependent on application, more stem carbon storage at harvest (year 21,
[24][49]). It should be noted, mechanical preparation (sub-soiling, bedding) is still used to create adequate bare mineral soil conditions on rocky sites (e.g., Upper Gulf Region,
[28][53]) and increase soil drainage in excessively wet sites
[29][54]. Additionally, herbicide-treated seedlings have greater vigor and resistance to pest-induced mortality such as pine tip moth (
Rhyacionia spp.)
[30][55].
2.4. Herbaceous Weed and Woody Control
CSF Application: Vegetation management can increase stem carbon storage via
decreased competition for soil nutrients and increased long-lived product (mitigation).
Early (i.e., herbaceous weed control, ‘
herbaceous weed control (HWC
)’) and mid-rotation (i.e., ‘woody release’) vegetation management are two separate strategies commonly used to eliminate herbaceous and woody vegetation in favor of faster growing loblolly pine. HWC increases carbon gain early in rotation, compared to other treatments such as a woody release treatment or mid-rotation fertilization, which increases carbon later.
One common strategy is imazapyr and/or glyphosate application after planting to control herbaceous weeds
[31][57], along with sulfomethuron methyl and metsulfuron meythyl application to control early woody plant growth
[32][58]. Later in rotation, if needed, the additional application of imazapyr and/or triclopyr can be used for woody release
[33][59]. Competition control has increased stand-level stem carbon in various physiographic regions such as the Piedmont
[34][60], Lower Coastal Plain
[35][61], and the Florida Coastal Plain
[36][62]. The magnitude of treatment response can be dependent on soil drainage and nutrient pools. On some Coastal Plain sites with poor drainage and low nutrient reserves, herbicide increased stem production by 70% (46 Mg C ha
−1)
[10][37]. Well-drained Piedmont and Upper Coastal sites with higher nutrient reserves had slightly lower responses, +60% (63 Mg C ha
−1)
[24][49]. Herbicide application also leads to greater sawtimber production
[10][37], and the potential for more long-lived products (see 4.4). On a financial note, mid-rotation herbicide treatment (USD 153 ha
−1) has recently been more cost-effective than fertilization (USD 240 ha
−1) due to 1) decreased herbicide costs (−0.49% yr
−1) 2), increased fertilizer costs (+0.46% yr
−1), and current low sawtimber prices (~USD 25 ton
−1)
[37][63].
2.5. Thinning
CSF Application: Density management results in increased residual stem production, carbon storage (mitigation), and greater resistance to abiotic and biotic events (adaptation).
Thinning is a tool to remove unwanted stems and increase the growth of residual stems. In mid-rotation loblolly pine plantations, ‘thin-from-below’ is common with canopy closure, i.e., when interspecific competition and density-dependent mortality rises. Decreased stand-density (thinning) results in lower stand-level aboveground biomass (carbon)
[38][64]. Despite lower stand-biomass, thin-from-below is a production- and health-oriented strategy to ultimately increase sawtimber proportion
[39][65]. For example, in the Lower Gulf Region, in year 7 and 14, below thinning increased the average tree diameter by 45% (21.8 cm thin, 15.0 cm non-thin) by age 17
[40][66]. Additionally, Hennessey
, et al.
[41][67] found that 21-year-old non-thinned stands had approximately six-times more mortality than thinned stands. Production-wise this equates to 33% of trees in non-thinned stands classified as sawtimber, whereas 92% of trees in thinned stands can be classified as sawtimber
[41][67].
The future Southern landscape is predicted to have greater Southern pine Beetle infestation
[42][68] and more severe wind events
[43][69]. Thinning can limit stand susceptibility to such insect outbreaks and extreme weather events. Thinning has significantly decreased Southern pine beetle infestation severity
[44][70], spread
[44][70], and outbreak number
[16][43]. Speaking to weather, mid-rotation thinning can mitigate steam breakage due to extreme winds
[45][71], and in some cases, decrease mortality from ice-accumulation
[46][72]. These few examples highlight the trend that stand density management is essential for mitigating events that can limit carbon accumulation.
2.6. Fertilization
CSF Application: Nutrient amendments lead to increased aboveground carbon storage (mitigation), shorter rotation age (adaptation), and increased long-lived product (mitigation).
Fertilization has increased carbon storage across precipitation and soil texture gradients in loblolly pine’s commercial range
[7][47][48][34,73,74]. Research has established a common mid-rotation prescription of 28 kg P ha
−1 and 225 kg N ha
−1 (e.g.,
[49][75]) to increase stem production and shorten rotation age. On average, nutrient amendments can increase volume production by 60% over eight years (+0.14 Mg C ha
−1 yr
−1,
[50][76]); when fertilization follows mid-rotation, the thinning effects on diameter growth are often synergistic
[51][77]. From fertilization, net ecosystem carbon storage increased in stands located in the Upper Gulf (xeric, well-drained), Piedmont (mesic, well-drained), and Lower Coastal Plain (mesic, poorly drained) regions
[7][34]. Additional nutrient availability can typically decrease rotation age
[50][76] and increase sawtimber product proportion
[52][78]. Such additional benefits have the ability to increase stand and wood product carbon over multiple rotations
[53][79].
Fertilizer’s contribution to
greenhouse gas (GHG
) emissions is complicated since its impact is dependent on the product generated, e.g., pulpwood, sawtimber, or biomass
[54][80]. Generally, sawtimber products can accumulate and offset carbon more effectively than pulpwood products
[52][55][78,81]. Across 100-years, life-cycle-analysis (LCA) showed that sawtimber rotations with fertilization stored 135% (61 Mg C ha
−1) more carbon than pulpwood rotations with fertilization (26 Mg C ha
−1), due to a greater product lifespan, less product landfill accumulation, and increased product half-life
[53][79]. In specific circumstances, fertilization can be justified on short, bioenergy-focused rotations. If emissions savings from increased bioenergy use and reduced coal use are greater than fertilization manufacturing, there will likely be net carbon savings
[56][57][82,83]. This is especially true when pulpwood rotations, which lead to net GHG emissions, are compared to biomass rotations, which lead to net GHG reductions
[54][80].
Despite predicted increased fertilizer use
[49][75], fertilized forest area has decreased from 640 thousand ha in 1999 to 240 thousand ha in 2016
[58][84]. This has been attributed to low sawtimber prices in the late 2000s
[58][84] and lower, nuanced fertilizer prescriptions
[51][77]. As mentioned in 2.4, herbicide application is now more cost-effective.
Fertilizer application for increased stem carbon has compromises. There are environmental consequences from cradle-to-gate from fertilizer use such as increased global warming potential and eutrophication. Fertilized stands (site preparation, herbicide, thinning, plus fertilization) compared to non-fertilized (site preparation, herbicide, thinning only) can have 1331% (6.15 × 10
−2 kg C m
sawlog−3) more global warming potential and 1340% (8.30 × 10
−4 kg N eq. m
sawlog−3) more eutrophication potential
[59][56]. Though the percent increases are drastic for global warming and eutrophication potential, absolute values are low on a per sawlog basis.
2.7. Harvest
CSF Application: Net carbon storage is achieved through silviculture, harvests, and replanting (mitigation).
When clear-cut harvests are followed by replanting, there is greater overall long-term carbon accumulation compared to no-harvest scenarios
[60][85].
On average, plantation silviculture can yield 2.72 Mg C
sawlog ha
−1 yr
−1 on a 30-year rotation
[59][56]. This translates to 235 Mg C
stem needed to produce 139 Mg C
lumber or 1 m
3 of planed, dry lumber
[61][88]. In the big-picture, 100-year models indicated four consecutive loblolly pine rotations stored 542 Mg C ha
−1 between stand, wood product, and landfill pools
[62][89]. When harvests do not occur, stands can be overstocked, experience decreased growth, have increased mortality, and have decreased carbon pools
[60][85]. Compared to naturally regenerated loblolly pine stands, site preparation with planting can considerably decrease rotation age from 47 to 29 years and increase carbon storage rate from 0.47 Mg C ha
−1 yr
−1 to 1.66 Mg C ha
−1 yr
−1. Further treatments of herbaceous weed control (HWC) + thinning + fertilization can raise carbon storage to 3.51 Mg C ha
−1 yr
−1 and shorten rotation age to about 25 years. Speaking to adaptation, production-minded silviculture may decrease the risk of natural disturbances (e.g.,
[63][90]) through shorter rotation ages.
3. Timber Products
3.1. Carbon Reduction Pathways
Timber products can be leveraged to decrease atmospheric emissions
[64][86]. Compared to carbon accumulation in no-harvest scenarios, there can be greater net carbon storage when harvests occur and timber products are manufactured
[60][65][66][85,97,98]. Product type is important to consider. As mentioned in 2.6 and 2.7, sawtimber products are more effective at reducing carbon emissions than pulpwood products due to longer product lifespan, lower biogenic carbon emissions, and greater potential fossil-fuel carbon displacement. Such discrepancy brings to light the different ways timber products decrease atmospheric CO
2. Some common pathways are storage, energy, and avoidance
[65][97]. The storage pathway physically incorporates wood into products, so the wood does not rot, burn, and emit CO
2. The energy pathway displaces fossil fuel combustion with biomass combustion that results in lower net CO
2 emissions. The avoidance pathway substitutes wood products for carbon-intensive products such as steel and concrete, where less fossil fuel carbon is emitted. Timber products typically utilize a combination of storage, energy, and avoidance pathways
[65][97].
3.2. Avoidance Pathway
The avoidance pathway could be the most promising pathway due to the enormous carbon footprint of raw material procurement. Globally, material production is a substantial source of CO
2 that has trended upwards. From 1995 to 2015, global material production rose 120% from 1.4 Gt C yr
−1 to 3.0 Gt C yr
−1 [67][99]. In 2015 terms, material production represented a
quarter of global CO
2 emissions
[67][99]. Key contributors to emissions were iron and steel (31%, 0.9 Gt C yr
−1), along with cement, lime, and plaster (24%, 0.7 Gt yr
−1)
[67][99]. Clearly, simple steel, iron, and cement manufacture avoidance will result in carbon savings. This can be achieved under an increased timber-product use scenario, where the avoidance pathway controls carbon savings with storage and energy as minor carbon-saving pathways
[65][97].
Compared to iron, steel, and cement production, wood production can be considered carbon neutral. This is first supported by wood product carbon storage throughout the manufacturing process (
Figure 1) and product lifespan.
Figure 1. Biogenic carbon (temporary storage) for Southern-sourced wood products from raw material extraction through product installation. OSB = oriented strand board; LVL = laminated veneer lumber; Glulam = glue laminated lumber. Data from CORRIM Library of LCAs on Wood Products (
https://corrim.org/lcas-on-wood-products-library (accessed on 19 July 2022)
[68][100]).
Second, greater global wood production will lead to global change in supply and demand, complemented by managed forest expansion, and greater net carbon storage
[69][70][71][101,102,103]. Wood products are carbon neutral because wood carbon is eventually emitted back to the atmosphere at end-of-product-life. For Southern pine, that means the previously mentioned 255 kg C per 1 m
3 of dry lumber is a temporary biogenic carbon pool
[72][91]. Wood carbon neutrality is supported by a constant, if not increased, forest carbon storage trend in the U.S. since 1990
[73][104]. Fortunately, wood carbon release is slow if the wood product has a long lifespan
[74][75][105,106]. Wood product carbon neutrality could give importance to displaced fossil fuel carbon, which could result in substantial long-term reductions in atmospheric carbon
[60][85].
3.3. Substitution
Substitution is the amount of carbon emissions foregone from wood utilization replacing more carbon-intensive practices. Typically, substitution is mainly achieved via the avoidance pathway
[65][97]. Substitution is dimensionless, as it can be presented as units of ‘fossil-fuel carbon’ foregone per unit of ‘wood carbon’ (e.g., kg kg
−1). Generally, values greater than 0 represent carbon reduction, while values less than 0 represent greater fossil fuel carbon emissions. Values are case-specific, but meta-analyses have shown, globally, that substitution factors can often be less than 1
[76][107] or just slightly above 1
[77][108]. For example, Southern-based wood products in non-residential construction can have a substitution factor of 2.83, while similar products sourced from the Western United States have a factor of 0.60
[78][109]. This is because growth rate is one of the essential determinants for effective wood product substitution
[79][110]. As noted previously on the positive relationship between silviculture and biogenic carbon storage, production-oriented silviculture can also help to increase substitution factors.
3.4. Sawtimber Utilization
CSF Application: Sawtimber products can lead to carbon savings beyond the stand (mitigation).
Commercial forestry stores biogenic carbon through long-lived, sawtimber products (storage pathway) and avoids fossil fuel carbon emissions via displacement (avoidance pathway)
[75][80][106,111]. Compared to pulpwood products, sawtimber products have a longer lifespan (75 to 100 years
[81][112]), a longer half-life (30 to 80 years
[82][113]) and represent more products (carbon) in-use (40%) and in landfills (40%
[82][113]). Under cradle-to-installation analysis, Southeastern sawtimber products such as dimensional lumber, oriented strand board (OSB), plywood, laminated veneer lumber, glulam, and cross-laminated timber have led to substantial net-positive biogenic carbon storage. Net-carbon storage at the product level can be scaled up to net-carbon storage in residential
[81][112] and commercial
[83][114] construction. In Atlanta, GA, USA, if residential construction wood use is increased by 2%, fossil fuel carbon emissions could decrease by around 50%—a substitution factor of 2.8
[81][112]. Similarly, Southeastern commercial mass-timber buildings built with glue laminated lumber (glulam) and cross laminated timber (CLT) can result in 40% less embodied carbon than traditional concrete buildings
[83][114], due to less fossil fuel carbon emitted during manufacturing
[84][115].
3.5. Pulp and Paper Product Utilization
CSF Application: Pulp and paper products are vastly different than sawtimber products. Additional research is needed to understand how pulp and paper could increase carbon storage (mitigation).
Globally, the pulp and paper industry generates almost 2% of annual GHG emissions
[85][120]. Vast industry emissions can translate to product-level emissions, such as in freesheet and mechanical paper
[75][106]. Despite large- and small-scale carbon emissions, there are few peer-reviewed LCAs on specific Southern products such as paperboard, tissue, and market pulp. This makes direct comparisons to Southern sawtimber products problematic. Nevertheless, there are major takeaways on pulp and paper carbon. Compared to sawtimber products, pulp products have a shorter lifespan (0.5 to 50 years
[86][121]), a shorter half-life (8 to 15 years
[82][113]) and represent a smaller carbon proportion of products in use (4%) and in landfills (16%)
[82][113]. In reference to United States trends, tissue and towel products consume the largest amount of embodied carbon (469 kg C Mg
product−1) and market pulp consumes the largest amount of biogenic carbon (614 kg C Mg
product−1)
[87][122]. Unbleached paperboard (i.e., cardboard) dominates overall annual production (22.5 Tg
product yr
−1 [87][122]); thus, its production emits the most carbon per year.
3.6. Bioenergy Utilization
CSF Application: Bioenergy has capacity to lower CO2 emissions in the long-term (mitigation).
The South can utilize enormous stand productivity to displace coal-fired power plants with biomass combustion
[56][88][82,135]. In an analysis of Georgia’s bioenergy potential, pulpwood and logging residue for bioenergy was predicted to save 222 million tons of carbon emissions over 50 years when compared to a 100% coal baseline
[56][82]. However, bioenergy carbon accounting is complex. Different analyses can suggest net reductions or net emissions. Why the discrepancy? As with all analyses, different assumptions can alter predictions. The main issue is analysis scale. At the landscape level, energy generation from loblolly pine biomass, in place of coal-fired power plants, can lead to a net carbon reduction
[56][88][89][82,135,136]—especially with whole trees or additional slash harvests
[57][88][83,135]. At the stand level, the opposite has been found: wood-for-coal in the Southeast could result in net carbon emissions
[90][137].
Harvest can be an underlying mechanism to create different outcomes between landscape- and stand-level investigations. At large spatial scales, increased harvest rates or disturbances have little effect on carbon storage. Often, as one stand is harvested or disturbed, another accumulates biomass; hence, the average carbon storage across many stands does not change dramatically
[91][31]. At fine spatial scales (stand level), this is not true. Increased harvest rates will abruptly decrease and increase carbon storage in a traditional, cyclic pattern
[91][31]. For example, landscape-level silvicultural actions such as replanting
[92][93][118,138] or managed forest expansion
[69][94][101,139] will often produce favorable carbon balances
[56][82].