| Literature DB >> 26379771 |
Bruce A Diner1, Jelena Lasio2, Carl E Camp3, H David Rosenfeld3, Janine Fan1, Bradley C Fox1.
Abstract
BACKGROUND: Fine milling of dry lignocellulosic biomass, without prior chemical pretreatment, can produce a high percent theoretical yield of sugars during subsequent enzymatic saccharification. However, the high sugar yields, necessary for a commercial biofuels process, are costly, with the milling energy input, necessary to achieve such yields even exceeding the energy content of the biomass. In this study, we show that low moisture gaseous ammonia pretreatment of switchgrass, in advance of the milling step, significantly reduces the milling energy required to give high sugar titers.Entities:
Keywords: Attritor milling; Ball milling; Gaseous ammonia; Lignocellulosic biomass; Pretreatment; Switchgrass
Year: 2015 PMID: 26379771 PMCID: PMC4570525 DOI: 10.1186/s13068-015-0315-y
Source DB: PubMed Journal: Biotechnol Biofuels ISSN: 1754-6834 Impact factor: 6.040
Composition of switchgrass samples
| Lot | UT-2 untreated (%) | UT-4a untreated (%) | UT-4b untreated (%) | UT-4b after 150–160 °C, 1 h with 10 wt% NH3 (%) | UT-5 untreated (%) |
|---|---|---|---|---|---|
| Glucan | 37.61 ± 1.43 | 36.29 ± 0.19 | 34.10 ± 0.62 | 33.76 ± 0.38 | 35.95 ± 0.96 |
| Xylan | 25.67 ± 1.50 | 22.75 ± 0.95 | 20.52 ± 0.35 | 20.86 ± 0.20 | 24.53 ± 0.28 |
| Arabinan | 3.00 ± 0.12 | 2.77 ± 0.10 | 2.75 ± 0.19 | 3.03 ± 0.19 | 2.92 ± 0.10 |
| Lignin | 23.4 | 19.5 | 17.6 | 18.29 | 18.3 |
Compositional analyses of treated and untreated switchgrass samples were carried out as described in the “Methods” section and are expressed as percent of dry matter. The variation is the standard deviation of three or more measurements
Fig. 1Monomeric glucose (left) and xylose (right) saccharification yields as a function of milling time. Five grams of UT-2 spring-harvested 1-mm knife-milled switchgrass was milled at room temperature using 200 g of 0.25″ stainless steel beads in a 125-mL plastic bottle at an end-to-end rotation speed of 83 rotations/min. Saccharification was performed for the indicated times (in hours) in 50 mM citrate buffer, pH 4.9 with Accellerase 1500 (25 mg protein/g glucan) + a beta xylosidase cocktail (16.6 mg protein/g xylan) at 47 °C using a 14 % solids loading. At 120 h, of saccharification, both the monomeric and the monomeric plus oligomeric (total) sugar yields are indicated
Fig. 2Left monomeric glucose and xylose yields at 72 h of saccharification of ball-milled switchgrass from Fig. 1 compared to the median particle size as a function of the ball milling time. Saccharification was carried out as in Fig. 1. Right monomeric glucose and xylose yields at 72 h of saccharification of ball-milled switchgrass from Fig. 1 compared to the surface area as a function of the ball milling time. Saccharification was carried out as in Fig. 1
Particle size, surface area, and crystallinity of milled and unmilled switchgrass samples
| Sample | Particle size ( | Surface area (m2/g) | CrI (%) | Coherent domain size (nm) |
|---|---|---|---|---|
| KM UT-2 no pretreatment | 600 | 1.34473 | 62.9 | 3.1 |
| Plus ball milling 1 day | 42.4 | 2.42792 | 62.7 | 3.4 |
| Ball milling 2 days | 36.9 | 3.56033 | 56.3 | 3.1 |
| Ball milling 3 days | 23.9 | 4.54339 | 48.2 | 2.7 |
| Ball milling 4 days | 16.7 | 4.52749 | 32.3 | 2.3 |
| Ball milling 6 days | 13.57 | 3.51319 | 1.4 | |
| Ball milling 10 days | 13.2 | 2.94745 | 1.3 | |
| KM UT-4b no pretreatment | 600 | ND | 61.1 ± 1.9 | 3.23 ± 0.15 |
| KM UT-4b treated with gaseous NH3, 150–160 °C, 1 h | 600 | ND | 71.0 ± 3.9 | 3.95 ± 0.07 |
| Plus 5 min in Union Process SD-1 attritor mill | 30.2 | ND | 59.5 | 3.5 |
| Attritor milling for 10 min | 19.0 | ND | 55.4 | 3.1 |
| Attritor milling for 15 min | 17.8 | ND | 50.4 | 3.0 |
| Attritor milling for 20 min | 13.55 | ND | 32.0 | 2.7 |
| Attritor milling for 30 min | 16.4 | ND | 21.6 | 2.2 |
| Attritor milling for 60 min | 18.9 | ND | 2.2 | 1.7 |
| NH3-treated KM UT-4b plus 2 passages through Kemutec 5H Universal Pin Mill | 84 | ND | 73.6 | 3.9 |
| NH3-treated KM UT-4b plus jet milling in Fluid Energy Model 4 Microjet | 23.4 | ND | 70.0 | 3.8 |
| NH3-treated KM UT-4b plus passage through Hosokowa 2ACM Air-classifier mill | 22.03 | ND | 66.7 | 3.5 |
Particle size, surface area, crystallinity index (CrI) and coherent domain size of 1-mm knife-milled (KM) switchgrass subjected to further fine milling with and without 150–160 °C, 1 h, 10 wt% ammonia pretreatment. The variation is the standard deviation of two measurements
Fig. 3a, b and c Monomeric glucose and xylose yields at 72 h of enzymatic saccharification of ball-milled switchgrass from Fig. 1 compared to the coherent domain size determined by wide-angle X-ray diffraction. In figures a, b and c the coherent domain size is plotted to the first, second and third powers, respectively. The numbers above the plotted points are the ball milling times in days. Saccharification was carried out as in Fig. 1. The size of the symbols are representative of the standard deviations on both axes
Fig. 4Monomeric sugar yields as a function of ball milling time with ¼″ stainless steel beads for 1-mm knife-milled untreated and treated UT-4a switchgrass (10 wt% gaseous NH3, 160 °C, 1 h) and 1-mm hammer-milled UT-4a switchgrass treated (20 wt% gaseous NH3) at room temperature, 9 days and then 1-mm knife-milled. The data points are fit with exponential rise curves. Saccharification for 72 h was carried out as in Fig. 1 except that the buffer concentration was 100 mM Na citrate, pH 4.9 and enzyme concentrations were 28 mg Accellerase® 1500/g glucan and 21.5 mg beta xylosidase cocktail/g xylan at a solids loading of 14 %
Kinetics of increase in monomeric sugar yields as a function of milling time
| Switchgrass sample | Sugar | Rise time ( |
|---|---|---|
| Untreated | Glucose | 26.8 |
| Untreated | Xylose | 31.4 |
| 10 % NH3, 160 °C, 1 h | Glucose | 4.66 |
| 10 % NH3, 160 °C, 1 h | Xylose | 3.75 |
| 20 % NH3, RT, 9 days | Glucose | 6.11 |
| 20 % NH3, RT, 9 days | Xylose | 5.95 |
Exponential rise times (t 1/2) in 72-h saccharification yields as a function of ball milling time for gaseous ammonia-treated (160 °C and room temperature) and untreated UT-4a switchgrass (from Fig. 4)
Fig. 5Comparison of monomeric glucose (left) and xylose (right) yields at 14 and 25 % solids loading after 72 h saccharification as a function of milling time using ¼″ stainless steel beads for the ammonia-treated samples of Fig. 4. Saccharification was carried out as in Fig. 4
Fig. 6Percent of theoretical sugar yields (top) and concentration of sugars (bottom) as a function of attritor milling time for glucose (left) and xylose (right) monomers and oligomers. Knife-milled (1 mm) fall-harvested UT-4b switchgrass was treated with gaseous ammonia at 150–160 °C for 1 h and milled in an attritor mill for 5, 10, 15 and 60 min (1/4″ spherical stainless steel beads, 40 lbs./500 g biomass). The samples were then saccharified using an enzyme consortium, Accellerase® DUET at 28 mg protein/g glucan + xylan for the indicated times. The unmilled sample was saccharified using an enzyme consortium with the same components as Accellerase® DUET. This formulation gave the same saccharification yields for glucose and xylose in the milled samples, within 5 % absolute, as the actual Accellerase® DUET All yields are monomeric except for the brown bar which is the total soluble sugar (monomer + oligomer) at 120 h of saccharification. The saccharification was performed at a solids loading of 25 %
Fig. 7Comparison of the 72 h monomeric glucose and xylose saccharification yields from Fig. 6 with the d 50 particle size, determined by light scatter, as a function of attritor milling time
Fig. 8a, b and c Monomeric glucose and xylose yields at 72 h of enzymatic saccharification of gaseous ammonia and subsequently attritor-milled switchgrass from Fig. 6 compared to the coherent domain size determined by wide-angle X-ray diffraction. In figures a, b and c, the coherent domain size is plotted to the first, second and third powers, respectively. The numbers above the plotted points are the attritor milling times in hours. Saccharification was carried out as in Fig. 6. The size of the symbols are representative of the standard deviations on both axes
Saccharification yields, milling energy and energy efficiency of milled switchgrass samples at different enzyme loadings
| Sample 7 mg enzyme/g (glucan + xylan) | Energy input during fine milling (MJ/kg) | Monomeric + oligomeric | Glucose mass yield (kg/kg biomass) | Energy efficiency (glucose mass yield/energy input) (MJ/kg) | Monomeric + oligomeric Xylose % theor. yield | Xylose mass yield (kg/kg biomass) | Energy efficiency (xylose mass yield/energy input) (MJ/kg) | Energy efficiency (glucose + xylose mass yield/energy input) (MJ/kg) |
|---|---|---|---|---|---|---|---|---|
| Union process attritor mill, 5 min | 0.958 | 61.75 | 0.2334 | 0.244 | 81.13 | 0.1874 | 0.196 | 0.439 |
| Hosokowa 2ACM Air-classifier mill | 1.801 | 55.81 | 0.2110 | 0.117 | 74.56 | 0.1722 | 0.0957 | 0.213 |
| Fluid energy model 4 microjet, jet mill | 5.40 | 57.06 | 0.2157 | 0.0399 | 75.74 | 0.1750 | 0.0461 | 0.0886 |
| Kemutec 5H universal pin mill, 2 passages | ND | 53.57 | 0.2025 | 74.88 | 0.1730 | |||
| NH3-treated unmilled | NA | 49.58 | 0.1874 | 59.61 | 0.1377 | |||
| Sample 14 mg enzyme/g (glucan + xylan) | ||||||||
| Attritor mill | 0.958 | 81.77 | 0.3091 | 0.323 | 91.81 | 0.2121 | 0.221 | 0.544 |
| Air-classifier mill | 1.801 | 70.62 | 0.2669 | 0.148 | 83.18 | 0.1921 | 0.1068 | 0.255 |
| Jet mill | 5.40 | 66 | 0.2495 | 0.0462 | 74.11 | 0.1712 | 0.0319 | 0.0779 |
| Pin mill, 2 passages | ND | 59.69 | 0.2256 | 73.46 | 0.1697 | |||
| NH3-treated unmilled | NA | 57.09 | 0.2158 | 63.07 | 0.1457 | |||
| Sample 28 mg enzyme/g (glucan + xylan) | ||||||||
| Attritor mill | 0.958 | 82.57 | 0.3121 | 0.326 | 87.36 | 0.2018 | 0.211 | 0.537 |
| Air-classifier mill | 1.801 | 79.83 | 0.3018 | 0.168 | 87.65 | 0.2025 | 0.112 | 0.280 |
| Jet mill | 5.40 | 76.31 | 0.2885 | 0.0534 | 85.23 | 0.1969 | 0.0365 | 0.0899 |
| Pin mill, 2 passages | ND | 72.54 | 0.2742 | 79.36 | 0.1833 | |||
| NH3-treated unmilled | NA | 61.89 | 0.2339 | 64.21 | 0.1483 | |||
Saccharification yields and milling energies for milling trials on UT-4b NH3-treated (150–160 °C, 1 h) switchgrass. Each of the samples was saccharified at a 25 % solids loading for 120 h with three different concentrations of Accellerase® DUET at 7, 14 and 28 mg protein/g (glucan + xylan). The sugar yields are based on soluble monomer plus oligomer
Fig. 9Comparison of saccharification yields as a function of the moisture content (8, 18 and 28 %) of UT-5 switchgrass during 10 wt% gaseous ammonia treatment (150–160 °C, 1 h). All of the UT-5 samples were attritor-milled for 8.5 min in a Union Process S-1 attritor mill. Each of the samples was saccharified at a 25 % solids loading for 120 h with three different concentrations of Accellerase® DUET at 6.25, 12.5 and 25 mg protein/g (glucan + xylan). The saccharification yields are based on the total soluble monomer and oligomeric glucose and xylose
Total energy input, saccharification yield and energy efficiency of grinding, chemical pretreatment and subsequent milling
| Sample and pretreatment method | Total energy input of initial size reduction + chemical treatment + milling (MJ/kg) | Glucose mass yield (kg/kg biomass) | Energy efficiency (glucose mass yield/energy input, kg/MJ) | Other reducing sugars mass yield (kg/kg biomass) | Energy efficiency (other reducing sugar mass yield/energy input, kg/MJ) | Energy efficiency (total sugar mass yield/energy input, kg/MJ) [normalized to 65 % carbohydrate equivalent] |
|---|---|---|---|---|---|---|
| Switchgrass, 10 wt% gaseous ammonia + attritor millingi | 2.012 (DM = 93 %) | 0.309 (total soluble)b | 0.154 | 0.242 (total soluble xylose + arabinose) | 0.120 (xylose + arabinose) | 0.274 [0.280] (total soluble sugars) |
| Switchgrass, extrusion and microwave treatmenta,j | 900 for microwave alone | 0.199c | 2.21 × 10−4 | 0.1744 | 0.194 × 10−4 | 4.14 × 10−4 |
| Steam explosion (Spruce)k | 1.977f (L/S = 1) | 0.346d (monomeric) | 0.175 | h | [0.260] (monomeric sugars) | |
| Organosolv (Lodgepole pine)l | 2.687f (L/S = 7) | 0.347e (monomeric) | 0.129 | h | [0.187] | |
| SPORL (Spruce)m (Lodgepole pine)o | 1.863f (L/S = 3) | 0.372d (monomeric) | 0.200 | h | [0.350] (size reduction energy 150 kW-h/ton) | |
| Wheat straw without chemical pretreatmentn | 2.149 g (L/S = 0.2) | 0.118 | 0.0549 | 0.058 | ||
| Wheat straw with 5 % w/w NaOH dilute pretreatmentn | 2.867 g (L/S = 5) | 0.332 | 0.116 | 0.181 | ||
| Wheat straw with 5 % w/w NaOH “dry” pretreatmentn | 1.307 g (L/S = 0.2) | 0.32 | 0.245 | 0.212 | ||
| Wheat straw with 5 % w/w NH3 “dry” pretreatmentn | 1.620 g (L/S = 0.2) | 0.14 | 0.0864 | 0.071 |
The current process on switchgrass is compared to literature processes for which total energy inputs, saccharification yields and energy efficiencies have been calculated. The total energy input for all processes includes that required for grinding, chemical pretreatment and subsequent milling
aPolysaccharide composition assumed to be the same as in current paper
bEnzymatic hydrolysis at 25 % solids loading
cEnzymatic hydrolysis at 10 % solids loading
dEnzymatic hydrolysis at 2 % solids loading
eEnzymatic hydrolysis at 2 % cellulose loading
fAssumes thermal energy recovery of 50 % for thermal processes
gEnergy calculations are net (power with biomass minus power without biomass) for centrifugal and ball milling
hAssumed to be recoverable from pretreatment stream
iCurrent work
jKarunanithy et al. [54]
kSöderström et al. [48] and Zhu et al. [20]
lPan et al. [49] and Zhu et al. [20]
mZhu et al. [20], SPORL (Sulfite Pretreatment to Overcome Recalcitrance of Lignocellulose)
nBarakat et al. [22]
oZhu et al. [50]