Mixed Feedstock Approach to Lignocellulosic Ethanol Production—Prospects and Limitations
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Lignocellulosic ethanol is a promising alternative to fossil-derived fuels because lignocellulosic biomass is abundant, cheap and its use is environmentally friendly. However, the high costs of feedstock supply and the expensive processing requirements of lignocellulosic biomass hinder the development of the lignocellulosic biorefinery. Lignocellulosic ethanol production so far, has been based mainly on single feedstocks while the use of mixed feedstocks has been poorly explored. Previous studies from alternative applications of mixed lignocellulosic biomass (MLB) have shown that their use can bring about significant cost savings when compared to single feedstocks. Although laboratory-scale evaluations have demonstrated that mixed feedstocks give comparable or even higher ethanol yields compared to single feedstocks, more empirical studies are needed to establish the possibility of achieving significant cost savings in terms of pre-biorefinery logistics. In this review, some potential benefits of the use of MLB for ethanol production are highlighted. Some anticipated limitations of this approach have been identified and ways to surmount them have been suggested. The outlook for ethanol production from MLB is promising provided that revolutionary measures are taken to ensure the sustainability of the industry.
KeywordsBioethanol Biofuel Bioprocessing Biorefinery Mixed substrates Lignocellulosic biomass
Problems associated with the use of fossils as sources of fuels have positioned biofuels as viable alternatives. This is evident in the exponential increase in the consumption of biofuels in recent times . Such problems include environmental concerns (global warming), depleting oil reserves, fluctuating oil prices and regional conflicts over resource control (e.g. Nigeria and South Sudan) [1, 2, 3]. The use of biofuels can overcome these problems as well as encouraging socio-economic development of rural communities . Bioethanol is the most utilized non-fossil fuel for transportation globally. It can serve as an additive or substitute to gasoline and it is well-suited for automobile engines [4, 5]. Additionally, bioethanol has other varied uses which make it a highly valuable commodity. It can be used in domestic cooking as ethanol gels , in fuel cells , for hydrogen production and as a precursor for other chemical commodities .
Current commercial production of bioethanol is primarily based on sugar and starch crops (first-generation feedstock) . The use of such feedstock is considered unsustainable due to competition with land and water, which are meant for food production; and unethical due to the controversial role in causing increase in food prices. Second-generation feedstocks in the form of lignocellulosic biomass are sustainable and fair alternatives because they are cheap, abundant and they do not exert undue pressure on land and food . Lignocellulose is composed of cellulose and hemicellulose carbohydrate polymers which are held together by lignin. The sugar monomers present in the carbohydrate polymers can be converted into ethanol via fermentation after hydrolysis using chemicals or cellulolytic and hemicellulolytic enzymes . Lignocellulosic biomass is widely available in the form of agricultural residues, wood and forest residues, dedicated energy crops and grasses, industrial wastes and organic component of municipal solid wastes . Since most of these materials are regarded as waste, utilizing them for ethanol production is a means of relieving the environment of potential hazards. Moreover, their use in ethanol production has a lower net energy balance and lower greenhouse gases emissions and they are adaptable for use on marginal lands which are not suitable for food crops [9, 10]. Additionally, only lignocellulosic ethanol has the potential to be produced and consumed sustainably under socio-economic considerations .
Logistics issues. Harvesting, collection, pre-processing, storage and transportation, which all precede the arrival of the feedstock at the biorefinery gate, affect the cost and availability of the raw materials . Typical logistics costs of biomass were estimated as US$19–35 for collection of biomass in various forms, about US$31 for pellet production and approximately US$6 per ton per kilometre for truck and US$17 per ton per kilometre for rail transportation . According to another study , these handling and transportation activities may constitute up to 20–50 % of biomass delivered costs.
Intrinsic characteristics. The low bulk density of lignocellulosic biomass makes its handling, processing and transportation inefficient, thus creating the need for additional costs . This is also responsible for low product yields of lignocellulosic ethanol as the material is not entirely composed of the desired utilizable components (cellulose and hemicellulose) . The recalcitrant nature of lignocellulose also necessitates the use of harsh and expensive pretreatment conditions, which are followed by hydrolysis with expensive hydrolytic enzymes (cellulases). Furthermore, most lignocellulosic biomass materials are nutritionally deficient since they are wastes that are generated after the main nutritious parts of the plants are removed. This means that there would be need for nutrient supplementation when these materials are used as substrates in fermentation processes .
Extraneous factors. These include other competing uses for the biomass (silage, domestic fuel, boiler fuel, soil enhancement, paper industry, etc.) . Fluctuating weather conditions also result in seasonal availability of biomass which disrupts steady supply of feedstock for biorefinery operations. Figure 1 summarizes the important factors affecting the utilization of lignocellulosic biomass for bioethanol production.
The primary challenge to the success of lignocellulosic ethanol is that of ensuring a consistent and cost-effective supply of the feedstock to the biorefinery. For lignocellulosic ethanol production to be viable, continuous supply of biomass feedstocks at a reasonable cost must be guaranteed. These feedstocks are of diverse types and they vary according to their chemical composition, geographic location and different weather conditions, and varied harvest, storage and processing methods [16, 17, 18]. Unfortunately, given the seasonal availability of agricultural biomass, the year-round supply of any single feedstock type is not feasible. Therefore, for the biorefinery to be profitable and viable, it must be able to efficiently convert these mixed feedstock streams into ethanol at any point in time. This would require a revisit and improvement of the present technology which is predominantly based on single feedstock utilization. Previous literature on lignocellulosic ethanol has focused mainly on single feedstock conversion while the utilization of multiple substrates has received very little attention.
This review aims to draw attention to the potential benefits and possible limitations regarding the mixed biomass approach to lignocellulosic ethanol production. Analysis of relevant literature is presented and relevant gaps are identified. Ways of overcoming the anticipated challenges and improving mixed lignocellulosic biomass (MLB) processing for ethanol are also suggested.
Mixed Biomass Concept
The mixed biomass system has actually been applied for the production of other types of commodities besides ethanol. MLB have been investigated for the production of biohydrogen [19, 20], biogas/methane [21, 22, 23], polyhydroxyalkanoates [24, 25], microbial enzymes [25, 26, 27] and some power, heat, and cooling applications [13, 28, 29, 30, 31]. Biomass has also been used in combination with coal for power generation solely [32, 33], and for combined heat and power (CHP) systems . However, just as it is in the case of ethanol, the number of studies utilizing mixed biomass in these examples is few when compared to single biomass applications. This shows that adoption of MLB across these applications has the potential of improving the biorefinery concept in general.
Criteria for Selection and Types of Biomass Mixture Combinations
Generally, the relative abundance of any particular biomass in a location dictates its choice of selection for use. There are, however, many other considerations that could influence the choice of biomass components to be chosen. Most of these considerations all boil down to the issue of cost as any feedstock combination would be selected in order to increase yield, productivity and general process efficiency, which are all aimed at cost reduction. A good example is the selection of mixture components based on the need to avoid extra nutrient supplementation or detoxification of the mixture hydrolysate during downstream processing such as microbial fermentation. Such biomass components would have sufficiently high amounts of essential nutrients such as nitrogen, sugars and other complex nutrients which reduce the need for the addition of expensive supplements such as urea [35, 36, 37]. The combination of different biomass hydrolysates in a mixture may result in lowering the concentration of inhibitors thereby reducing the need for expensive chemical detoxification process . The ultimate choice of mixture components may be influenced by the concession for higher yield and concentration of ethanol as seen in the supplementation of lignocellulosic feedstock with starch-based components [33, 36, 37]. Another consideration is the proximity of the component feedstock to each other and to the point of collection or processing facility. In this case, feedstock which are available at the same location may be given preference over those that are farther away. The ease of collection would make the logistics easier and could bring about eventual cost savings. This case is exemplified in the use of forest biomass mixtures for the production of fermentable sugars for ethanol and other end-products . Similarly, substrates with similar characteristics are also preferred for combination than those with contrasting characteristics due to the ease of processing using the same equipment . Lastly, feedstock that are cheap and abundant can also be given preference in spite of other technical considerations due to the overall economic viability . Whatever criteria the selection is based upon, the characteristics of the feedstock which may affect their upstream/downstream processing must be taken into consideration. For the process to be feasible, the costs of harvesting, collection, handling and transportation of each feedstock must not be too high. Thus, the criteria must take into consideration the technical and economic feasibility of utilizing mixed feedstock.
Feedstock mixture combinations across various categories of biomass
Biomass feedstock mixture combination
Mixture of feedstock from different plants
Bark-rich sawmill residues
Rice straw + wheat bran
Sugar cane bagasse + wheat bran
Mustard stalk and straw + wheat bran + rice straw
Oil palm empty fruit bunch + oil palm frond + rice husk
Mixture of feedstock from same plant
Second-generation feedstock mixture from same plant
Sugarcane bagasse + sugarcane straw
Wheat bran + wheat straw
Integration of second-generation feedstock with first-generation feedstock from same plant
Wheat straw + wheat meal
Corn cob furfural residue + corn kernel starch
Barley straw + barley grain
Whole biomass utilization
Sugarcane straw + bagasse + tops
Second-generation feedstock mixtures
Agricultural residue + forest residue + grass
Corn stover + switch grass + lodge pole pine + eucalyptus
Forest residue + grass
Aspen + balsam + switch grass
Aspen/basswood/red maple/balsam + switch grass
Agricultural residue + forest residue
Sawdust of rubber wood + mixed hardwood + oil palm trunk
Grass + legume
Clover + ryegrass
Municipal solid wastes + agricultural residue
Municipal solid wastes + wheat straw
Municipal solid wastes/mixed solid wastes
Integration of second-generation with first-generation feedstock
Spruce chips + wheat flour hydrolysate
Ethanol Production from MLB
Studies utilizing MLB for ethanol production
Sugarcane bagasse and ricotta whey
SSF; Kluyveromyces marxianus CCT 7735
Separate; acid (bagasse)
Optimization of ethanol production
49.65 g/L highest ethanol yield at optimum conditions
Waste copier paper and wheat straw
SSF; S. cerevisiae NCYC 2826
Combined; steam explosion
Effect of paper as co-substrate on pretreatment and ethanol production
Reduction in inhibitor levels; higher ethanol yield after 24 h
Municipal solid waste
SHF; S. cerevisiae
Ethanol production on MSW from different locations
Maximum ethanol conc. 0.15 g/L
Wood wastes, wheat straw, waste papers
SHF; S. cerevisiae
Combined; acid-assisted steam explosion
Effect of pretreatment on ethanol production
80 % (of theoretical) ethanol yield
Clover-grass and wheat
SSF; commercial yeast
Combined; wet oxidation
Effect of mixture proportion on ethanol yield
85:15 straw and clover-grass proportion gave highest ethanol yield (80 % of theoretical)
Spruce chips and wheat flour hydrolysate
SHF, S. cerevisiae ATCC 96581
Separate; acid (spruce), commercial amylase and amyloglucosidase (wheat)
Effects of medium supplementation and cell retention methods on ethanol production
Additional supplementation with ammonium sulphate and biotin promoted hexose utilization compared to wheat hydrolysate supplementation only; immobilization supported higher ethanol production
Cassava residues (CR) and furfural residues (FR)
SSF; S. cerevisiae
Separate; heat liquefaction, commercial amylase and glucoamylase (CR)
Effect of mixture ratios and substrate conc. on ethanol production
CR/FR = 2:1 and 12 % substrate concentration produced highest ethanol yield (71.7 % of theoretical)
Wheat straw and wheat meal
SSF; ordinary baker’s yeast
Separate; steam (wheat straw), liquefaction and pre-saccharification with commercial enzymes (wheat meal)
Effect of substrate combination on ethanol production
Mixture gave higher ethanol yield (% theoretical, 99 %) than pretreated straw (68 %) or pre-saccharified wheat meal (91 %) only
Wheat straw and wheat meal (saccharified, SWM or fermented, FWM)
SSF (baker’s yeast), SSCF (S. cerevisiae KE6–12)
Separate; steam (wheat straw), liquefaction and saccharification (wheat meal), fermentation (wheat meal)
Effect of wheat meal supplementation type, process configuration, and fermentation mode on ethanol production
SSF with SWM gave highest ethanol yield compared to other modes studied
Rice hull (RH) and cotton stalk (CS)
SHF; E. coli KO11
Effect of single vs. various substrate combinations on ethanol production
70 % RH, 30 % CS gave highest ethanol yield (0.44 g ethanol/g sugar)
Clover and rye grass
SSF; S. cerevisiae and Mucor indicus CCUG 22424
Combined; wet oxidation
Effect of pretreatment on ethanol production from un-supplemented medium by yeast and mould
86–88 % cellulose conversion; additional nutrient supplementation not necessary for ethanol production
Municipal household waste and wheat straw
SSF; S. cerevisiae
Combined; wet oxidation
Effect of pretreatment parameters and enzyme loadings on ethanol production
60–65 % ethanol yields obtained at conditions studied and with moderate enzyme loadings
Sugarcane residues (bagasse, straw and hops)
SHF; S. cerevisiae CAT-1
Ethanol production on single vs. mixed substrates; effect of sugarcane variety of ethanol production
25 % higher ethanol yield on mixture compared to bagasse only; sugarcane variety not a significant factor
Advantages of MLB Approach to Ethanol Production
A lot of improvements in feedstock supply logistics and conversion technologies can be realized when mixed feedstock are used in the biorefinery. Additionally, this approach could also have positive environmental impacts. These improvements may bring about cost reductions in the utilization of lignocellulosic biomass since the main obstacles to lignocellulose bioprocessing are related to logistics and conversion processes . Generally, there is scarcity of literature regarding the cost benefits of the MLB approach. The few that are available only focused on the upstream logistics of MLB use and for other applications besides ethanol production. Although the feasibility of MLB use for ethanol production has been demonstrated at the laboratory scale, there are currently no empirical studies that focused on the possible cost benefits. Notwithstanding, since upstream processes such as transportation are peculiar to most lignocellulosic applications, the lignocellulosic ethanol biorefinery may also derive some of the benefits that are obtainable in these stages. The advantages of MLB use can be categorized into three and they are discussed in the following sections.
Improved Logistics and Associated Cost Reductions
When multiple feedstocks are incorporated into existing single feedstock-based biorefineries, there would be increased throughput as a result of the additional feedstock processing. This may translate into cost reductions for the biorefinery. This could also maximize the scale of the biorefinery and bring about economy of scale benefit. Currently, no biorefinery operates at a capacity larger than 7000 dry tonnes per day due to feedstock availability issues . The use of mixed feedstock would ensure continuous availability thereby allowing for expansion of the capacity of the biorefinery. Cost of production could then reduce as a result of the economic optimum size of the biorefinery at the large scale .
In the single biomass system, the seasonality of supply necessitates extensive storage of large amounts of the biomass for significant period of time in order to achieve year-round running of the processing facility. Because the time-frame required for collecting this huge amount of biomass is limited, the demand for resources such as equipment, workforce and storage also becomes seasonal, and this increases their costs and leads to suboptimal utilization . However, with the multiple biomass system, the seasonal availability is avoided; therefore, the attendant increase in cost of resources is also avoided. More so, in the case of storage, significant cost savings may be realized since the space required would be reduced as a result of the smoother inflow of biomass all year-round . Feedstock supply to the biorefinery would also be more reliable and consistent because different feedstocks could complement each other as inputs in the biorefinery during the low supply periods of either of them [13, 28]. This stable feedstock supply will lead to increased operational efficiency which will consequently reduce labour and equipment costs. More so, the reduced storage requirements and improved feedstock supply will allow for smooth and uninterrupted year-round running of the biorefinery, thereby maximizing biomass utilization and the scale of the processing facility. The continuous running of the biorefinery would also mean that cheaper means of storage can be used for the mixed feedstock. This is because the feedstock would not need to be stored for long periods which would have necessitated the use of more expensive storage facilities.
MLB use could also bring cost savings due to the complementarity of the integrated feedstocks. In a dynamic simulation modelling study , which aimed at reducing costs in the use of biomass for district heating applications, it was concluded that up to 15–20 % cost reductions can be achieved when using reed canary grass (RCG) and wheat straw as fuel source than when using straw alone. The authors further projected that the lowest possible cost would be achieved if a mix of straw and wood chips complemented with RCG was used. They attributed this to the more efficient use of machines, storage space and optimal fuel proportions. The complementary effect of RCG also contributed significantly to cost reduction by reducing the amount of the expensive oil that is normally used when straw is the sole fuel source.
Another benefit of the MLB system is that it can ensure viability of biomass supply. Most biomass being agricultural materials are susceptible to a lot of risks, e.g. climatic unpredictability, diseases, pests, floods, cyclones, etc. The use of mixed and diverse types of biomass would be able to minimize the risks that are associated with a single type of biomass by providing a buffering effect on the supply during periods of interruption .
Logistic benefits and cost reductions associated with mixed biomass utilization
Straw and RCG
Bioenergy (district heating)
15–20 % cost reductions with biomass mixture compared to using straw only
Different forms of agricultural (wheat straw, corn stover) and woody (forest) biomass
Lowest delivery cost achieved with 70 % wood chips and 30 % agricultural biomass bales than with 100 % of either biomass types
Technological benefits and improvements associated with mixed biomass utilization
Sugarcane residues (bagasse, straw and hops)
55 % higher enzymatic conversion and a 25 % higher ethanol yield with mixture than with bagasse alone
Waste copier paper and wheat straw
Reduction in inhibitor levels in the mixture compared to single substrates; reduced lag period in fermentation for mixture
Clover and rye grass
High cellulose conversion to ethanol achieved in the mixture without need for urea supplementation
Wheat straw and clover-grass mixture
High ethanol yield obtained in the mixture without additional nitrogen supplementation
Oil palm and rice residues
Endoglucanase production was one- to sevenfolds higher on mixed substrate than on single pure cellulosic and lignocellulosic substrates
Wheat straw and hybrid poplar
Fermentable sugar production
Mixed biomass gave higher sugar recovery after pretreatment, reduced sugar degradation, and higher sugar yield after enzymatic saccharification than either of the single biomass
Wheat bran (WB) and sesame oil cake (SOC)
WB-SOC mixture gave higher phytase yield than either of the single substrates
In the conventional monoculture feedstock system of bioethanol production, additional nutritional supplementation is usually required in order to promote the metabolism of fermenting microorganisms for the purpose of increasing the product yield. In a process where more than one biomass feedstock is used as the fermentation substrate, one of the components of the mixture may provide the needed nutritional supplementation to the organisms thereby reducing the need for the addition of expensive supplements. For example, the addition of urea as a supplement during the SSCF fermentation of wet oxidation pretreated clover-ryegrass mixtures by Saccharomyces cerevisiae and Mucor indicus did not have any significant effect on the ethanol yield as the nitrogen content of the hydrolysates was sufficient for the fermentation . Similarly, a high yield of ethanol (80 % of theoretical yield) was obtained when straw was supplemented with high fraction of clover-grass without any additional nitrogen supplementation . This reduced need for extraneous nutrient supplementation would translate into reduced production costs. In cases such as these, the mixture of different substrates creates an adequate balance of carbon-nitrogen ratio which is suitable for the fermentation process.
Combination of some feedstock types may reduce the amounts of inhibitors present in the hydrolysate and increase ethanol yields. The detoxifying effect of copier paper on wheat straw hydrolysate was demonstrated by . Waste copier paper, wheat straw and their mixtures were subjected to steam explosion pretreatment and the liquors were subsequently fermented by S. cerevisiae to produce ethanol. It was found that the levels of inhibitors (acetic acid, formic acid, 5HMF) in the mixture liquor were much lower than those in the single substrates. After 24 h of fermentation, ethanol yield of the mixture was 34 % compared to 3 % yield recorded on pretreated straw only. The authors further showed that incorporating waste paper with straw could have the same detoxifying effect as pure CaCO3 would have on filter paper. Although the mixture ethanol yield after 72 h was lower than that of straw alone, higher yield at 24 h showed that mixing the substrates reduced the lag period. This would allow for higher throughput industrially and could increase profitability of the biorefinery.
The use of integrated first- and second-generation feedstocks in ethanol production could also reduce production costs. Since lignocellulosic hydrolysates usually have low sugar concentrations, addition of starchy biomass into a lignocellulosic process could increase ethanol yields by increasing fermentable sugar concentrations. This would reduce higher energy demand that is associated with distillation of low ethanol concentrations . It is also possible to have valuable co-products, e.g. protein-rich solid residues when such combinations are used .
The use of mixed biomass feedstocks in ethanol production has some benefits from an environmental sustainability perspective. The accumulation of municipal solid wastes (MSW) is a huge problem in many metropolitan settings worldwide. Some of the measures taken to dispose these wastes, such as burning, usually increase environmental pollution. The landfill option which is another avenue for utilizing the wastes has faced some restrictions, with the European Union placing limits on landfill use and the amount of biodegradable MSW used for this purpose . Besides, landfilling costs have been on the increase in recent times . Therefore, conversion of the organic fractions of these wastes to ethanol is a viable alternative for MSW management. In Malaysia, open burning of wastes is legally prohibited  thus creating the need for alternative ways of managing them . Previous studies have demonstrated the feasibility of converting mixed lignocellulosic waste streams from municipal waste sources to ethanol [44, 45, 65].
Additionally, there is the possibility of having a better net energy balance when mixed biomass sources are processed for ethanol than when single sources are processed separately. The better process efficiency and better use of equipment and facilities will likely bring about a greater energy output from the process compared to when they are processed separately. This possibility, however, needs to be evaluated from empirical studies and life cycle assessments as there is a dearth of literature in this regard. As it is one of the goals of the second-generation biorefinery to reduce the use of fossil-derived chemicals, the use of mixed lignocellulosic feedstocks could make it possible. It has been demonstrated that combination of some feedstock types reduces the need for addition of fossil-derived detoxifying chemicals or mineral nutrient supplements during fermentation [35, 36, 37, 38, 39]. This is attributed to the dilution of inhibitors that occurs when hydrolysates from different feedstock are mixed, creating a self-detoxification effect. Furthermore, such combined hydrolysates may contain sufficient levels of naturally occurring nutrients present in the individual feedstocks.
Limitations and Problems of MLB Approach to Bioethanol
With the exception of biogas production via the anaerobic co-digestion route [21, 22, 23, 77], the amount of literature available with respect to the use of mixed lignocellulosic biomass sources for bioenergy applications is limited compared to those of single feedstocks. This can be attributed to the limitations and challenges associated with this approach . These limitations are basically related to technical and logistic issues which arise from the diverse nature of the biomass sources.
Because the mixture components may have widely varying characteristics such as amounts of moisture, ash, cellulose, hemicellulose and lignin, particle sizes and distribution, bulk density, etc. [17, 18], the choice of a suitable processing method which would be optimal for all the mixture components might be difficult to make as different feedstocks have different optimal conditions for pretreatment, hydrolysis and fermentation. Besides, mixed streams of lignocellulosic residues and wastes have a higher degree of contamination compared to single feedstocks . Finding an ideal pretreatment and hydrolysis conditions that would release optimum amount of sugar and generate low inhibitors from a combination of feedstocks would require a lot of time-consuming preliminary studies; and in reality, compromises would have to be made. This is likely to reduce the profitability and efficiency of the process. An array of commercial enzymes which are well-suited to the diverse and contrasting polysaccharide contents of the mixtures must also be provided in order to have a good yield of sugars from them. This would likely contribute to higher production costs.
Besides that, the mixed carbon sources arising from the combined substrates may result in the problem of catabolite repression for the fermenting microorganism especially when the carbon sources are available in high concentrations. Some microorganisms tend to utilize carbon sources simultaneously only when the substrates are available in limited quantity, but when available in high amounts, they utilize the substrates in a sequential manner [78, 79], which in a practical sense, would lead to poor productivity. This constitutes a formidable challenge to the profitability of the entire process as high sugar concentrations are required for good yield of ethanol from fermentation.
Similarly, since mixed feedstocks are likely to have different lignin composition, a fermenting microorganism’s effectiveness might be reduced by the lignin component of one of the feedstocks regardless of the fact that it does well on the other mixture component(s). Same applies in the case of enzymatic hydrolysis. Lignin is known to have an inhibitory action against cellulases and microorganisms [80, 81, 82]. This problem could make the process uneconomic as the yield and productivity would be affected.
Logistics can become complicated when multiple biomass sources are utilized in the bioethanol production process. This is especially true when the feedstocks are available in unsuitable forms and of low bulk density . Different biomass types require different types of equipment for collection, handling, loading and transportation. When multiple biomass streams are involved, the logistics can become quite challenging and the cost of this may undermine the potential capital cost savings associated with the system . For seasonal biomass types, harvesting the biomass at a period which differs from its proper harvesting date, for the sake of making different feedstock components of the mixed stream available to the biorefinery at the same time for processing might affect the quality of the biomasses for bioethanol production. This is because harvesting time influences the chemical characteristics and bioethanol potential of some biomass types [83, 84].
Adapting the existing cellulosic bioethanol plants for mixed biomass processing might also be difficult to achieve. This is because bioethanol plants are usually cited close to the source of the existing feedstock whose location might be far from that of any other feedstock to be combined with it. This is likely to lead to increased cost of transportation. Besides, the existing machinery may have been designed to suit the processing of a particular type of feedstock only and using it for a different feedstock type or for mixtures might give unsatisfactory results.
Overcoming the Barriers of Mixed Feedstock Approach to Lignocellulosic Ethanol
Because literature on mixed biomass approach are generally limited, studies on functional tested strategies regarding overcoming the cost implications of MLB logistics are very rare at the moment. However, laboratory studies on ethanol production from MLB indicate that the anticipated challenges of MLB use can be overcome if strategic steps are taken. Although any proffered strategy at the moment may seem speculative, the fact that some of the measures discussed in this section have been successfully employed in other applications of MLB makes the use of MLB for bioethanol production promising.
Feedstock Supply and Logistics-Related Strategies
Delivery of Mixed Feedstocks in Appropriate Forms and Optimal Proportions
Delivery costs can be lowered significantly if feedstocks are combined in certain forms and at appropriate proportions. As seen in , delivery of different forms of biomass mixtures (as bales, chips, pellets or chopped forms) at different proportions incurred widely varying costs. The authors showed that delivery of feedstock mixtures in the form of wood chips and agricultural bales was the most economical and that 70 % wood chips and 30 % agricultural bales was the combination incurring the lowest delivery cost. This is as a result of the interplay of various factors involved in the feedstock supply chain. Such factors include biomass bulk density, transportation distance, biorefinery capacity and costs of harvesting, pre-processing, storage and in-plant processing . Therefore, these factors should be considered carefully when planning the logistics of a biorefinery that would handle mixed feedstocks.
Strategic Siting of Biorefineries
Future biorefineries that will be based on MLB could be constructed at a location which is equidistant from the sources of all the feedstocks to be co-processed. Alternatively, the siting of the biorefinery could be done such that minimum distance possible would be considered while using the classification scheme presented in Table 1. This problem might be unimportant for feedstocks originating from the same plant. However, for feedstocks that are derived from different plants and across different categories of biomass, a central location for the biorefinery would be of utmost benefit.
Mixed cropping (also known as intercropping) involves the growing of two or more species of plants simultaneously on the same piece of land . This farming strategy allows the strategic selection of plant biomass types for the purpose of achieving an almost perfect medium (at the end of harvesting) which has sufficient nutrient composition for microbial fermentation in the conversion of the biomass to ethanol. For example, cereals (wheat, corn, sorghum) can be planted with nitrogen-rich legumes on the same piece of land such that the combination of the residues after harvesting creates an ideal fermentation medium which eliminates the need for additional nutrient supplementation from fossil-derived materials. This has the potential to bring about cost reductions and other additional benefits. It has been shown that the intercropping of wheat with clover grass can yield up to extra 1000 kg ethanol ha−1 compared to when both plants are grown separately . This is in addition to the reduced need for fertilizers as a result of nitrogen fixation by clover and the benefit of grains for food and feed.
The centralized nature of lignocellulosic biorefineries handling and processing large amounts of biomass in a single location is a major challenge to bioethanol production. In a mixed biomass scenario, this problem even becomes more aggravated considering the diverse nature of the feedstocks, supply interruptions and the logistic costs involved for each type of feedstock. The establishment of regional biomass processing depots (RBPDs), which “procure, preprocess/pretreat, densify and deliver feedstock to the biorefinery and return by-products such as animal feed to end users”  has been proposed as a way of addressing the drawbacks of the centralized processing system. RBPDs can process the multiple streams of lignocellulosic biomass originating from each location to have uniform characteristics before they are finally conveyed to the main biorefinery for pretreatment, hydrolysis and fermentation. A comparative life cycle analysis  has shown that this decentralized system could generate the same total energy as the centralized system with lower amounts of greenhouse gas emissions.
Use of Optimum Mixture Ratios
Optimal yields of ethanol can be obtained during the fermentation of MLB if appropriate ratios of the feedstock components are used. Since different feedstock vary in the characteristics (e.g. glucan/xylan content, nutrients, susceptibility to pretreatment, enzymatic convertibility, etc.) which make them suitable for ethanol production, it is necessary that those with more desirable properties be in higher proportion. For example, it was reported that rice hull (RH)-cotton stalk (CS) mixtures containing higher amounts of RH gave higher ethanol yields when fermented by Escherichia coli KO11 . This was attributed to the fact that RH was more susceptible to the acid pretreatment, and thus higher fractions of RH gave more fermentable sugars which resulted in higher ethanol yields compared to those with higher fractions of CS. Therefore, the problem of low ethanol yields with lignocellulosic ethanol could be managed through the careful selection of appropriate ratios of mixed feedstocks. This can be achieved through the use of mixture designs and response surface methodology in selecting optimal substrate component proportions for ethanol production. This approach has been successfully applied in the production of biohydrogen  and glutaminase  from mixed lignocellulosic substrates.
Use of Specially-Tailored Enzyme Cocktails
Given the diverse and heterogeneous structural composition of MLB, the conventional one-enzyme-at-a-time approach would not be suitable for most types of combinations. The use of multi-component enzyme cocktails which are targeted/designed to suit the compositional characteristics of specific biomass combinations would be necessary. An automated, high throughput system known as GENPLAT has been effectively used to optimize enzyme mixtures for the hydrolysis of diverse lignocellulosic feedstock/pretreatment combinations. The system uses an integrated robotic liquid handling, statistical experimental design and automated sugar assay to rapidly produce optimized mixtures from a 16-component core and accessory enzyme collection for specific biomass feedstock. Some researchers have applied this system on a single biomass feedstock [87, 88, 89, 90]. Such a system appears promising if adapted for mixed feedstocks.
Use of Specialized Feedstock Formulation and Processing Technologies
Technical challenges arising from the combination of multiple feedstocks for bioethanol production can be overcome or reduced significantly if biomass forms with similar or different properties are combined using special feedstock formulation strategies. Blending or densification of related feedstocks can be done in order to combine the desirable characteristics of individual feedstocks. Aggregation of structurally different feedstocks can also be done by mixing pre-processed feedstocks in appropriate proportions in order to level out their differences. These strategies would produce a final feedstock with uniform and consistent characteristics that meet specific downstream processing requirements. This approach has the benefit of partially pretreating the feedstock and reducing the energy density of the biomass which also makes other logistic issues easier. For instance, some researchers  applied ionic liquid pretreatment on the flour (ground) form and pelleted mixtures of four different lignocellulosic feedstock in order to assess the effect of feedstock aggregation on sugar yield from ionic liquid pretreatment of the feedstock mixture. They obtained high sugar yields of up to 90 % from both forms of the mixed feedstock within 24 h; thus, further demonstrating the potential of feedstock blending in the processing of mixed feedstocks for lignocellulosic ethanol.
Additionally, very little or no modification of existing processing equipment and technologies (e.g. size reduction, pretreatment) would be required because the formulation strategies would have prepared the feedstock in a form that is easily handled by the existing machinery. Similar benefits are achievable if existing technologies are modified or new technologies are developed to be able to handle biomass mixtures which have varying characteristics. Such approaches have been demonstrated to be beneficial with mixed biomass in other applications [31, 72].
Development and Use of Efficient Biocatalysts
To overcome the challenge of catabolite repression or sequential sugar utilization arising from the presence of sugar mixtures in the hydrolysate of the MLB, microbial strains that do not exhibit diauxic growth or catabolite repression in the presence of pentose (C5) and hexose (C6) sugar mixtures should be used during fermentation . This is because substrate mixtures do not always cause diauxic growth in all strains and some would even do better on such mixtures . Also, microbial consortia whose members have preference for the different carbon sources in the hydrolysate may be used. Different microorganisms do not show the same response to different substrate mixtures and substrate mixtures that cause diauxy in one strain may not have the same effect in another strain .
Furthermore, the constraints against the fermenting microorganism in MLB ethanol production can be overcome by modifying the organisms to acquire properties that can make them cope with the nature of the hydrolysates. This can be achieved via measures such as genetic/metabolic engineering, evolutionary engineering or adaptation strategies. These may be done to confer characteristics on the organism such as ethanol tolerance, tolerating high sugar concentration, ability to utilize mixed substrates effectively and ability to withstand inhibitors. These options have been extensively reviewed elsewhere [92, 93, 94].
Developing Processing Technologies that can Efficiently Handle Feedstocks with Varying Characteristics
The cost and efficiency of MLB processing can be improved if appropriate technologies that can cope with the varying characteristics of the feedstock mixtures are used [18, 95, 96]. Such technologies are already available for gasification of mixed biomass . It is possible that these kinds of technologies be introduced for bioethanol production. At the moment, different pretreatment technologies are suitable for certain kinds of feedstock only . It would be interesting to have such pretreatments that could produce optimal sugar yields with diverse feedstock types for subsequent fermentation.
The hope and success of replacing fossils with lignocellulosic biomass for the production of ethanol is challenged by high costs of feedstock supply logistics and complexities of the conversion technologies. The use of multiple feedstocks in the lignocellulosic biorefinery has potential for significant cost reductions and has thus gained increased attention lately. The technical feasibility of ethanol production from MLB has been demonstrated in few laboratory studies. It is possible that mixed feedstock use could generate significant cost reductions in terms of logistics but more empirical studies are required to establish this. This approach may also have positive environmental impacts which have to be shown/proven through life cycle assessments and energy balance investigations. Challenges related to processing technologies and peculiarities of MLB supply logistics could constrain the implementation of this system. However, the adoption of strategies targeted at feedstock supply logistics such as feedstock delivery in appropriate forms and proportions, strategic siting and decentralization of the biorefinery and mixed cropping, may mitigate the anticipated limitations. Likewise, technology-related strategies could facilitate the use of MLB in ethanol production. Such strategies include specialized feedstock formulations, use of optimum mixture ratios, developing flexible technologies that can handle varying feedstock characteristics, etc.
The outlook of ethanol from MLB is promising. A rapid increase in the amount of research in this area will likely be witnessed in the coming years. Researchers need to seek more revolutionary measures at ensuring the sustainability of the lignocellulosic ethanol industry.
This work was supported by University of Malaya under grants RP011C-14SUS, RG048-11BIO, and PG114-2013B.
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