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Advances in Chemical Engi neering and Science , 20 1 1, 1, 65-71 doi:10.4236/aces.2011.12011 Published Online April 2011 (http://www.scirp.org/journal/aces) Copyright © 2011 SciRes. ACES Case Study of Biodiesel-Diesel Blends as a Fuel in Marine Environment Tianxi Zhang1, Yapeng Chao1, Nan Liu1, Joe Thompson2, Manuel Garcia1, Brian B. He2, Jon Van Gerpen2, Shulin Chen1* 1Department of Biol o gic al Sys t ems E ngineering, Washi n gton State Universit y, Pull m an , US A 2Department of Biolo gi cal a n d Agri cul t u ral En gi neeri n g, University of Idaho, Moscow, USA E-mail: chens@wsu.edu Received February 16, 2011; revised March 24, 2011; accepted March 29, 2011 Abstract Formation of excessive sludge and fuel filter clogging were experienced in using biodiesel blends under ma- rine environment. In this study, a field test was conducted in a marine ferry boat fueled by canola-based bio- diesel blends. The sludge materials collected in the fuel purifier were characterized using inductively coupled plasma (ICP), pyrolysis-GC/MS (Py-GC/MS), thermogravimetric analysis (TGA), and Karl-Fischer titration. It was found that the sludge materials consisted of four distinctive fractions: organic materials derived from diesel and canola biodiesel (major fraction), ash (11% - 14% w/w), water (~17% w/w), and bacteria. The active bacteria were present in the sludge samples. It was suggested that bacterial contamination was one of the major factors in contribution to the sludge formation. Keywords: Biodiesel, Sludge, Filter Clogging, Microorganisms, Marine Environment 1. Introduction Formation of insoluble material in biodiesel blends has drawn great attention as it causes clogging of filters [1]. One reason that blends-containing biodiesel is prone to formation of insoluble material is the relatively high temperature of crystallization (or solidification) com- pared to petro-diesel. When biodiesel is used at low temperatures, crystals tend to form and clog fuel filters. When temperatures are even lower, biodiesel exhibits jelly-like behavior and cannot be pumped. According to ASTM standard D6751, three parameters are used to evaluate biodiesel’s cold flow properties: cloud point (CP), pour point (PP), and cold filter plugging point (CFPP). Biodiesel has relatively high values for CP and PP that limit its application as neat fuel (B100) under low temperature conditions [1]. Extensive research has been conducted on cold flow properties of biodiesel from various feedstocks. Dunn et al. summarized the cold flow properties of methyl and ethyl esters of biodiesel derived from several feedstocks and found that CP, PP, and CFPP of these biodiesels varied quite widely [2]. Fuel additives are typically used to improve the cold flow properties of petro-diesel under extremely low temperature conditions [2]. These additives usually con- tain copolymers of ethylene and vinyl acetate or other olefin-ester copolymers. In general, they act by distorting the wax crystal shape and size to inhibit crystal growth, thereby reducing PP temperatures. These additives seem to work similarly in biodiesel blends: one study demon- strated significant reduction of PP and CP for soy bio- diesel and its blends with #2 diesel, with ethyl ester addi- tives proving more effective than methyl ester [3]. Another reason for development of insoluble material in biodiesel is that minor fuel components, such as sterol glucosides and monoglycerides, can form precipitates under certain conditions. These precipitates agglomerate over time into flocs and sediments. The sterol glucoside content in biodiesel may vary from supplier to supplier based on both the feedstock origins and the processing technologies used. The insoluble materials formed at low temperature have recently been characterized from sev- eral oil feedstocks, such as soybean, palm, yellow grease, and cottonseed [4,5]. The authors reported isolation of insoluble steryl glucosides from soybean-based oil, mo- noglycerides from palm oil, and steryl glucosides and monoglycerides from cottonseed oil. Application of biodiesel blends in marine environment is prone to even greater sludge formation than standard land applications [6]. It has been generally believed that formation of insoluble material in marine conditions may occur by a new mechanism, outside of low temperature T. X. ZHANG ET AL. Copyright © 2011 SciRes. ACES 66 crystallization and precipitation of minor components. This speculation was supported by the results from a pilot test conducted by the Washington State Ferries (WSF) in the Port of Seattle during a four month period in 2004. B20 (20 percent biodiesel) fuel blend was used in the test that resulted in the formation of excessive sludge material, which led to the clogging of filters [6]. Additional sludge materials were also found in the cen- trifugal fuel purifiers. These purifiers function to sepa- rate water and solid contaminants from fuel by differ- ences in densities and centrifugal forces. The formation of excessive sludge material was not clear and sludge properties were not characterized in that pilot test. Identifying the cause of fuel clogging in such a marine environment is not a trivial task, because biodiesel-diesel blends are not simply stored in a static and isolated en- vironment on marine vessels. Biodiesel blends are trans- ferred into one of the storage tanks in the vessel from tanker trucks, and the fuel is therefore subject to mixing in the storage tank. The fuel is then transferred from the storage tank into day tanks through centrifugal fuel pu- rifiers, pumps, and filters. Finally, the fuel is pumped under pressure in service piping through filters, hoses, and engine fuel injection equipment, into the engine, with some fuel returning to the fuel oil day tanks. The environmental conditions under which biodiesel is used are therefore dependent not only on weather, but also on the processes used on each particular marine vessel. In order to understand the causes of filter clogging and sludge properties, another pilot test was conducted dur- ing 2008-2009 as a part of study. Sludge formation was experienced again in this test. This study reports findings from examination and characterization of the sludge ma- terial obtained from that pilot test, including results ob- tained using pyrolysis-GC/MS (Py-GC/MS), thermogra- vimetric analysis (TGA), inductively coupled plasma (ICP), and Karl Fisher (K-F) titration, as well as presence of microbes and probable polysaccharides in the sludge materials. 2. Materials and Methods 2.1. Pilot Test in the WSF System The Tillikum, a Washington State Ferry vessel, was fu- eled with canola-based biodiesel/diesel blends B5, B10, and B20 and operated for a period of one year (April 2008-April 2009). This was the same vessel that expe- rienced excessive filter clogging problems during the pilot tests conducted in 2004 with soybean-based B20 biodiesel-diesel blends. The fuel tanks of this vessel were carefully cleaned before the first canola B5 blend was loaded. The objective of cleaning is to remove any tank sediment coating the tank walls as the tanks were origi- nal steel in over 50 years old. High pressure hot-water was used to get tanks cleaned. Initially, the fuel system appeared to be running well without excessive sludge buildup in the purifier. However, sludge accumulation within the fuel purifier was found in May 2008, about six weeks after starting the tests. Excessive sludge formation resulted in filter clogging. This sludge appeared to be very similar to the samples collected in the 2004 tests. In spite of twice-weekly cleaning to remove the sludge, sludge buildup in the purifier continued to be recurred. In a control test, another vessel run regular 100% Ul- tra-Low Sulfur Diesel (ULSD). About 15,700 gallons of ULSD diesel were burned. No excessive sludge, however, was found during the test period. 2.2. Materials Neat canola-based biodiesel (B100) which met current standard specification (ASTM D 6751-07) was obtained from Imperium Renewable Inc. (Seattle, Washington, USA), and ultra low sulfur diesel (ULSD) was purchased from the local market. Biodiesel blend fuels were pre- pared by blending the B100 and ULSD at certain volu- metric ratios. Reported here are the properties of two sludge samples collected in the purifier which is between storage tank and day tank on May 27th, 2008 (Sample #1) and May 31st, 2008 (Sample #2). 2.3. Microbial Cultivation In order to identify microbial types in the sludge, micro- bial culture experiments were performed. Four types of solid media were used for the microbial growth. Plate count agar (PCA, Type 1) was designed for detecting bacteria, potato dextran agar (PDA, Type 2) was used for cultivating fungi that might be present in the sludge, malt extract agar (MEA, Type 3) was used mainly for culti- vating potential yeasts in the sludge, and anaerobic agar (AA, Type 4) was designed for observing microbes that could grow under anaerobic conditions. Components of the media were summarized in Table 1 as below. In addition, a small amount of the sludge was inocu- lated and incubated. The procedure of microbial culture Table 1. Components of culture media. MediaComponents Type 1PCA with pancreatic digest of casein, yeast extract, dextrose, and agar Type 2PDA with potato starch, dextrose, and agar Type 3MEA with maltose, dextrose, glycerol, peptone, and agar Type 4 AA with agar with casein peptone, sodium chloride, dextrose, sodium thioglycollate, soy peptone, L-cystine, agar, sodium sulfoxyl formaldehyde, and methylene blue T. X. ZHANG ET AL. Copyright © 2011 SciRes. ACES 67 was described elsewhere [7]. To be briefly, 0.10 g of wet sludge was weighed under sterile conditions, suspended in 1.0 ml of sterile deionized water, and vortexed for ten minutes. The suspended samples were diluted by a factor of 5 000 and then the resultant samples were spread on the culture plates of each type of media as described above, respectively. The culture plates were incubated at 30℃ for 72 hours. Triplicate tests for the microbial cul- ture were conducted using the sludge. 2.4. Analytical Methods 2.4.1. Trace Elemental Contents The sludge samples were analyzed for trace elements by inductively coupled plasma (ICP). The instrument used was a Perkin Elmer Optima 3200 RL. The samples were digested in nitric acid at approximately 120˚C in digested tubes and then dried before the ICP analysis. Sample size was 0.25 g after drying and grinding. 2.4.2. Char act eri zation of Organic Materi al s by Py-GC/MS and TGA Organic matter in the sludge was characterized using pyrolysis-GC/MS (Py-GC/MS) and thermogravimetric analysis (TGA). Py-GC/MS was carried out using a CDS pyroprobe 5000 series with an Aglient GC-MS (5975B inert XL MSD). Samples were loaded into a quartz tube and kept the oven (210˚C) to ensure adequate removal of oxygen prior to pyrolysis. Samples were pyrolyzed by being heated to 500˚C, and the resulting pyrolysis vapors were separated by a (5% phenyl)-methylpolysiloxane non- polar column. The gas flow rate was 1 ml/min and he- lium was the carrier gas. The gas was then sent into a mass spectrometer (Aglient Technologies 5975B Inert XL MSD). The mass spectrometer conditions were transfer line 150˚C, ion source 230˚C, and electron energy 70 eV. The mass spectra of predominant peaks were then com- pared to a mass spectra library to determine the com- pound in a given peak. TGA analysis was conducted using a Mettler-Toledo TGA/SDTA851. Approximately 5 - 10 mg of samples were loaded into an alumina pan, and vaporized in the temperature range of 25˚C - 600˚C at a rate of 10˚C /min. The samples were run under nitrogen atmosphere at a flow rate of 20 ml/min. 2.4.3. Determination of Water Content by Karl-Fisher (K- F) Titration The sludge was a heterogeneous system; including or- ganic matter and inorganic material (see “Results and Discussion” Section). Water content in the wet sludge was determined using the K-F titration method with a Titroline KF Titrator from Schott Instruments GmbH. Before the titration, the wet sludge samples were dis- persed well in organic solvents in order to determine water content in solvents. Several solvents, such as me- thanol, ethanol, hexane, toluene, and pyridine, were tested for the dispersion; only pyridine dispersed the sludge well in the solvents tested. Wet sludge was dis- persed in pyridine at final concentration of 2.7% (w/v). The water content in the wet sludge was calculated by the content of sludge in solvents and K-F titration. 2.4.4. Ion Chromatography (IC) Analysis An aqueous sample collected in the purifier of the Tilli- kum appeared to be highly viscous. It was hypothesized that bacteria in the sludge produced viscous materials, such as polysaccharides, that were dissolved into water. In order to test this hypothesis, IC analysis was used to identify monosaccharides in the digest of the aqueous sample. Sample preparation for IC analysis has been previous- ly described [8]. Samples were hydrolyzed to obtain monosaccharides using acid (1.0 mol/L of H2SO4) at 100℃ for 2 hours, and then diluted to a certain concentration. Five sugars, arabinose, galatose, glucose, xylose, and fructose, were used as standard samples. Prior to analysis, all samples including standard sugar samples were fil- tered through 0.25-µm-pore-size polycarbonate mem- branes (Nuclepore Corporation, Pleasanton, California). All sugar analyses were carried out using a Dionex ICS-3000 reagent free dual ion chromatography (IC) system (Sunnyvale, California), which comprised a DP dual gradient pump module, an EG dual eluent generator (with one KOH reservoir cartridge in use for this work) and a DC detector/chromatography module with three programmable high-pressure six-port injector valves. Briefly, the mobile phase, at a flow rate of 1.0 ml/min, consisted of ultrapure water (0.015 μS/cm; eluent A) and 250 mM NaOH (eluent B), with the following gradient: 0.0 min: 87% A, 13% B; 20.0 min: 87% A, 13% B; 40.0 min: 15% A, 85% B; 41.0 min: 100% B; 49.0 min: 100% B; 50.0 min: 87% A, 13% B; and 65.0 min: 87% A, 13% B. Due to the matrix interference, quantification was carried out with standard addition. 3. Results and Discussion 3.1. Sludge Formation in the Purifier of the Tillikum Excessive sludge formation occurred on the purifier walls when running canola-based B5. The sludge materi- al was smooth, greasy and slightly grainy. Figure 1(a) shows the buildup of sludge on the purifier inner walls, and Figure 1(b) a typical microscopic image of a sludge sample. Microdomains, ranging from 30 to 150 μm, were T. X. ZHANG ET AL. Copyright © 2011 SciRes. ACES 68 (a) (b) Figure 1. A representative sludge sample from the vessel using B5. (a) Sludge buildup on the purifier walls; (b) Mi- croscopic image of the sludge (scale bar of 50 µm). visible in this sample. Active microbes were found in the microdomains (see “Bacterial Role and Sludge Forma- tion” Section below). 3.2. Sludge Characterization 3.2.1. Content s of Ash an d Met al s The sludge samples from the vessel Tillikum contained 11% - 14% (w/w) ash by drying method, as shown in Table 2. The low ash content (< 15% w/w) suggests that the major component did not come from insoluble inor- ganic material. But the remaining 86% - 89% of sludge components consisted of water and organic matter. Some of this organic matter likely originated from the diesel and biodiesel. Table 3 shows the trace elements in two sludge sam- ples collected on different days. Unexpectedly high lev- Table 2. Ash analysis of sludge samples. Sample Vessel Location Ash (% w/w) Sample #1 Tillikum Purifier 11 Sample #2 Tillikum Purifier 14 Table 3. Trace element contents in the sludge samples. Elements (mg/liter) Sample #1 Sample #2 Arsenic < 38 < 38 Barium 26 24 Beryllium < 0.38 < 0.38 Calcium 30 000 21 000 Cadmium < 1.5 < 1.5 Cobalt < 1.5 < 1.5 Chromium 28 37 Copper 92 50 Iron 1 600 2 400 Potassium 89 70 Magnesium 1 500 1 600 Manganese 41 33 Molybdenum 160 80 Sodium 4 400 6 000 Nickel 7 6.9 Phosphorus 4 400 4 100 Lead 34 18 Sulfur 5 000 4 500 Vanadium 4.1 5.8 Zinc 230 140 els of calcium, iron, sodium, and sulfur were found. Since the fuel was stored in steel tanks, the source of the iron might be rusty tank walls, but the sources of the other metals were unknown. The sulfur content of the sludge was high for both samples, even though the vessel was using ULSD, which has sulfur content below 15 mg/L. It should be noted that analysis was performed on sludge that built up in the purifier, but not on the fuel itself. Sulfur from the fuel may have accumulated in the sludge, or sulfur-containing materials may have been picked up from the hull of the vessel, which may contain dec- ades-old deposits. 3.2.2. Organic Matter in the Sludge Figure 2(a) shows the Py-GC/MS chromatograph of the sludge sample. The highest peak was at 31.5 min (Figure 2(a)). Figure 2(b) suggests that the MS pattern of this peak is consistent with 8-octadecenoic acid methyl ester (ODAME, C19H36O2), based on the library of standard chemicals. Thus, ODAME is one of the sludge compo- nents which could come from biodiesel based on its chemical structure. Thermogravimetric analysis (TGA) was used to study the thermal decomposition and thermal properties of or- ganic matter from sludge [9]. Dantas et al. investigated the thermal behavior of corn oil-based biodiesel by reacting with methanol and ethanol [10]. They reported that corn oil was thermally stable up to 336˚C, methyl biodiesel up to 145˚C, and ethyl biodiesel up to 169˚C in nitrogen atmosphere. TGA was also used to characterize the organic materi- al in sludge in this study. Figure 3 shows a derivative T. X. ZHANG ET AL. Copyright © 2011 SciRes. ACES 69 (a) (b) Figure 2. (a) Py-GC/MS chromatograph of the sludge sam- ple; (b) MS pattern of 8-octadecenoic acid methyl ester (31.5 min). thermogravimetric (DTG) curve converted from the TGA. DTG presents the rate of weight change of the samples versus the temperature change. There are two Figure 3. Derivative thermogravimetric (DTG) curve of the sludge sample. distinctive peaks apparent in Figure 3, suggesting that the sludge consists of two major fractions with different properties. The fraction within the temperature range of 430 - 490˚C could be heavy components that might not come from diesel and biodiesel that could not get such high temperature [9]. However, the quantity of this frac- tion was small, about 6% of the sludge. A large fraction of the sludge evaporated at temperatures below 250˚C, suggesting light components or compounds with low molecular weight, including water. It is interesting that three sub-peaks at 125, 130, and 136˚C were present. It is not clear what specific compounds account for these sub-peaks. 3.2.3. Water Content Unlike the B5 fuel blend, which has low water content (< 300 mg/L) [11], B5 sludge contains high levels of water, which may facilitate microbial growth (see” Bac- terial Role in Sludge Formation” Section). Table 4 presents the water contents of wet sludge samples using pyridine as the K-F solvent. The solvent pyridine is miscible with water; leading to that water in the sludge could dissolve completely in the pyridine. The water content of 17.2% w/w) was found, suggesting that water is one of fractions in the sludge sample. 3.3. Bacterial Role in Sludge Formation 3.3.1. Observation of Bacteria Presence in the Sludge under Microscopy Active microbes in the sludge samples were first ob- served under a microscope. A great number of active bacteria, both round and rod-shaped, were found in the microdomains (Figure 4). The microbes tend to live in the microdomains, which could be water-rich. It ap- peared that there were several bacterial species present in the samples, but no yeasts or other fungi were observed. Table 4. Water content in the wet sludge. Dispersed Solvent H2O in wet sludge % (w/w) Pyridine 17.2 ± 2.2 Figure 4. Image of microbes in the sludge sample (scale bar of 10 µm). T. X. ZHANG ET AL. Copyright © 2011 SciRes. ACES 70 It is not uncommon for microorganisms to grow in hydrocarbon fuels. For example, Lutz et al. (2006) re- ported that bacteria commonly present in natural envi- ronments could aerobically biodegrade palm methyl or ethyl biodiesel [12]. Biodegradation of rapeseed oil me- thyl ester (RME) by microorganisms has also been ob- served [13]. Biodiesel could be more favored carbons source than diesel fuel to some microbes [14]. These reports further confirm our findings that active microbes are present in the biodiesel fuel. Culture of sludge microbes yielded large quantities of bacteria on each of the four types of media tested. How- ever, either fungal or yeast colonies were not found, even on the appropriate media (PDA for fungal and MEA for yeast). Therefore, it was suggested that bacteria were the dominant microbes in the sludge samples studied. The bacteria counts in the sludge from three types of culture, including aerobic and/or anaerobic conditions, were about 107 to 108 CFU/mg (colony-forming unit) sludge by plate counting. Therefore, the bacteria grew well in both anaerobic and aerobic conditions, without a signifi- cant difference. It should be noted that multiple strains of bacteria were present in the sludge. In our previous study, isola- tion of bacteria was conducted from the sludge samples. Three bacterial strains as predominant growing bacteria were isolated, and further identified as Klebsiella oxyto- ca, Klebsiella nov. sp., and Staphylococcus epidermidis using molecular biological method as well morphologi- cal, biochemical, physiological properties [7]. Microbe origin is an interesting question. The fuel samples of B100 collected were analyzed using ASTM methods. They all met the ASTM standard specification, indicating good quality of fuel used. The biodiesel fuel blends and the sludge samples were tested using micro- bial kits. The fuel blends were shown to be microbial negative results while the sludge samples were positive, which further confirmed active microbes present in the sludge. Thus the results suggested that the biodiesel and fuel blends were not sources of microbial contamination. Marine environments (such as water, air) could be re- lated with the contamination. For example, the high hu- midity appears to promote microbial growth. Further investigation is required to clarify this question about the microbial origin. 3.3.2. IC An a lysis of Visc o us Material in t he A queous Solution High viscosity in the aqueous solution was observed in the sludge samples from the purifier. It is speculated that microbes produced polysaccharides, which contributed to the high viscosity in the solution. Significant amounts of exopolysaccharides were produced by the isolated Klebsiella oxytoca using the PCA medium (Type 1 in Table 1) [7]. In order to confirm this speculation in the sludge, the IC measurement was also used in the sludge samples to determine monosaccharide presence. Table 5 lists the monosaccharide presence of the hydrolyzed aqueous solution from the sludge sample. Galactose and glucose were found in this sample, while significant amount of xylose and fructose were not detected. Mono- saccharides are probably breakdown products of poly- saccharides typically produced by the isolated bacteria. So the monosaccharide composition is associated to the polysaccharides which are unclear. Relationship between bacteria and polysaccharides needs further investigation. Extracellular polymeric substances (EPSs), such as polysaccharides produced by bacteria, represent a class of polymeric materials with a wide variety of potentially useful applications [15,16]. Polysaccharides of high mo- lecular weight, such as xanthan gum, a widely used food additive, make aqueous solutions viscous [17]. It is therefore likely that polysaccharides produced by bacte- ria resulted in the high viscosity of the aqueous solution. 3.3.3. Corrective Action in the Pilot Test of the Tillikum As discussed above, active bacteria were present in the sludge samples from the purifier, and microbial conta- mination occurred in the pilot tests of the Tillikum. To prevent bacterial growth, a commercial biocide (Biobor JF) was added to the fuel at dose of one gallon of the biocide per 10 000 gallons of fuel. The excess sludge problem disappeared after this biocide application. The Tillikum was then shifted to canola-based B10, and later to B20, for an additional four months. The Tillikum ran biodiesel blends under the same conditions that would have been used for regular diesel, without any problems. These results provide a strong indication that bacteria played an important role in sludge formation in the Tilli- kum purifier. Biocide application is therefore highly recommended for marine conditions to prevent excess sludge formation and filter clogging. The presence of the biocide does not have a negative influence on engine operation. Biocide products are typically pesticides, which inhibit the growth of microbes over long periods of time in very low concentrations. Further investigation requires understanding the interaction between biocide and specific microbial species. This information would be useful to screen better biocides in terms of higher Table 5. Monosaccharide composition analysis in the aqueous solution by ion chromatography. Sample Arabinose Galactose Glucose Xylose Fructose Sludge– + + – – Note: 1: The samples were hydrolyzed with 1.0 mol/L H2SO4 and then diluted 1 000-fold before sampling. 2: “–” indicates no sugar was detected; “+” indicates sugar was detected. T. X. ZHANG ET AL. Copyright © 2011 SciRes. ACES 71 performance and lower cost. 4. Conclusions Excess sludge was formed in the purifier of the Tillikum when the vessel was fueled by canola-based B5. The sludge sample contained metal (11% - 14% ash), water (~17%), major fraction of organic materials, and bacteria. Active bacteria present in the sludge grew in culture me- dia under both anaerobic and aerobic conditions. It is suggested that the bacteria played a key role in sludge formation, as shown by the absence of sludge problems after addition of biocide to the fuel for the remainder of the study period. 5. Acknowledgements This work was supported by the Department of Energy under Award Number (DE-FG36-06GO86032) through a contract (200700001) between the Puget Sound Clean Air Agency (PSCAA) and Washington State University (WSU). The authors are thankful to Imperium Rene- wables Inc (IRI). for providing biodiesel fuel, Washing- ton State Ferries (WSF) for the pilot tests and samples collecting, the Analytical Science Laboratory at the Uni- versity of Idaho (UI) for ICP analysis, and the Franceschi Microscopy and Imaging Center at WSU for microscope images. The authors also gratefully acknowledge the individuals for their great assistance in the project: Mr. Tom Hudson from the PSCAA, Mr. Paul Brodeur and Mr. Scott Calhoun from WSF, Mr. John Herkes of the UI, Mr. Todd Ellis from IRI., Mr. Jake Millan, Mr. David W. Larsen, Mr. Paul S. Smith, and Ms. Lisa Renehan from the Glosten Associates, Mr. Shi-Shen Liao and Ms. Joan Million from WSU. 6. References [1] U. S. Department of Energy, “Biodiesel Handling and Use Guideline,” 2nd Edition, 2006. http://www.osti.gov/bridge [2] R. O. Dunn, “Cold Weather Properties and Performance of Biodiesel,” In: G. Knothe, J. Krahl and J. Van Gerpen Eds., The Biodiesel Handbook, AOCS Press, Urbana, 2005, pp. 83-121. doi:10.1201/9781439822357.ch6.3 [3] D. S. Shrestha, J. Van Gerpen and J. Thompson, “Effec- tiveness of Cold Flow Additives on Various Biodiesel, Diesel and their Blends,” Transactions of ASABE, Vol. 51, No. 14, 2008, pp. 1365-1370. [4] H. Tang, C. Rhet and C. 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