Correlation of the NO emission and exhaust gas temperature for biodiesel

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Correlation of the NO emission and exhaust gas temperature for biodiesel T.T. Al-Shemmeri, S. Oberweis To cite this version: T.T. Al-Shemmeri, S. Oberweis. Correlation of the NO emission and exhaust gas temperature for biodiesel. Applied Thermal Engineering, Elsevier, 011, 31 (10), pp.168. <10.1016/j.applthermaleng.011.0.010>. <hal-00741186> HAL Id: hal-00741186 https://hal.archives-ouvertes.fr/hal-00741186 Submitted on 1 Oct 01 HAL is a multi-disciplinary open access archive for the deposit and dissemination of scientific research documents, whether they are published or not. The documents may come from teaching and research institutions in France or abroad, or from public or private research centers. L archive ouverte pluridisciplinaire HAL, est destinée au dépôt et à la diffusion de documents scientifiques de niveau recherche, publiés ou non, émanant des établissements d enseignement et de recherche français ou étrangers, des laboratoires publics ou privés.

Accepted Manuscript Title: Correlation of the NO x emission and exhaust gas temperature for biodiesel Authors: T.T. Al-Shemmeri, S. Oberweis PII: DOI: S1359-4311(11)00090-1 10.1016/j.applthermaleng.011.0.010 Reference: ATE 340 To appear in: Applied Thermal Engineering Received Date: 8 November 010 Revised Date: 1 February 011 Accepted Date: 9 February 011 Please cite this article as: T.T. Al-Shemmeri, S. Oberweis. Correlation of the NO x emission and exhaust gas temperature for biodiesel, Applied Thermal Engineering (011), doi: 10.1016/ j.applthermaleng.011.0.010 This is a PDF file of an unedited manuscript that has been accepted for publication. As a service to our customers we are providing this early version of the manuscript. The manuscript will undergo copyediting, typesetting, and review of the resulting proof before it is published in its final form. Please note that during the production process errors may be discovered which could affect the content, and all legal disclaimers that apply to the journal pertain.

Correlation of the NO x emission and exhaust gas temperature for biodiesel T.T. AL-Shemmeri *, S. Oberweis Staffordshire University, Beaconside, Stafford, ST18 0AD United Kingdom * Corresponding author: T.T. AL-Shemmeri E-mail: t.t.al-shemmeri@staffs.ac.uk Abstract This paper presents an algorithm which correlate Nitrogen oxides emitted and the combustion flame temperature during the combustion of biodiesel. An iterative process is used to determine the flame temperature taking into accounts the phenomenon of dissociation. The results of the algorithm are presented for different and air-to-fuel ratios. These predicted results are compared with laboratory tests conducted in the present study on a stationary diesel engine run on different blends of biodiesel. Within the range of tests carried out, the NO x emissions from biodiesel and its blends proved to be higher than those of petro-diesel fuel. Furthermore, in this study a strong correlation was found relating the NO x emissions and the flame temperature. Keywords: biodiesel blends, dissociation, NO x emission. 1

Nomenclature B G GHG Blend ratio Gibbs function Greenhouse gas emission H o HHV KE K p N PE _ P Q _ R S T TE VOC W Greek letters υ Subscripts Enthalpy of formation at STP (kj/kmol) Higher Heating Value (MJ/kg) Kinetic energy (J) Dissociation equilibrium constant Number of moles Potential energy (J) Pressure (Pa) Heat transfer (W) Gas constant (kj/kgk) Entropy (kj/kgk) Temperature (K) Thermal energy (J) Volatile Organic Compounds Work transfer (J) Difference, change Mole fraction P R o Products of reaction Reactants Standard conditions s Stoechiometric

1. Introduction The worryingly rapid depletion of fossil fuel is demanding an urgent need to carry out research work regarding alternative fuels. It is uncertain how much oil and gas resources are available or remain to be discovered. Starting in 008 the Renewable Transport Fuel Obligation in the UK will "place an obligation on fuel suppliers to ensure that a certain percentage of their aggregate sales is made up of biofuels, [1]. Fossil fuels accounted for 85% of world s primary energy supply and over 94% of energy for transportation. The production of use of fossil fuels contribute to 80% of anthropogenic GHG emissions worldwide and fossil fuel power generation currently accounts for over one third of global annual carbon dioxide emissions []. In 1999, European countries signed a protocol to abate acidification, eutrophication and ground-level ozone in Gothenburg [3]. The protocol sets emission ceilings for 010 for four pollutants: sulphur, NO x, VOCs and ammonia. These ceilings were negotiated on the basis of scientific assessments of pollution effects and abatement options. Parties whose emissions have a more severe environmental or health impact and whose emissions are relatively cheap to reduce will have to make the biggest cuts. Once the protocol is fully implemented, Europe s sulphur emissions should be cut by at least 63%, its NO x emissions by 41%, its VOC emissions by 40% and its ammonia emissions by 17% compared to 1990. The protocol also sets tight limit values for specific emission sources (e.g. combustion plant, electricity production, dry cleaning, cars and lorries) and requires best available techniques to be used to keep emissions down. Only recently, has the European council decided to commit itself to increasing the percentage of renewable energies of the total primary energy consumption to 0% by 00 inside the EU [4]. In recent years, the reduction in sulphur content is the most notable restriction. Due to 3

diminishing fossil fuel reserves ACCEPTED and more and MANUSCRIPT more stringent emission limits, biodiesel has yet again become popular [5]. The term biodiesel commonly refers to fatty acid methyl esters made from vegetable oils or animal fats, whose properties are good enough to be used in diesel engines. Since vegetables have cetane numbers close to that of diesel fuel, they can be used in existing compression ignition engines with little or no modifications [6-8] and the production of biodiesel is currently regulated by standard EN-1414 [9-10] in Europe. Several studies have investigated the effects on emissions due to blending diesel with biodiesel [11, 1]. The formation of mono nitrogen oxides can lead either to an increase or decrease due to blending [13, 14]. These papers show that in general pre 1997 diesel engines have an increase in NO x emission with increased biodiesel percentage due to problems with injection timings, which is after all designed in accordance with the fuels viscosity [15]. Research papers presenting results of diesel engine emissions from biodiesel often ignore some of the basic properties of the biodiesel used, which makes it difficult to determine whether its quality has some effect or not. Lapuerta et al. [16] presented a review showing that most published articles reported that biodiesel present an increase in NO x compared with petro-diesel and only about 5% of the articles show a decrease. The present study presents the reader with an algorithm to estimate Nitrogen oxides formation and the combustion flame temperature for biodiesel depending on its chemical composition. The theoretical results will be compared to laboratory testing of a stationary diesel engine run on different blends of biodiesel. 4

. Thermodynamic Analysis of the Combustion of Biodiesel in CI Engines.1 Stoechiometric relations Much of the analysis in this section was taken from reference [17].The first law of Thermodynamics is based on the principle of energy conservation within a system. This concept, when applied to a typical engine cylinder, can be considered as an open system, for which the Steady Flow Energy Equation (SFEE): Q W = H + KE + PE (1) For a typical combustion inside the cylinder, the flow process is considered adiabatic (Q=0), with no work transfer and the changes of kinetic and potential energy can be neglected; the above equation becomes: Σ H = Σ H () o P o R The enthalpies of products and reactants are functions of the temperature which are tabulated in standard thermodynamics textbooks. In order to evaluate the flame temperature, an iterative process is employed with the key to find that temperature (from the tables, enthalpies of combustion versus temperature) until equation () is satisfied. In order to determine the different properties of the combustion in question, the chemical formula of the fuel and the Stoechiometric equation are required. Consider the following general hydrocarbon fuel combustion: [Fuel] + [Air] = Products of combustion [ R 1 ( C) + R ( H ) + R3( O) + R4 ( N) + R5 ( S)] + R6[ O + 3.76N] PCO 1 + P H O + P NO 3 + P SO 4 + P N 5 + P O 6 (3) 5

The Stoechiometric air-fuel ACCEPTED ratio (A/F) s in which MANUSCRIPT P 6 is zero, can be derived from the equation of complete combustion equation (3): ( A R6[3 + ) ( 3.76 ) F (%) NO 8 ] = (4) 3R s 1R1 + R + 16R3 + 14R4 + P 5 = 5 P1 + P + P3 + P4 + P5 + P (5) 6 In the presence of excess air equation (3) can be rewritten C 1 ( 1+ x) R1 H ROR3N R4S R5 + R6[ O + 3.76N ] P CO + P H O + P NO 3 + P SO 4 + [( P + x) N ] + [( P + x) O ] 5. Dissociation During the combustion process of any fuel, several chemical reactions take place at the same time. Take for example the combustion of pure carbon in oxygen: C + O CO + TE (6) The energy released (TE) during the combustion may under certain conditions be enough for the carbon dioxide to undergo the reverse reaction. This reaction is endothermic (absorbing energy from the products) and hence will reduce the 6 (3a) temperature of the products. Dissociation of the individual species of the bio-diesel implies that the combustion process of some of the reactions is reversible; hence some of the energy indicated in equation (6) will be lost. The reaction equation (7) will adjust itself to an equilibrium state. This phenomenon is known as dissociation and it is 6

responsible for lowering the ACCEPTED combustion temperature. MANUSCRIPT At some temperature T, a fraction of υ moles of any species among the products dissociate. For the C-H-O-N system, the complete chemical equilibrium scheme proposed by Way [0] is used. The following reverse reactions are included in the calculations: ( υ) 1 CO + O 1 CO (7) ( 1 υ) H H + H (8) ( 1 υ) O O + O (9) ( 1 υ) N N + N (10) 1 1 O + N ( 1 υ)no (11) ( ) H O 1 H + OH 1 υ (1) ( ) H O 1 H + O 1 υ (13) Generally, the dissociated reaction takes the following form: υ + υ υ + υ (14) R1R1 RR P1P1 PP A general equilibrium constant for any reverse reaction is given by: K P = N P1υ P1N N υ N R1 R1 P R υ P υ R 1 N tot υ In order to determine Kp, the Gibbs function is commonly used: G = V P S T (16) (15) At equilibrium, the temperature is constant, ( T = 0 ) and substitute V = nrt / P for ideal gas, then the above equation becomes: 7

P G = N R T (17) _ P Integrating between state 1 and : P G G1 = R T ln (18) _ P1 For a reversible reaction with two reactants and two products the above equation becomes: _ PR 1PR G P GR = R T ln (19) PP 1PP The square bracket on the RHS of equation 19 is known as the equilibrium constant K ; values for ln [ K P ] are tabulated in Table 1. Now equation (15) can be solved for υ for each individual constituent, hence determines the dissociated form of combustion. The Stoechiometric reaction for a typical fuel is given by equation (3). As this does not take into account dissociation of the products, it needs to be changed to reflect the molecules occurring in the products. 3. Algorithm Structure The combustion theory outlined in section is used to develop a computer model to investigate the emission from the combustion of Biodiesel, Fig. 1. The model processes the calculations in the following stages, which can be grouped in p two main parts: A. Stoechiometric calculations this includes: A1. Input fuel composition, and fuel properties A1. Determine the chemically balanced equation of combustion (equation 3) 8

A3. Starting with a guess value ACCEPTED of temperature MANUSCRIPT as 98K, iterate (increasing this temperature by one degree Celsius each step) till equation is satisfied, to determine the adiabatic flame temperature. B. Dissociation calculations this includes: B1. Look up Kp values in table 1, based on the adiabatic flame temperature B. Determine the degree of dissociation, using equation 14. B3. Determine the actual products of combustion, based on the results in B. B4. Starting with a guess value of temperature as 98K, iterate (increasing this temperature by one degree Celsius each step) till equation is satisfied, to determine the actual flame temperature. B5. Loop B1-B4, with starting point the actual flame temperature until it converges, i.e. the new actual flame temperature minus old actual flame temperature equals less or equal than 0.1 K. B6. Depending on A/F ratios, step A can be modified to account for excess air. A rerun of steps A1 B5 is repeated. 4. Experimental engine and test facility 4.1 The test rig The test rig, shown in Fig., consists of the prime mover which is a Lister-Petter diesel engine coupled to an electrical generator (engine specifications are found in table ) and a heat exchanger. in addition, instruments include: a data logger a personal computer for logging and processing the data; an air box and a U-tube manometer to measure the air intake of the engine; a fuel flow rate measurement system to measure the fuel consumption; electrical voltage and current meters to measure the power output of the 9

engine; K-type thermocouples ACCEPTED to measure air MANUSCRIPT temperature, exhaust gas temperature and the temperatures at different points on the heat exchanger; and finally emission analysers to measure the composition of the exhaust gas, the specifications for the emission analysers are found in table 3. 4. Fuel samples and properties The conventional petro-diesel fuel was supplied by ESSO UK part of the EXXON Mobil Corporation and represents the typical, British automotive, low sulphur (0.005%) diesel fuel. The biodiesel used in this study conforms to the European standards regulating the manufacture of biodiesel, EN1414 [9]. The ultimate analysis for the two fuels used in the experiment is obtained from the manufacturers presented in Table 4. The fuels were blended in the laboratory and to prevent mixing of different blends in the tank, the engine was left running dry at the end of each test group. Bleeding the engine was necessary prior to every new test run with a new fuel blend. The blends used in this experiment are B5, B50 and B75; the letter B assigned for Biodiesel followed by the percentage by volume blended. Additional runs were carried out with pure petro-diesel and pure biodiesel. Therefore there are 5 fuel samples tested in this study B0, B5, B50, B75 and B100. 4.3 Parameters tested and experimental procedure A series of tests were conducted using each of the above 5 fuel blends, with the engine working at a speed of 1500 rpm and five engine loads ranging from no-load to full-load. In each test, volumetric fuel consumption rate, exhaust gas temperature, exhaust regulated gas emissions such as nitrogen oxides, carbon monoxide, carbon dioxide and total unburned hydrocarbons are measured. The experimental work started with preliminary investigation of the engine running on neat diesel fuel, in order to determine 10

the engine s operating characteristics ACCEPTED and exhaust MANUSCRIPT emission levels, constituting a baseline that is compared with the corresponding cases when using the subsequent fuel blends. The same procedure was repeated for each fuel blend by keeping the same operating conditions. For every fuel change, the engine was run dry and after the bleeding process, was left to run for thirty minutes to stabilise at its new condition. Each test was repeated further 3 times to reduce experimental error. 5. Results and Discussion The objective of this study is to establish a computer program to estimate exhaust gas emission from hydrocarbons and its flame temperature. The accuracy of this program is compared to the experimental test results of biodiesel blends in a stationary diesel engine. 5.1 Exhaust gas temperature The variation of exhaust gas temperature with respect to the load for B50 blend is shown in Fig. 3. The error between measured and predicted temperatures for B50 was in the range of 4-9.5% and showed an increasing trend with increased engine loads. This error is most likely due to the fact that software does not take into account left over heat from previous operations. As the engine was not cooled down for operating reasons prior to increasing the engine load. It can be seen on Fig. 3 that the measured temperature is indeed higher than the predicted one. The difference between the predicted temperatures and published data about experiments carried out under similar conditions lies within the range of 0-4.5%. 5. Nitrogen oxides emission (NO x ) The variation of NO x emission with respect to different blending at no-load is shown in Figures 4 and 5. The difference between predicted and measured emissions for Nitrogen 11

oxides is in the range of 0.7-5%. ACCEPTED The predicted MANUSCRIPT emission of NO x is based on the dissociation of Oxygen and Nitrogen in the exhaust gases and the resulting temperature. As the NO x increases directly with the degree of blending and as the latter is directly proportional to the temperature, this proves that the most important factor for the emission of NO x is the combustion temperature. Fig. 4 shows that within the range of the tests, the NO x emissions from biodiesel and its blends are higher than those of diesel fuel. The difference of the published (a summary of 38 studies) results has a maximum of 6% for standard diesel. The majority of studies in this publication are based on American fuels and, hence might have some slight differences with the molecular structure compared to European type petro diesel. Fig.6. shows indeed a linear correlation between exhaust gas temperature and NO x emissions for predicted values for B100 blend. The relationship between the NO x emitted and the exhaust temperature was correlated, and the fitted equation was found to be: The fitted data were excellent, the R-squared of the fit was found to be: R = 0.999. 6. Conclusion In this study, an algorithm to estimate Nitrogen oxides formation and the resulting flame temperature for biodiesel depending on its chemical composition was introduced. A computational program was developed for simulating the combustion of biodiesel and its blends depending on their chemical composition and the resulting flame temperature. The findings were compared to laboratory testing and published results from similar experiments. The main conclusions from the current study can be summarised as follows. 6.1 NO x for each test (Fig. 4 & Fig. 5) varied linearly with blend. The same behaviour was observed for all 5 loads. 1

6. The flame temperature ACCEPTED variation (Fig. MANUSCRIPT 3) followed a linear relation and there was a close relation between measured, predicted and published data. The same behaviour was found for each blend over the range of 5 loads tested. 6.3 In an attempt to correlate the variation of flame temperature and its corresponding NO x emission (Fig. 6) it was found that a linear relationship existed, although it has been suspected, these results was a pleasant finding. 6.4 The present algorithm was validated further against some published data [1] and it was found in good agreement with their results. 6.5 The present algorithm, although developed initially to correlate the biodiesel blends combustion, currently the authors are working on extending it for biomass combustion. References [1] Draft Renewable Transport Fuel Obligation Amendment Order 009, available http://www.dft.gov.uk, accessed 01.0.010 [] R. Quadrelli, S. Peterson, The energy climate challenge: Recent trends in CO emissions from fuel combustion, Energy Policy 35 (11) (007) 5939-595 [3] UNECE (United Nations Economic Commission for Europe), Protocol to Abate Acidification, Eutrophication and Ground-level Ozone, Gothenburg (1999) [4] Council of the EU, Presidency Conclusions 8/9 March 007, Brussels (007) [5] H. Fukuda, A. Kondo, H. Noda, Biodiesel fuel production by transesterification of oils, Bioscience and Bioengineering 9 (5) (001) 405-416 [6] A. Srivastava, R. Prasa, Triglycerides based diesel fuels, Renewable Sustainable Energy Reviews 4 () (000) 111-133 [7] Y. Ali, M.A. Hanna, Alternative diesel fuels from vegetable oils, Bioresource Technology 50 () (1994) 153-163 13

[8] R. Altin, S. Cetinkaya, H.S. ACCEPTED Yucesu, The MANUSCRIPT potential of using vegetable oil fuels as fuel for diesel engines, Energy Conversion and Management 4 (5) (001) 59-538 [9] European Standard, EN-1414:003 Fatty acid methyl ester (FAME) for diesel engines requirements and test methods (003) [10] T.T. Al-Shemmeri, Quality assurance and Standards for Biodiesel, Invited Paper, International Biofuels Conference, Warsaw, Poland, 1-16 September 006. [11] A. Murugesan, C. Umarani, R. Subramanian, N. Nedunchezhian, Bio-diesel as an alternative fuel for diesel engines - A review, Renewable Sustainable Energy Reviews 13 (3) (008) 653-66 [1] Y.D. Wang, T.T Al-Shemmeri, P. Eames, J. McMullan, N. Hewitt, Y. Huang, S. Rezvani, An experimental investigation of the performance and gaseous exhaust emissions of a diesel engine using blends of vegetable oil, Applied Thermal Engineering 6 (14-15) (006) 1684-1691 [13] B.K. Barnwal, M.P. Sharma, Prospects of biodiesel production from vegetables in India, Renewable & Sustainable Energy Reviews 9 (4) (005) 363-378 [14] S. Sundarapandian, G. Devaradjane, Experimental investigation of the performance on vegetable oil operated CI engine, 19 th National Conference on IC engine and combustion, Annamalai University, Chidambaram, December 1-3, 005, p.87-94 [15] S. Senthil Kumar, A. Remesh, B. Nagalingam, Complete vegetable oil fuelled dual fuel compression ignition engine, SAE International (001), 001-8-0067 [16] M. Lapuerta, O. Armas, J. Rodriguez-Fernandez, Effect of biodiesel fuels on diesel engine emissions, Progress in Energy Combustion Science 34 () (007) 198-3 [17] E.L. Keating, Applied Combustion, Second Edition, CRC Press (007), ISBN: 978-1-57444-640-1 14

[18] S. Oberweis, T.T. Al-Shemmeri, ACCEPTED N. Packer, MANUSCRIPT The impact of dissociation on the flame temperature in biomass combustion, HEATSet Conference 007, April 18 to April 0 007, Chambéry, France [19] A. Demirbas A. Biodiesel A Realistic Fuel Alternative for Diesel Engines, Springer, London (008) [0] R.J.B. Way, Methods for determination of composition and thermodynamic properties of combustion products for internal combustion engine calculations. Proceedings of the Institution of Mechanical Engineers 190 (1976) 687-697 [1] A S Cheng, A Upatnieks, C J Mueller. Investigation of the impact of biodiesel fuelling on NOx emissions using an optical direct injection diesel engine, International Journal of Engine Research, vol 7, no. 4, ISSN - 1468-0874.(006). [] Md. Nurun Nabi, Md. Mustafizur Rahman, Md. Shamim Akhter, Biodiesel from cotton seed oil and its effect on engine performance and exhaust emissions, Applied Thermal Engineering 9 (009) 65 70 15

Research Highlights for publication Ref. ATE_340 A correlation of Nitrogen oxides & the combustion flame temperature of biodiesel. An iterative process is used to determine the flame temperature with dissociation. The present algorithm can be applied to biomass combustion.

Captions for Tables Table 1 The natural logarithm of K p for various products [17] Table Test engine specifications. Table 3 Table 4 Specifications of exhaust gas analysers used in measurements in present study. Ultimate analysis and HHV of the fuels used in the present study 1

Table 1 - The natural logarithm of K p for various products [17] Temperature [K] H = H O = O N = N H O = 1//H + 1/O H O = 1/H + OH CO = CO + 1/O 1/N + 1/O = NO 98-164.01-186.98-367.48-9.1-106.1-103.76-35.05 500-105.3-119.94-40.63-59.60-68.33-65.78 -.91 1000-39.80-45.15-90.47-3.16-3.4-3.53-9.39 100-30.87-35.01-80.01-18.18-0.8-17.87-7.57 1400-4.46-7.74-66.33-14.61-16.10-13.84-6.7 1600-19.64 -.9-56.06-11.9-13.07-10.83-5.9 1800-15.87-18.03-48.05-9.83-10.66-8.50-4.54 000-1.84-14.6-41.65-8.15-8.73-6.64-3.93 00-10.35-11.83-39.39-6.77-7.15-5.1-3.43 400-8.8-9.50-3.01-5.6-5.83-3.86-3.0 600-6.5-7.5-8.30-4.65-4.7 -.80 -.67 800-5.00-5.83-5.1-3.81-3.76-1.89 -.37 3000-3.69-4.36 -.36-3.09 -.94-1.11 -.11

Table - Test engine specifications Parameters Value Generator voltage [V] 415 Full load current [A] 10 Gen-Set power [kva] 10.6 No of cylinders Swept volume [cc] 170 Compression ratio 15.9:1 Bore [mm] 95.3 Stroke [mm] 88.9 Speed fixed [rpm] 1500 Manufacturer - Lister-Petter; Model - TS 3

Table 3 - Specifications of exhaust gas analysers used in measurements in present study Object of CO CO NO x O measurement Range of measurement 0 ~ 3 % 0 ~ 0 % 0 ~ 10,000 ppm 0 ~ 100% Resolution 0.00 % 0.1 % 50 ppm 0.1 % Accuracy 1 ~ % 1 ~ % 1 ~ % 0.05 % Manufacturer: (CO, CO, NO x ) : Analytical development Co Ltd (ADC) ; (O): Servomex Ltd. 4

Table 4 - Ultimate analysis and HHV of the fuels used in the present study B0 B5 B50 B75 B100 wt% C 86.400 84.075 81.750 79.45 77.100 H 1.700 1.45 1.150 11.875 11.600 O 0.040.730 5.40 8.110 10.800 N 0.085 0.189 0.93 0.396 0.500 S 0.005 0.004 0.003 0.001 0.000 HHV 1 [MJ/kg] 4.30 40.98 39.65 38.33 37.00 1: www.iea.org (accessed 18.0.010), : computed 3. columns B0 & B100. taken from reference [] 5

Captions for Figures Fig. 1 Computer program flowchart highlighting iteration process Fig. Schematic diagram of the experimental setup Fig.3 Measured, predicted and published temperatures at half load Fig. 4 Measured NO x results for different engine loads and fuel blends Fig. 5 Predicted NO x results for different engine loads and fuel blends Fig 6 Correlation for predicted NO x emission and exhaust gas temperature for B100

Fig. 1 Computer program flowchart highlighting iteration process

Fig. Schematic diagram of the experimental setup

Fig. 3 Measured, predicted and published temperatures at half load.

Fig. 4 Measured NOx results for different engine loads and fuel blends

Fig. 5 Predicted NOx results for different engine loads and fuel blends

Fig. 6 Correlation of predicted NOx emission and exhaust gas temperatures for B100.