Next Article in Journal
Combined Engineering—Statistical Method for Assessing Solar Photovoltaic Potential on Residential Rooftops: Case of Laghouat in Central Southern Algeria
Next Article in Special Issue
Analysis of Harmful Exhaust Gas Concentrations in Cloud behind a Vehicle with a Spark Ignition Engine
Previous Article in Journal
Minimum Leading Edge Protection Application Length to Combat Rain-Induced Erosion of Wind Turbine Blades
Previous Article in Special Issue
Comparison of Diesel Engine Vibroacoustic Properties Powered by Bio and Standard Fuel
 
 
Font Type:
Arial Georgia Verdana
Font Size:
Aa Aa Aa
Line Spacing:
Column Width:
Background:
Article

Assessment of Petrol and Natural Gas Vehicle Carbon Oxides Emissions in the Laboratory and On-Road Tests

by
Kazimierz Lejda
1,*,
Artur Jaworski
1,
Maksymilian Mądziel
1,
Krzysztof Balawender
1,
Adam Ustrzycki
1 and
Danylo Savostin-Kosiak
2
1
Faculty of Mechanical Engineering and Aeronautics, Rzeszow University of Technology, 35-959 Rzeszów, Poland
2
Department of Motor Vehicle Maintenance and Service, Faculty of Automotive and Mechanical Engineering, National Transport University, 02000 Kyiv, Ukraine
*
Author to whom correspondence should be addressed.
Energies 2021, 14(6), 1631; https://doi.org/10.3390/en14061631
Submission received: 19 February 2021 / Revised: 8 March 2021 / Accepted: 10 March 2021 / Published: 15 March 2021
(This article belongs to the Special Issue Exhaust Emissions from Passenger Cars)

Abstract

:
The problem of global warming and the related climate change requires solutions to reduce greenhouse gas emissions, in particular CO2. As a result, newly manufactured cars consume less fuel and emit lower amounts of CO2. In terms of exhaust emissions and fuel consumption, old cars are significantly inferior to the more recent models. In Poland, for instance, the average age of passenger cars is approximately 13 years. Therefore, apart from developing new solutions in the cars produced today, it is important to focus on measures that enable the reduction in CO2 emissions in older vehicles. These methods include the adaptation of used cars to run on gaseous fuels. Natural gas is a hydrocarbon fuel that is particularly preferred in terms of CO2 emissions. The article presents the results of research of carbon oxides emission (CO, CO2) in the exhaust gas of a passenger car fueled by petrol and natural gas. The emissions were measured under the conditions of the New European Driving Cycle (NEDC) test and in real road tests. The test results confirm that compared to petrol, a CNG vehicle allows for a significant reduction in CO2 and CO emissions in a car that is several years old, especially in urban traffic conditions.

Graphical Abstract

1. Introduction

Transport generates 25% of total greenhouse gas emissions and is estimated to be the second largest source of the same after the energy sector [1,2,3,4,5,6,7,8]. In terms of these emissions, as much as 95% of CO2 is generated by road transport, of which 61% is emissions from passenger vehicles [9,10,11,12]. The emission of CO is similarly a significant threat to the environment and the health of society. Carbon monoxide is emitted as a product of incomplete combustion of carbon fuels (e.g., petrol, diesel) [13,14]. These fuels are the main source of vehicle power and it is estimated that their combustion contributes to the emission of about 89% of CO emissions from anthropogenic sources in developed countries [15]. Carbon monoxide plays a fundamental role in regulating the amount of OH in the troposphere and is indirectly related to climate change [16]. This is due to the chemical impact of CO on CH4, CO2 and O3 [13].
Increased awareness of the threat posed by CO2 emissions contributed to the introduction of regulations regarding its emissions from passenger vehicles. The European Union has set a greenhouse gas reduction target of 60% compared to 1990 levels [17]. Data from the European Environmental Agency (EEA) for 2015 [18] confirm that vehicles produced in 2014 achieved the target of 130 g/km CO2 emissions, while the average emissions were 123.4 g/km. In 2015, the average emissions for the produced vehicles fell to the level of 120.7 g/km of CO2. However, these were data for emissions from homologation procedures for the New European Driving Cycle (NEDC), which, compared to road data, significantly lowered the average values of emissions [19,20,21,22,23,24,25,26,27]. The differences in CO2 emissions for the NEDC and the road test reached 30–40% [28,29,30]. Therefore, it can be assumed that the NEDC procedures, which cover CO2 emissions, among others, meant that the manufacturers then sought to optimize the fuel consumption of the vehicle based on the test conditions themselves, and did not introduce actual improvements in vehicles that would minimize these emissions [31,32,33,34,35,36,37,38]. For 2019, the average CO2 emission was 122.4 g/km, which meets the required CO2 emission target of 130 g/km and at the same time is above the value effective from 2020 on and amounting to 95 g/km of CO2 emissions [39]. Therefore, vehicle manufacturers are working on engineering improvements to engines and vehicles to reduce the emission of harmful exhaust components to a minimum. One of the solutions used is to fuel automobiles with alternative fuels, e.g., hydrogen, natural gas (CNG—compressed natural gas), liquefied petroleum gas (LPG), ethanol, methanol and others [40,41].
Natural gas is the preferred alternative fuel used to power internal combustion engines. The reduced proportion of carbon to hydrogen in the molecule of this fuel, with a high calorific value per unit of mass, allows the reduction in CO2 emissions. Moreover, the research results presented in the literature show a reduction in the emission of other gaseous pollutants and solid particles in relation to fueling with petrol [42,43] or diesel oil [16,17]. However, when a vehicle is fueled with natural gas, NOx emissions can be significantly higher under heavy load conditions compared to petrol. This may be due to the higher exhaust gas temperature and a different conversion rate of pollutants in the exhaust gases by the catalytic reactor, which was developed to fuel the engine with petrol [44]. Considering the problem of global warming and the related efforts to reduce greenhouse gas emissions, including CO2, natural gas propulsion seems to be a very beneficial alternative. However, this fuel contains mainly methane which, although not classified as a toxic exhaust gas component, is nonetheless harmful to the atmosphere as one of the major greenhouse gases [45,46,47].
Due to the efforts to reduce CO2 emissions, it is beneficial to adapt car engines to run on gaseous fuels such as LPG and CNG [48,49,50,51]. This may include not merely fitting CNG fuel supply systems in factory, but also adapting existing cars, including those with lower EURO emission standards, which constitute the largest share in terms of the age structure of passenger cars in e.g., Poland (Figure 1). Older cars (Euro 2, Euro 3, Euro 4) have much higher CO2 emissions compared to modern ones. It is therefore important to carry out tests for these types of vehicles that are characterized by relatively high mileage in order to analyze the emission of gaseous pollutants in the exhaust gas.
Previous works, which investigated the impact of the use of CNG fueling a vehicle on CO emissions was only limited to tests on the RDE road [53,54,55] or to bench tests on an engine dynamometer [56] and was limited to a selected vehicle structure, e.g., Euro 6 vehicles [54], Euro 5 waste trucks [57], taxi cars [58], buses and enhanced environmentally friendly vehicles (EEVs) [59]. There are still a few studies that would deal with the emissions of older CNG-adapted vehicles in such a wide range of tests as presented in this paper, i.e., including both chassis dynamometer and on-road tests. Carrying out such tests is crucial, especially for countries with an aging vehicle structure. Indicating that the number of emissions that can be reduced using CNG could contribute to the implementation of a policy of adapting older petrol-powered vehicles to this type of solution. Moreover, a small number of works deal with the issue of CO2 emissions to the extent that is presented in this work, e.g., the authors of the paper [53] present the results of CO2 emissions for a passenger car meeting the Euro 6 standard, but they are limited only to aggregated emission levels and they do not present the emission results during the test period. In the literature has been also indicated some problems are connected with CNG fueling. There can be some issues connected with the emission of ammonia which contributes to particle pollution [60,61]. It has been also been noted that CNG vehicles can emit more NOx emission comparing to petrol vehicles [62]. The cost of installation of the CNG fueling system to the cars that have not been equipped with this system by the vehicle manufacturer is also very high. Another problem is the loss of space inside the car which is a disadvantage if the user cares about the cargo space in the trunk. One of the main problems connected with the refueling station is the availability of those with CNG. In Poland, there is approximately 30 refueling stations with CNG fuel [63]. This state of affairs contributes to a very limited use of CNG-fueled vehicles due to the low availability of this fuel.
According to the above issues, the authors conducted a comparative study of the impact of natural gas supply on the emission of pollutants in the exhaust gas for a selected passenger car. The aim of this study was to present the comparative results for both laboratory and road tests. The tests were carried out on the basis of a chassis dynamometer and the portable emission measurement system (PEMS). Aggregated and instantaneous data were included in the analysis of the results in order to investigate the different emission parameters under varying driving conditions. The purpose of the research was not to show the emission values in relation to the EU regulation, but to present actual, real-world emission results for a representative passenger vehicle. This work is one of the few that contains a complete picture of the comparative emissions for petrol and CNG both for the NEDC test and for the on-road emission from PEMS, which is a high value for further analysis. Apart from the aggregated emission levels, in g/km, the exact emission location along the route was also assessed.

2. Description of the Research Methodology

The tests were carried out on a passenger car, the technical data of which are presented in Table 1. The car’s engine was powered by commercial petrol and natural gas, the parameters of which are shown in Table 2. The bench tests were carried out in the Automotive Emissions Laboratory of the Rzeszow University of Technology. The laboratory was equipped with an AVL chassis dynamometer integrated into a climatic chamber. A detailed description of the test stand can be found in [9]. The bench tests were carried out under hot start conditions for the engine coolant temperature of 85 ± 2 °C. The cold test phase was omitted due to the fact that the engine runs on petrol after the cold start. Switching to natural gas supply takes place after reaching the appropriate temperature conditions specified in the CNG controller. The tests were carried out for the NEDC cycle, under the ambient temperature conditions in the climate chamber of 20 ± 1 °C. Two tests were carried out with petrol and with natural gas. The research results show the mean values from two measurements.
Figure 2 shows the view of the vehicle on the test stand. The tested vehicle has an indirect, multi-point CNG fueling system which is not factory-fitted and has been adapted to the car.
Road pollutant emission measurements were carried out using the Horiba OBS-2200 (Horiba, Kyoto, Japan) portable emission measurement system (Table 3). The view of the car with the measuring equipment installed is shown in Figure 3. The tests were carried out on an urban, rural and motorway route, as shown in Figure 4. Road tests were carried out on a sunny day, with an ambient temperature of 30 ± 1 °C. Basic parameters of the test route are shown in Table 4.

3. Results and Discussion

3.1. Results of the Bench Tests of CO2 and CO Emission

The average CO2 and CO emission values obtained during the bench tests for a car fueled with petrol and natural gas are presented in Table 5. Table 5 shows a comparison of the relative CO2 and CO emissions for the tested fuels. It can be concluded that the average CO2 emission for the test car fueled with natural gas was lower by approximately 23% than for petrol, both for the entire NEDC test and for the individual components (UDC and EUDC).
It can be concluded that the average CO emission from natural gas for the studied car during the NEDC test was lower by approximately 70% compared to fueling the vehicle with petrol. For the UDC phase, the average CO emission from natural gas was lower by approximately 66%, and for the EUDC phase by approximately 75%.
Figure 5 shows a comparison of changes in CO2 emission between petrol and CNG fuels during the NEDC test. Higher instantaneous emission values for fueling with petrol are evident. The CO2 emission values depend on the rolling resistance that occurs during acceleration as well as at higher speeds. The maximum emission values during petrol fueling reached approximately 11 (g/s), and for fueling with natural gas—up to approximately 8.5 (g/s).
Figure 6 shows a comparison of CO emission changes between petrol and CNG fueling during the NEDC test. Significantly higher values of instantaneous emission are visible for petrol propulsion compared to CNG, especially during acceleration. The maximum values of CO emission for petrol propulsion reached approximately 0.18 (g/s), whereas for natural gas they were approaching approximately 0.05 (g/s).
The relation between CO2 and CO emission for petrol fuel are also visible in Figure 7 and Figure 8, which illustrate the cumulative emission values. As for the cumulative CO2 emission (Figure 7), its values increase in proportion to the test time, both for petrol and CNG propulsion. The diagram of the cumulative CO emission (Figure 8) shows a greater increase in instantaneous emission when vehicle was fueled with petrol in relation to fueling with CNG, corresponding to the periods of increased load during acceleration.

3.2. On-Road Test Results of CO2 and CO Emission

The results of CO2 emission tests under road conditions are shown in Figure 9. On urban, rural as well as motorway sections, CO2 emission is higher with petrol propulsion compared to natural gas. The highest average CO2 emission, amounting to approximately 389 g/km, was obtained with petrol propulsion in urban conditions. When running on CNG, the CO2 emission value was lower for the urban section by approximately 135 g/km. The lowest difference in average CO2 emission (approximately 51 g/km) was obtained for the rural portion of the test route. For motorway driving, the difference in CO2 emission was approximately 72 g/km. The average emission for the entire on-road test with CNG propulsion was approximately 187 g/km, whereas for petrol it was approximately 273 g/km.
Figure 10 shows the results of the average CO emission. The impact of fueling with natural gas on the reduction in the emission of this component is evident. A particularly large difference in CO emission was seen on the urban portion of the test, amounting to approximately 3.0 g/km. For the entire on-road test, the average CO emission with petrol fueling was around 2.1 g/km, while for petrol—around 0.7 g/km.
The results of the instantaneous CO2 and CO emissions obtained during the road tests with petrol propulsion are shown in Figure 11 and Figure 12, while for natural gas propulsion—in Figure 13 and Figure 14. The values of CO2 emissions (Figure 11 and Figure 13) were similar to the results obtained in laboratory tests and are dependent on the resistance to motion and its increase during acceleration, as well as the increasing speed. The maximum values of CO2 emission were higher for petrol propulsion (Figure 11) and were reaching approximately 12 g/s. For natural gas propulsion (Figure 13), the maximum values of CO2 emission were approximately 8 g/s. Moreover, the CO emission (Figure 12 and Figure 14) for petrol propulsion would temporarily reach higher values than with natural gas, amounting to approximately 0.3 g/s.
Figure 15, Figure 16, Figure 17 and Figure 18 show the changes in the cumulative emission values of the pollutants under study versus time. The values of cumulative CO2 emission in the entire on-road test, when the vehicle was fueled with petrol (Figure 15) and then natural gas (Figure 17), show a large difference in emission (approximately 2800 g). These values are also related to varying traffic conditions and average speeds. The cumulative CO emissions are similar (Figure 16 and Figure 18). When the vehicle was fueled with CNG, the emission value for the entire test was approximately 22 g, whereas with petrol propulsion it amounted to approximately 70 g.
Comparing the results obtained in the laboratory and road tests (Figure 19 and Figure 20), higher CO2 values (by approximately 20% when running on petrol and by approximately 13% when running on CNG) obtained during the road tests are observed. Meanwhile, the average CO emission obtained during the road tests was similar to that obtained in the NEDC test.
The differences in CO2 emissions are related to the more favorable composition of natural gas (lower carbon/hydrogen ratio). In the case of CO emissions, the control of the mixture composition plays an important role, which in the case of natural gas supply is associated with the reduction in the instantaneous dose of fuel under dynamic load changes, resulting in the depletion of the mixture composition. Comparing CO2 and CO emissions when running on different fuels, it is clear that for tests under stationary conditions, more unambiguous results are obtained. This is due to the fact that the car engine is subjected to the same loads during the same driving cycle. In road conditions, each route is unique, especially in urban driving conditions [53,54,55]. Therefore, it should be borne in mind that the differences in the values of pollutant emissions and fuel consumption by the car engine while running on petrol and CNG are additionally related to different road conditions.

3.3. Results of Fuel Consumption

Fuel consumption FC was determined on the carbon balance [64], according to the Formula (1) for petrol and according to Formula (2) for CNG:
F C = 0.1155 s C y c l e ( 0.865 · H C M A S S + M C M C O · C O M A S S + M C M C O 2 · C O 2 M A S S ) ( kg 100   km )
F C = 0.1335 s C y c l e ( 0.749 · H C M A S S + M C M C O · C O M A S S + M C M C O 2 · C O 2 M A S S ) ( kg 100   km )
where: HCMASS is hydrocarbons mass emission (g), MC is carbon atomic mass (g), MCO is carbon monoxide molecular mass (g), COMASS is carbon monoxide mass emission (g), MCO2 is carbon dioxide molecular mass (g), CO2MASS is carbon dioxide mass emission (g) and sCycle is the distance of test cycle (km).
The results of the average fuel consumption for tests are presented in Figure 21 and Figure 22. Fuel consumption values, similarly to CO2 and CO emissions, were lower for CNG propulsion in relation to petrol. It is also related to the higher mass calorific value of natural gas. In the case of road tests (Figure 21), it should be borne in mind that fuel consumption depends on the vehicle’s traffic conditions. During urban driving, the largest differences in the value of average mass fuel consumption occur, amounting to approximately 30%, while for motorway driving, these differences were the lowest and amounted to approximately 12%. This value is similar to the percentage difference between the calorific value of CNG and petrol. The comparative assessment of fuel consumption is therefore more favorable for the NEDC test (Figure 22), when the car was subjected to the same loads resulting from the same test cycle. In this case, the difference in the value of petrol consumption compared to CNG for the individual test phases was approximately 12%. Thus, energy consumption for both fuels was at a similar level.

4. Conclusions

Based on the research, the following conclusions can be drawn:
  • The conducted research confirms that adapting the engines of older cars with a Euro 3 emission class to run on natural gas allows for a significant reduction in CO2 and CO emissions.
  • In relation to a petrol-fueled vehicle during laboratory tests, the CO2 emission for the natural gas supply was lower by approximately 23%.
  • The reduction in CO emission with the use of natural gas in laboratory tests was approximately 70% in relation to petrol fueling.
  • The average CO2 emission obtained in the on-road road tests was lower for natural gas-fueled vehicle by approximately 30% than for fueling with petrol.
  • The average CO emission obtained in road tests was approximately three times higher when the vehicle was fueled with petrol as compared to natural gas.
  • It should be borne in mind that the traffic flow for the on-road emission test with petrol supply was worse than for the test with natural gas supply.
  • The research results show that, in order to reduce CO2 emissions, it is beneficial to adapt older cars to natural gas supply, which are characterized by relatively high fuel consumption and greenhouse gas emissions, compared to newly manufactured cars.
  • As the results of tests for exhaust gas pollutant emissions and fuel consumption depend on the test cycle, during the comparative assessment of the influence of the fuel type on these parameters, it is beneficial to carry out not only road tests, but also on the chassis dyno test with repeated load conditions.
  • The data collected during the research can be used to prepare a model of CO2 and CO emissions for passenger vehicles in the future, but there is still a need to collect more real emission measures for other types of vehicles that meet other exhaust emission standards. It is particularly important for countries where the number of CNG-fueled vehicles is increasing, while the generally used national emission models, e.g., COPERT [65,66], and models for the regional scale, e.g., Enviver Versit + [67,68], do not contain enough data for this type of calculation. This is particularly important for shaping the transport policy of a given region, which is characterized by a different structure of vehicles compared to, for example, European models, where there is a different share of vehicles powered by different fuels.

Author Contributions

Conceptualization, A.J. and K.L.; methodology, A.J.; software, K.B. and M.M.; validation, D.S.-K., A.J., A.U. and K.L.; formal analysis, M.M. and A.U.; investigation, A.J. and M.M.; resources, A.J., K.B. and M.M.; data curation, A.J.; writing—original draft preparation, A.J. and M.M.; writing—review and editing, K.B., M.M. and D.S.-K.; visualization, A.J.; supervision, K.L. All authors have read and agreed to the published version of the manuscript.

Funding

This work was supported by the Ministry of Infrastructure and Development as part of the Eastern Poland Development Operational Program in association with the European Regional Development Fund, which financed the research instruments.

Institutional Review Board Statement

Not applicable.

Informed Consent Statement

Not applicable.

Data Availability Statement

Data are contained within the article.

Conflicts of Interest

The authors declare no conflict of interest.

Abbreviations

CLDChemi-luminescence detection
CH4Methane
CNGCompressed natural gas
COCarbon monoxide
CO2Carbon dioxide
ECE 15Segment of Urban Driving Cycle
EEAEuropean Environmental Agency
EEVEnhanced environmentally friendly vehicle
EUEuropean Union
EUDCExtra Urban Driving Cycle
FIDFlame ionization detector
HCHydrocarbons
LPGliquefied petroleum gas
NDIRNon-dispersive infrared
NEDCNew European Driving Cycle
NOxNitrogen oxides
O3Ozone
OHHydroxyl
PEMSPortable emissions measurement systems
RDEReal driving emissions
THCTotal hydrocarbons
TWCThree-way catalytic converter
UDCUrban Driving Cycle

References

  1. EEA Greenhouse Gas—Data Viewer. 2018. Available online: https://www.eea.europa.eu/data-and-maps/data/data-viewers/greenhouse-gases-viewer (accessed on 10 September 2020).
  2. EEA. Air Quality in Europe—Report; EEA: Copenhagen, Denmark, 2018. [Google Scholar]
  3. Jaworski, A.; Mądziel, M.; Lejda, K. Creating an emission model based on portable emission measurement system for the purpose of a roundabout. Environ. Sci. Pollut. Res. 2019, 26, 21641. [Google Scholar] [CrossRef] [PubMed] [Green Version]
  4. Merkisz, J.; Rymaniak, Ł. The assessment of vehicle exhaust emissions referred to CO2 based on the investigations of city buses under actual conditions of operation. Maint. Reliab. 2017, 19, 522–529. [Google Scholar] [CrossRef]
  5. Cubito, C.; Millo, F.; Boccardo, G.; Di Pierro, G.; Ciuffo, B.; Fontaras, G.; Serra, S.; Garcia, M.O.; Trentadue, G. Impact of Different Driving Cycles and Operating Conditions on CO2 Emissions and Energy Management Strategies of a Euro-6 Hybrid Electric Vehicle. Energies 2017, 10, 1590. [Google Scholar] [CrossRef]
  6. Andrych-Zalewska, M.; Chłopek, Z.; Merkisz, J.; Pielecha, J. Static internal combustion engine operating states in vehicle driving tests. Combust. Engines 2019, 177, 50–54. [Google Scholar] [CrossRef]
  7. Merkisz, J.; Pielecha, J.; Bielaczyc, P.; Woodburn, J.; Szalek, A. A Comparison of Tailpipe Gaseous Emissions from the RDE and WLTP Test Procedures on a Hybrid Passenger Car. In SAE Technical Papers; SAE: Warrendale, PA, USA, 2020; 2020-01-2217. [Google Scholar] [CrossRef]
  8. Alhindawi, R.; Abu Nahleh, Y.; Kumar, A.; Shiwakoti, N. Projection of Greenhouse Gas Emissions for the Road Transport Sector Based on Multivariate Regression and the Double Exponential Smoothing Model. Sustainability 2020, 12, 9152. [Google Scholar] [CrossRef]
  9. Jaworski, A.; Kuszewski, H.; Ustrzycki, A.; Balawender, K.; Lejda, K.; Woś, P. Analysis of the repeatability of exhaust pollutants emission research for cold and hot starts under controlled driving cycle conditions. Environ. Sci. Pollut. Res. 2018, 25, 17862–17877. [Google Scholar] [CrossRef] [Green Version]
  10. Zacharof, N.; Fontaras, G.; Ciuffo, B.; Tsiakmakis, S.; Anagnostopoulos, K.; Marotta, A.; Pavlovic, J. Review of in Use Factors Affecting the Fuel Consumption and CO2 Emissions of Passenger Cars; Euro Commission: Luxembourg, 2015. [Google Scholar]
  11. Zallinger, M.; Hausberger, S. Measurement of CO2 and Fuel Consumption from Cars in the NEDC and in Real World Cycles; Technical University of Graz: Graz, Austria, 2009. [Google Scholar]
  12. EEA. Monitoring of CO2 Emissions from Passenger Cars Regulation 443/2009; EEA: Copenhagen, Denmark, 2016. [Google Scholar]
  13. Jaffe, L.S. Ambient Carbon Monoxide and Its Fate in the Atmosphere. J. Air Pollut. Control Assoc. 1968, 18, 534–540. [Google Scholar] [CrossRef]
  14. Suga, T.; Muraishi, T.; Brachmann, T.; Yatabe, F. Potential of a Natural Gas Vehicle as EEV (Environmentally Enhanced Vehicle). In CEC/SAE International Spring Fuels & Lubricants Meeting; Paper No. 2000-01-1863; SAE: Warrendale, PA, USA, 2000. [Google Scholar]
  15. John, S.D.; Solomon, S. On the climate forcing of carbon monoxide. J. Geophys. Res. 1998, 103, 13249–13260. [Google Scholar]
  16. Chen, H.; He, J.; Zhong, X. Engine combustion and emission fuelled with natural gas: A review. J. Energy Inst. 2018, 92, 1123–1136. [Google Scholar] [CrossRef]
  17. Trivedi, S.; Prasad, R.; Mishra, A.; Kalam, A.; Yadav, P. Current scenario of CNG vehicular pollution and their possible abatement technologies: An overview. Environ. Sci. Pollut. Res. 2020, 27, 39977–40000. [Google Scholar] [CrossRef]
  18. EEA. Monitoring of CO2 Emissions from Passenger Cars—Regulation 443/2009; EEA: Copenhagen, Denmark, 2015. [Google Scholar]
  19. Mock, P.; German, J. The future of vehicle emissions testing and compliance. Int. Council Clean Transp. 2015, 49, 847129-102. [Google Scholar]
  20. Merkisz, J.; Bielaczyc, P.; Pielecha, J.; Woodburn, J. RDE Testing of Passenger Cars: The Effect of the Cold Start on the Emissions Results. In SAE Technical Papers; SAE: Warrendale, PA, USA, 2019; 2019-01-0747. [Google Scholar] [CrossRef]
  21. Bielaczyc, P.; Merkisz, J.; Pielecha, J.; Woodburn, J. RDE-Compliant PEMS Testing of a Gasoline Euro 6d-TEMP Passenger Car at Two Ambient Temperatures with a Focus on the Cold Start Effect. In SAE Technical Papers; SAE: Warrendale, PA, USA, 2020; 2020-01-0379. [Google Scholar] [CrossRef]
  22. Jamrozik, A.; Tutak, W.; Gruca, M.; Pyrc, M. Performance, emission and combustion characteristics of CI dual fuel engine powered by diesel/ethanol and diesel/gasoline fuels. J. Mech. Sci. Technol. 2018, 32, 2947–2957. [Google Scholar] [CrossRef]
  23. Veza, I.; Said, M.F.M.; Latiff, Z.A. Improved Performance, Combustion and Emissions of SI Engine Fuelled with Butanol: A Review. Int. J. Automot. Mech. Eng. 2020, 17, 7648–7666. [Google Scholar] [CrossRef] [Green Version]
  24. How, C.B.; Taib, N.M.; Mansor, M.R.A. Performance and Exhaust Gas Emission of Biodiesel Fuel with Palm Oil Based Additive in Direct Injection Compression Ignition Engine. Int. J. Automot. Mech. Eng. 2019, 16, 6173–6187. [Google Scholar] [CrossRef]
  25. Kim, H.J.; Lee, S.H.; Kwon, S.I.; Park, S.; Lee, J.; Keel, J.H.; Lee, J.T.; Park, S. Investigation of the Emission Characteristics of Light-Duty Diesel Vehicles in Korea Based on EURO-VI Standards According to Type of After-Treatment System. Energies 2020, 13, 4936. [Google Scholar] [CrossRef]
  26. Ko, S.; Park, J.; Kim, H.; Kang, G.; Lee, J.; Kim, J.; Lee, J. NOx Emissions from Euro 5 and Euro 6 Heavy-Duty Diesel Vehicles under Real Driving Conditions. Energies 2020, 13, 218. [Google Scholar] [CrossRef] [Green Version]
  27. Bodisco, T.; Zare, A. Practicalities and Driving Dynamics of a Real Driving Emissions (RDE) Euro 6 Regulation Homologation Test. Energies 2019, 12, 2306. [Google Scholar] [CrossRef] [Green Version]
  28. ECMT. Making Cars More Fuel Efficient. Technology for Real Improvements on the Road; International Energy Agency: Paris, France, 2015. [Google Scholar]
  29. Dings, J. Mind the gap! Why official car fuel economy figures don′t match up to reality. Transp. Environ. 2013. Available online: https://www.transportenvironment.org/sites/te/files/publications/Real%20World%20Fuel%20Consumption%20v15_final.pdf (accessed on 15 October 2020).
  30. Tietge, U.; Zacharof, N.; Mock, P.; Franco, V.; German, J.; Bandivadekar, A.; Ligterink, N.; Lambrecht, U. From laboratory to road—A 2015 update of official and “real-world” fuel consumption and CO2 values for passenger cars in Europe. Int. Counc. Clean Transp. 2015, 49, 847129-102. [Google Scholar]
  31. Weiss, M.; Bonnel, P.; Hummel, R.; Manfredi, U.; Colombo, R.; Lanappe, G.; Le Lijour, P.; Sculati, M. Analyzing On-Road Emissions of Light-Duty Vehicles with Portable Emission Measurements Systems (PEMS); Publications Office: Luxembourg, 2011. [Google Scholar]
  32. Shimizu, O.; Nagai, S.; Fujita, T.; Fujimoto, H. Potential for CO2 Reduction by Dynamic Wireless Power Transfer for Passenger Vehicles in Japan. Energies 2020, 13, 3342. [Google Scholar] [CrossRef]
  33. Mellios, G.; Hausberger, S.; Keller, M.; Samaras, C.; Ntziachristos, L. Parameterisation of Fuel Consumption and CO2 Emissions of Passenger Cars and Light Commercial Vehicles for Modelling Purposes; Publications Office: Luxembourg, 2011. [Google Scholar]
  34. Ligterink, N.E. Real World CO2 Emissions: Causes and Effects; TNO: Hague, The Netherlands, 2012. [Google Scholar]
  35. Kim, K.; Chung, W.; Kim, M.; Kim, C.; Myung, C.-L.; Park, S. Inspection of PN, CO2, and Regulated Gaseous Emissions Characteristics from a GDI Vehicle under Various Real-World Vehicle Test Modes. Energies 2020, 13, 2581. [Google Scholar] [CrossRef]
  36. Fontaras, G.; Dilara, P. The evolution of European passenger car characteristics 2000–2010 and its effects on real-world CO2 emissions and CO2 reduction policy. Energy Policy 2012, 49, 719–730. [Google Scholar] [CrossRef]
  37. Ligterink, N.; Kadijk, G.; Hausberger, S.; Rexeis, M. Investigations and Real World Emission Performance of Euro6 Light-Duty Vehicles; TNO Dutch Ministry of Infrastructure and the Environment: Hague, The Netherlands, 2013. [Google Scholar]
  38. Madziel, M.; Jaworski, A.; Savostin-Kosiak, D.; Lejda, K. The Impact of Exhaust Emission from Combustion Engines on the Environment: Modelling of Vehicle Movement at Roundabouts. Int. J. Automot. Mech. Eng. 2020, 17, 8360. [Google Scholar] [CrossRef]
  39. EEA Greenhouse Gas—Data Viewer. 2020. Available online: https://www.eea.europa.eu/highlights/average-co2-emissions-from-new-cars-vans-2019 (accessed on 11 September 2020).
  40. Checkel, D.; Dhaliwal, B. Tailpipe Emissions Comparison Between Propane and Natural Gas Forkfits. In CEC/SAE International Spring Fuels & Lubricants Meeting; Paper No. 2000-01-18654; SAE: Warrendale, PA, USA, 2000. [Google Scholar]
  41. Bielaczyc, P.; Szczotka, A.; Woodburn, J. A comparison of exhaust emissions from vehicles fuelled with petrol, LPG and CNG. IOP Conf. Ser. Mater. Sci. Eng. 2016, 148, 012060. [Google Scholar] [CrossRef] [Green Version]
  42. Pan, D.; Tao, L.; Sun, K.; Golston, L.M.; Miller, D.J.; Zhu, T.; Qin, Y.; Zhang, Y.; Mauzerall, D.L.; Zondlo, M.A. Methane emissions from natural gas vehicles in China. Nat. Commun. 2020, 11, 4588. [Google Scholar] [CrossRef]
  43. Lipman, T.E.; Delucchi, M.A. Emissions of Nitrous Oxide and Methane from Conventional and Alternative Fuel Motor Vehicles. Clim. Chang. 2002, 53, 477–516. [Google Scholar] [CrossRef]
  44. Sykes, R. Gas works. Engine Technol. Int. 1999, 4, 22–24. [Google Scholar]
  45. Gis, W.; Gis, M.; Pielecha, J. Comparative Studies of Exhaust Emissions from Three City Buses in Real Traffic Conditions, One with LNG, the Other with CI Engine and a Hybrid Bus. In SAE Technical Papers; SAE: Warrendale, PA, USA, 2020; 2020-01-2191. [Google Scholar] [CrossRef]
  46. Jaworski, A.; Mądziel, M.; Kuszewski, H.; Lejda, K.; Jaremcio, M.; Balawender, K.; Jakubowski, M.; Wos, P.; Lew, K. The Impact of Driving Resistances on the Emission of Exhaust Pollutants from Vehicles with the Spark Ignition Engine Fuelled with Petrol and LPG. In SAE Technical Papers; SAE: Warrendale, PA, USA, 2020. [Google Scholar] [CrossRef]
  47. Jaworski, A.; Mądziel, M.; Kuszewski, H.; Lejda, K.; Balawender, K.; Jaremcio, M.; Jakubowski, M.; Wojewoda, P.; Lew, K.; Ustrzycki, A. Analysis of Cold Start Emission from Light Duty Vehicles Fueled with Gasoline and LPG for Selected Ambient Temperatures. In SAE Technical Papers; SAE: Warrendale, PA, USA, 2020. [Google Scholar] [CrossRef]
  48. Tan, X.; Zhang, P.; Wang, J.; Hong, J. Research on Urban Bearing Capacity of Gas Supply Stations. Sustainability 2019, 11, 6971. [Google Scholar] [CrossRef] [Green Version]
  49. Čokorilo, O.; Ivković, I.; Kaplanović, S. Prediction of Exhaust Emission Costs in Air and Road Transportation. Sustainability 2019, 11, 4688. [Google Scholar] [CrossRef] [Green Version]
  50. Suarez-Bertoa, R.; Pechout, M.; Vojtíšek, M.; Astorga, C. Regulated and Non-Regulated Emissions from Euro 6 Diesel, Gasoline and CNG Vehicles under Real-World Driving Conditions. Atmosphere 2020, 11, 204. [Google Scholar] [CrossRef] [Green Version]
  51. Rivera-González, L.; Bolonio, D.; Mazadiego, L.F.; Naranjo-Silva, S.; Escobar-Segovia, K. Long-Term Forecast of Energy and Fuels Demand Towards a Sustainable Road Transport Sector in Ecuador (2016–2035): A LEAP Model Application. Sustainability 2020, 12, 472. [Google Scholar] [CrossRef] [Green Version]
  52. Statistics Poland. Transport and Communication. Vehicles by Age Groups. Available online: https://bdl.stat.gov.pl/BDL/dane/podgrup/temat/8/239/2825 (accessed on 8 June 2020).
  53. Rasic, D.; Opresnik, S.; Seljak, T.; Vihar, R.; Baškovič, U.Ž.; Wechtersbach, T.; Katrašnik, T. RDE-based assessment of a factory bi-fuel CNG/gasoline light-duty vehicle. Atmos. Environ. 2017, 167, 523–541. [Google Scholar] [CrossRef]
  54. Dimaratos, A.; Toumasatos, Z.; Triantafyllopoulos, G.; Kontses, A.; Samaras, Z. Real-world gaseous and particle emissions of a Bi-fuel gasoline/CNG Euro 6 passenger car. Transp. Res. Part D 2020, 82, 102307. [Google Scholar] [CrossRef]
  55. Van Basshuysen, R. Natural Gas and Renewable Methane for Powertrains—Future Strategies for a Climate-Neutral Mobility; Springer: Wiesbaden, Germany, 2015. [Google Scholar]
  56. Fontaras, G.; Martini, G. Assessment of on-road emissions of four Euro V diesel and CNG waste collection trucks for supporting air-quality improvement initiatives in the city of Milan. Sci. Total Environ. 2012, 426, 65–72. [Google Scholar] [CrossRef] [PubMed]
  57. Yao, Z.; Cao, X.; Shen, X.; Zhang, Y.; Wang, X.; He, K. On-road emission characteristics of CNG-fueled bi-fuel taxis. Atmos. Environ. 2014, 94, 198–204. [Google Scholar] [CrossRef]
  58. Merkisz, J.; Fuc, P.; Lijewski, P.; Pielecha, J. Actual emissions from urban buses powered with diesel and gas engines. Transp. Res. Procedia 2016, 14, 3070–3078. [Google Scholar] [CrossRef] [Green Version]
  59. Aslam, M.U.; Masjuki, H.H.; Kalam, M.; Abdesselam, H.; Mahlia, T.; Amalina, M. An experimental investigation of CNG as an alternative fuel for a retrofitted gasoline vehicle. Fuel 2006, 85, 717–724. [Google Scholar] [CrossRef]
  60. Suarez-Bertoa, R.; Valverde, V.; Clairotte, M.; Pavlovic, J.; Giechaskiel, B.; Franco, V.; Kregar, Z.; Astorga, C. On-road emissions of passenger cars beyond the boundary conditions of the real-driving emissions test. Environ. Res. 2019, 176, 108572. [Google Scholar] [CrossRef]
  61. Kontses, A.; Triantafyllopoulos, G.; Ntziachristos, L.; Samaras, Z. Particle number (PN) emissions from gasoline, diesel, LPG, CNG and hybrid-electric light-duty vehicles under real-world driving conditions. Atmos. Environ. 2020, 222, 117126. [Google Scholar] [CrossRef]
  62. Dimaratos, A.; Toumasatos, Z.; Doulgeris, S.; Triantafyllopoulos, G.; Kontses, A.; Samaras, Z. Assessment of CO2 and NOx Emissions of One Diesel and One Bi-Fuel Gasoline/CNG Euro 6 Vehicles During Real-World Driving and Laboratory Testing. Front. Mech. Eng. 2019, 5, 62. [Google Scholar] [CrossRef] [Green Version]
  63. Information Regarding the Number of the CNG Refueling Stations in Poland. Available online: https://cng.auto.pl/stacje-cng-w-polsce/ (accessed on 4 March 2021).
  64. Lijewski, P.; Fuć, P.; Markiewicz, F.; Dobrzański, M. Problems of exhaust emissions testing from machines and mobile devices in real operating conditions. Combust. Engines 2019, 179, 292–296. [Google Scholar]
  65. Ntziachristos, L.; Gkatzoflias, D.; Kouridis, C.; Samaras, Z. COPERT: A European Road Transport Emission Inventory Model. In Information Technologies in Environmental Engineering. Environmental Science and Engineering; Athanasiadis, I.N., Rizzoli, A.E., Mitkas, P.A., Gómez, J.M., Eds.; Springer: Berlin/Heidelberg, Germany, 2009. [Google Scholar] [CrossRef]
  66. Li, F.; Zhuang, J.; Cheng, X.; Li, M.; Wang, J.; Yan, Z. Investigation and Prediction of Heavy-Duty Diesel Passenger Bus Emissions in Hainan Using a COPERT Model. Atmosphere 2019, 10, 106. [Google Scholar] [CrossRef] [Green Version]
  67. Smit, R.; Smokers, R.; Rabe, E. A new modelling approach for road traffic emissions: VERSIT+. Transp. Res. Part D Transp. Environ. 2007, 12, 414–422. [Google Scholar] [CrossRef]
  68. Mądziel, M.; Campisi, T.; Jaworski, A.; Tesoriere, G. The Development of Strategies to Reduce Exhaust Emissions from Passenger Cars in Rzeszow City—Poland A Preliminary Assessment of the Results Produced by the Increase of E-Fleet. Energies 2021, 14, 1046. [Google Scholar] [CrossRef]
Figure 1. Passenger cars in Poland by age groups in 2019 (based on [52]).
Figure 1. Passenger cars in Poland by age groups in 2019 (based on [52]).
Energies 14 01631 g001
Figure 2. View of the vehicle on the test stand.
Figure 2. View of the vehicle on the test stand.
Energies 14 01631 g002
Figure 3. View of the test road (blue line).
Figure 3. View of the test road (blue line).
Energies 14 01631 g003
Figure 4. View of the tested vehicle with the portable emission measurement system (PEMS) system.
Figure 4. View of the tested vehicle with the portable emission measurement system (PEMS) system.
Energies 14 01631 g004
Figure 5. Comparison of CO2 emission between petrol and CNG propulsion in NEDC test.
Figure 5. Comparison of CO2 emission between petrol and CNG propulsion in NEDC test.
Energies 14 01631 g005
Figure 6. Comparison of CO emission between petrol and CNG propulsion in NEDC test.
Figure 6. Comparison of CO emission between petrol and CNG propulsion in NEDC test.
Energies 14 01631 g006
Figure 7. Cumulative CO2 emission of a vehicle fueled with petrol and CNG for the NEDC test.
Figure 7. Cumulative CO2 emission of a vehicle fueled with petrol and CNG for the NEDC test.
Energies 14 01631 g007
Figure 8. Cumulative CO emissions of a vehicle fueled with petrol and CNG for the NEDC test.
Figure 8. Cumulative CO emissions of a vehicle fueled with petrol and CNG for the NEDC test.
Energies 14 01631 g008
Figure 9. Average CO2 emission for on-road test.
Figure 9. Average CO2 emission for on-road test.
Energies 14 01631 g009
Figure 10. Average CO emission for on-road test.
Figure 10. Average CO emission for on-road test.
Energies 14 01631 g010
Figure 11. CO2 emission versus vehicle speed in on-road test, petrol propulsion.
Figure 11. CO2 emission versus vehicle speed in on-road test, petrol propulsion.
Energies 14 01631 g011
Figure 12. CO emission versus vehicle speed in on-road test, petrol propulsion.
Figure 12. CO emission versus vehicle speed in on-road test, petrol propulsion.
Energies 14 01631 g012
Figure 13. CO2 emission versus vehicle speed in on-road test, CNG propulsion.
Figure 13. CO2 emission versus vehicle speed in on-road test, CNG propulsion.
Energies 14 01631 g013
Figure 14. CO emission versus vehicle speed in on-road test, CNG propulsion.
Figure 14. CO emission versus vehicle speed in on-road test, CNG propulsion.
Energies 14 01631 g014
Figure 15. Cumulative CO2 emission versus vehicle speed in on-road test, petrol propulsion.
Figure 15. Cumulative CO2 emission versus vehicle speed in on-road test, petrol propulsion.
Energies 14 01631 g015
Figure 16. Cumulative CO emission versus vehicle speed in on-road test, petrol propulsion.
Figure 16. Cumulative CO emission versus vehicle speed in on-road test, petrol propulsion.
Energies 14 01631 g016
Figure 17. Cumulative CO2 emission versus vehicle speed in on-road test, CNG propulsion.
Figure 17. Cumulative CO2 emission versus vehicle speed in on-road test, CNG propulsion.
Energies 14 01631 g017
Figure 18. Cumulative CO emission versus vehicle speed in on-road test, CNG propulsion.
Figure 18. Cumulative CO emission versus vehicle speed in on-road test, CNG propulsion.
Energies 14 01631 g018
Figure 19. Comparison of CO2 emission between vehicles fueled with petrol and CNG in the on-road and NEDC tests.
Figure 19. Comparison of CO2 emission between vehicles fueled with petrol and CNG in the on-road and NEDC tests.
Energies 14 01631 g019
Figure 20. Comparison of CO emission between vehicle fueled with petrol and CNG in the on-road and NEDC tests.
Figure 20. Comparison of CO emission between vehicle fueled with petrol and CNG in the on-road and NEDC tests.
Energies 14 01631 g020
Figure 21. Comparison of the fuel consumption between the vehicle fueled with petrol and CNG in the on-road test.
Figure 21. Comparison of the fuel consumption between the vehicle fueled with petrol and CNG in the on-road test.
Energies 14 01631 g021
Figure 22. Comparison of fuel consumption between the vehicle fueled with petrol and CNG in the NEDC test.
Figure 22. Comparison of fuel consumption between the vehicle fueled with petrol and CNG in the NEDC test.
Energies 14 01631 g022
Table 1. Technical data of the tested vehicle.
Table 1. Technical data of the tested vehicle.
ParameterData
Year of production2001
Emission standardEuro 3
Engine capacity (cm3)2435
Compression ratio10:1
Engine working principlePositive ignition/4 stroke
Fuel typePetrol/CNG
Maximum net power (kW)/at (rpm)103/4500
Maximum engine torque (Nm)/at (rpm)220/3750
Odometer (km × 1000)265
Transmission type/number of gearsManual/5
Fuel system—petrolMulti-point indirect injection
Fuel system—CNGMulti-point gaseous phase indirect injection
Aftertreatment systemTWC
Kerb weight (kg)1660
Table 2. Properties of tested fuels, where MON = motor octane number; and RON = research octane number.
Table 2. Properties of tested fuels, where MON = motor octane number; and RON = research octane number.
ParameterCNGPetrol
Higher calorific value11.239 kWh/m347,300 kJ/kg
Lower calorific value10.137 kWh/m3
49,180 kJ/kg
44,000 kJ/kg
Density under reference conditions (kg/m3)0.7420.74
Air–fuel ratio (AFR) for stoichiometric mixture (mass)17.214.6
Octane number MON (RON)105 (110)85 (95)
Boiling temperature (°C)40–210−161
Natural gas composition at a CNG refueling station in Rzeszow (% by volume):
Methane (%)97.012-
N2 (%)0.587-
CO2 (%)0.166-
Ethane (%)1.581-
Propane (%)0.481-
I-Butane (%)0.073-
N-Butane (%)0.069-
I-Pentane (%)0.014-
N-Pentane (%)0.009-
C6+ (%)0.007-
Table 3. Selected technical parameters of the PEMS Horiba OBS-2200.
Table 3. Selected technical parameters of the PEMS Horiba OBS-2200.
DataPrincipleAccuracy
CONDIR—non-dispersive infrared method; range 0–10%±2.5%
CO2NDIR—non-dispersive infrared method; range 0–5 vol% to 0–20 vol%±2.5%
THCFID—flame ionization detection method; range 0–10,000 ppm±2.5%
NOxCLD—chemi-luminescence detection method, range 0–100 to 0–3000 ppm±2.5%
Frequency counter1 Hz±2.5%
Warm-up timeWithin 1 h-
Exhaust flowPitot tube mass exhaust flowWithin ±1.5% of full scale or within ±2.5% of readings (whichever larger)
Table 4. Specifications of the on-road emission test.
Table 4. Specifications of the on-road emission test.
ParameterPetrolCNG
Total distance covered (km)32.9 32.9
Urban portion distance (km)11.0 11.0
Rural portion distance (km)10.110.1
Motorway portion distance (km)11.811.8
Average speed (km/h)49.6 58.0
Urban portion average speed (km/h)27.533.8
Rural portion average speed (km/h)74.176.4
Motorway portion average speed (km/h)101108.5
Lowest route altitude (m)225228
Highest route altitude (m)273273
Route time (sec)23902042
Table 5. Average emission results for New European Driving Cycle (NEDC) test (standard deviation values are given in brackets).
Table 5. Average emission results for New European Driving Cycle (NEDC) test (standard deviation values are given in brackets).
Pollutant PhaseEmission Results (g/km)Difference of Emissions
Fuel Type: PetrolFuel Type: CNGfor CNG Compared to Petrol (%)
COUDC3.119 (0.213)1.056 (0.043)33.8
EUDC1.57 (0.057)0.384 (0.071)24.4
NEDC2.145 (0.115)0.633 (0.06)29.5
CO2UDC280.3 (4.85)214.7 (8.19)76.6
EUDC196.9 (4.55)152.6 (4.14)77.5
NEDC227.9 (4.55)175.6 (5.63)77
Publisher’s Note: MDPI stays neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Share and Cite

MDPI and ACS Style

Lejda, K.; Jaworski, A.; Mądziel, M.; Balawender, K.; Ustrzycki, A.; Savostin-Kosiak, D. Assessment of Petrol and Natural Gas Vehicle Carbon Oxides Emissions in the Laboratory and On-Road Tests. Energies 2021, 14, 1631. https://doi.org/10.3390/en14061631

AMA Style

Lejda K, Jaworski A, Mądziel M, Balawender K, Ustrzycki A, Savostin-Kosiak D. Assessment of Petrol and Natural Gas Vehicle Carbon Oxides Emissions in the Laboratory and On-Road Tests. Energies. 2021; 14(6):1631. https://doi.org/10.3390/en14061631

Chicago/Turabian Style

Lejda, Kazimierz, Artur Jaworski, Maksymilian Mądziel, Krzysztof Balawender, Adam Ustrzycki, and Danylo Savostin-Kosiak. 2021. "Assessment of Petrol and Natural Gas Vehicle Carbon Oxides Emissions in the Laboratory and On-Road Tests" Energies 14, no. 6: 1631. https://doi.org/10.3390/en14061631

APA Style

Lejda, K., Jaworski, A., Mądziel, M., Balawender, K., Ustrzycki, A., & Savostin-Kosiak, D. (2021). Assessment of Petrol and Natural Gas Vehicle Carbon Oxides Emissions in the Laboratory and On-Road Tests. Energies, 14(6), 1631. https://doi.org/10.3390/en14061631

Note that from the first issue of 2016, this journal uses article numbers instead of page numbers. See further details here.

Article Metrics

Back to TopTop