NAEI Reference: ED56186506 Date: 21st January 2014 By: Yvonne Pang and Tim Murrells (AEA) TEMPORAL VARIATION IN EMISSIONS FROM ROAD TRANSPORT This note describes analysis of the temporal variation in emissions from road transport by time-of-day, day-of-week and month. Profiles describing the relative change in emissions over these time periods are provided which can be applied to the annual emission rates given by emission inventories. This is so that hourly emission rates for traffic required for input into air pollution models can be developed. Temporal emissions profiles were derived previously in a study by Jenkin et al (2000) which looked at the temporal dependence of ozone precursor emissions and ozone exceedences. The new temporal profiles are based on the recent information published by the Department for Transport (DfT) on temporal variation in traffic flows1. DfT provides the distribution of traffic flows by month, day of week and time of day as indices relative to average traffic flows of the time period concerned (represented by a value of 100). The following dataset have been used in the analysis: Average daily traffic flow (five year average) by month in Great Britain. This dataset is broken down by two main vehicle groups (“Cars & taxis” and “Goods vehicles”) and by motorways, rural and urban roads; Average traffic distribution by day of the week in Great Britain, with the same breakdown as above; Traffic distribution by time of day (Monday to Sunday) on all roads in Great Britain; Car traffic distribution by time of day (Monday to Sunday) on all roads in Great Britain; Temporal variations in hot exhaust emissions can be directly related to the temporal variation in traffic flows. Cold start and evaporative emissions are also dependent on ambient temperature and trip characteristics. Diurnal or monthly temperature data are available from the Met Office, provided as minimum, maximum and mean temperatures. The proportion of trips started with the engine cold and at what time of the day is also required. For simplicity, this current analysis has assumed the traffic flows trend applies to cold start and evaporative emissions. Further work is needed to improve the emission profiles for cold start and evaporative emissions based on trends in the specific additional factors that influence these emissions. The following section discusses the time-resolved traffic flow distribution and provides illustrations of emissions distribution by month, day of week and time of day respectively calculated from it. 1 http://www.dft.gov.uk/statistics/series/traffic An Excel spreadsheet with profiles defining the temporal distribution of emissions is provided with this note on the NAEI website. Variation by Month Figure 1 shows that: Cars & taxis traffic on urban roads does not vary significantly by month; there are small dips in traffic during August and December which are likely to be due to summer/public holidays. Cars & taxis traffic on rural roads and motorways are generally higher during summer months than in winter months. Goods vehicles on urban, rural and motorway roads have similar traffic variations by month, and traffic seems to dip around holiday seasons (e.g. in August and December). Figure 1. Average daily traffic flow (2006-2010 average) by month in Great Britain normalised to the annual average (=100) The “Cars & Taxis” traffic distribution profile has been used to proportion emissions from cars and motorcycles by month while the “Goods Vehicles” profile has been applied to LGVs, HGVs and buses. Table 1 is a summary of the monthly variation in emissions for cars & taxis and goods vehicles on the different road types. Table 1: Fraction of Road Transport Emissions Emitted by Month (2006-2010 Average) Cars & Taxis Motorways All rural major and minor roads January 0.0735 0.0731 February 0.0767 March All urban major and minor roads Goods Vehicles All All rural urban major major and and minor minor roads roads All roads Motorways All roads 0.0801 0.0745 0.0777 0.0756 0.0762 0.0774 0.0760 0.0808 0.0773 0.0809 0.0806 0.0811 0.0809 0.0816 0.0817 0.0851 0.0822 0.0856 0.0848 0.0858 0.0855 April 0.0843 0.0849 0.0839 0.0843 0.0833 0.0837 0.0829 0.0833 May 0.0847 0.0866 0.0844 0.0850 0.0839 0.0842 0.0832 0.0839 June 0.0862 0.0882 0.0854 0.0864 0.0874 0.0883 0.0872 0.0875 July 0.0880 0.0896 0.0850 0.0878 0.0859 0.0866 0.0878 0.0861 August 0.0901 0.0905 0.0821 0.0888 0.0821 0.0843 0.0835 0.0825 September 0.0879 0.0877 0.0850 0.0874 0.0867 0.0882 0.0874 0.0870 October 0.0873 0.0857 0.0849 0.0866 0.0866 0.0874 0.0867 0.0867 November 0.0828 0.0813 0.0843 0.0828 0.0867 0.0856 0.0857 0.0865 December 0.0770 0.0747 0.0789 0.0769 0.0733 0.0706 0.0723 0.0729 Total 1.0000 1.0000 1.0000 1.0000 1.0000 1.0000 1.0000 1.0000 As the variation in “Cars & Taxis” traffic on urban roads is slightly different to that for rural and motorways, variations in total emissions for each pollutant by month are plotted separately for these road types as shown in Figure 2 for NOx, PM10 and NMVOCs. As shown in Figure 2, the profile pattern is affected by the contribution of emissions from the two vehicle groups (“Cars & Motorcycles” and “LGVs & HDVs”) and by road types. For instance, the majority of NMVOCs emissions come from Cars & Motorcycle; due to their higher traffic activity on motorways and rural roads in summer months, NMVOCs emissions maximise during this period whereas NOx and PM10 emissions do not show such a significant monthly variation on these road types. Figure 2. NOx, PM10 and NMVOCs emissions distribution on urban roads (Left) and motorways and rural roads (Right) by month Variation by Day of Week Figure 3 shows that: Cars & taxis traffic levels are similar each day between Monday and Thursday on all road types, while traffic levels peak on Friday and fall during the weekend. Goods vehicle traffic is fairly similar each day between Monday and Friday, but it drops down markedly during the weekend. All road types show very similar distribution of traffic flows by day of the week. Figure 3. Average traffic distribution by day of the week in Great Britain, 2010 The variation in traffic trends by road types is generally quite small, except car traffic on motorways increases from Saturday to Sunday (although still lower than the weekday level) while there is a general fall in traffic for urban and rural roads over the weekend from Saturday to Sunday. Table 2 is a summary of the daily variation in emissions for cars & taxis and goods vehicles on the different road types. Table 2: Fraction of Road Transport Emissions Emitted by Day of Week (2010) Cars & Taxis All All rural urban major major and and minor minor Motorways roads roads All roads Goods Vehicles All All rural urban major major and and minor minor Motorways roads roads All roads Monday 0.144 0.144 0.144 0.144 0.166 0.168 0.168 0.166 Tuesday 0.141 0.144 0.150 0.143 0.182 0.185 0.182 0.182 Wednesday 0.144 0.145 0.151 0.145 0.187 0.186 0.182 0.186 Thursday 0.148 0.149 0.153 0.149 0.186 0.188 0.183 0.186 Friday 0.160 0.163 0.156 0.160 0.165 0.167 0.171 0.166 Saturday 0.130 0.133 0.134 0.131 0.066 0.063 0.074 0.066 Sunday 0.133 0.121 0.112 0.127 0.048 0.043 0.041 0.047 1.000 1.000 1.000 1.000 1.000 1.000 1.000 1.000 Total Estimated emissions of each pollutant by day of week are plotted separately for these road types as shown in Figure 4 for NOx, PM10 and NMVOCs. Emissions from cars and motorcycles stay at similar levels throughout the week with slightly lower emissions over the weekend. However, emissions from LGVs and HGVs are noticeably lower over the weekend due to their lower traffic activity. The drop in total traffic emissions from weekday to weekend differs for each pollutant because of the different contributions made by each vehicle type with different daily traffic profiles. Figure 4. NOx, PM10 and NMVOCs emissions distribution on motorways (Left) and urban and rural roads (Right) by day of week in 2010 Variation by Hour of Day DfT provides traffic distributions by time of day for cars and for all vehicle types, expressed as indices relative to the average hour in a week (=100). These profiles are combined with actual vehicle kilometres estimated for a single week, assuming total vehicle kilometres spread evenly across 52 weeks in a year. The actual vehicle kilometre distribution for cars was subtracted from the all vehicle types profile to produce distributions by time of day for other vehicle types, as shown in Figure 5. Figure 5. Distribution of traffic by time of day on all roads in Great Britain, 2010 Figure 5 shows that: On an average weekday, there are two car traffic peaks between 7am and 8am in the morning and between 4pm and 6pm in the afternoon. Friday has a slightly different profile from other weekdays in that there is a lower peak in the morning, and the traffic build ups steadily from around 10 am to the evening peak. At weekends, the traffic peak occurs around 11am to 1pm, and there is no evening peak. For other vehicle types (mainly goods/commercial vehicles), traffic remains at a similar level between the morning and evening peaks on weekdays. The evening peak occurs slightly earlier on Friday. At the weekend, traffic drops off significantly below the average level, with the peak occurring in the late morning and gradually falls off towards the evening. Table 3 is a summary of the hourly variation in emissions from cars and other vehicles on Mondays-Thursdays, Fridays and weekends. Table 3: Fraction of Road Transport Emissions Emitted by Time of Day (2010) Time of day 00:00-01:00 01:00-02:00 02:00-03:00 03:00-04:00 04:00-05:00 05:00-06:00 06:00-07:00 07:00-08:00 08:00-09:00 09:00-10:00 10:00-11:00 11:00-12:00 12:00-13:00 13:00-14:00 14:00-15:00 15:00-16:00 16:00-17:00 17:00-18:00 18:00-19:00 19:00-20:00 20:00-21:00 21:00-22:00 22:00-23:00 23:00-00:00 Total Mon-Thu 0.0053 0.0030 0.0022 0.0024 0.0045 0.0132 0.0372 0.0740 0.0803 0.0607 0.0545 0.0547 0.0559 0.0573 0.0603 0.0680 0.0835 0.0899 0.0693 0.0444 0.0300 0.0226 0.0169 0.0099 1.000 Car Fri 0.0056 0.0033 0.0025 0.0025 0.0040 0.0104 0.0287 0.0583 0.0643 0.0511 0.0535 0.0589 0.0635 0.0673 0.0712 0.0770 0.0825 0.0827 0.0681 0.0517 0.0364 0.0254 0.0184 0.0127 1.000 Weekend 0.0109 0.0066 0.0044 0.0037 0.0042 0.0072 0.0129 0.0218 0.0350 0.0532 0.0723 0.0836 0.0844 0.0797 0.0761 0.0756 0.0774 0.0747 0.0644 0.0508 0.0377 0.0279 0.0206 0.0148 1.000 Other Vehicles Mon-Thu Fri Weekend 0.0093 0.0116 0.0194 0.0089 0.0109 0.0172 0.0091 0.0110 0.0159 0.0110 0.0127 0.0162 0.0168 0.0179 0.0185 0.0302 0.0301 0.0240 0.0559 0.0537 0.0342 0.0709 0.0702 0.0446 0.0669 0.0666 0.0512 0.0666 0.0659 0.0586 0.0647 0.0658 0.0655 0.0644 0.0685 0.0685 0.0644 0.0689 0.0674 0.0657 0.0703 0.0652 0.0679 0.0705 0.0624 0.0684 0.0671 0.0617 0.0654 0.0587 0.0606 0.0530 0.0465 0.0572 0.0414 0.0371 0.0506 0.0306 0.0292 0.0421 0.0232 0.0228 0.0337 0.0182 0.0179 0.0264 0.0148 0.0144 0.0211 0.0121 0.0118 0.0178 1.000 1.000 1.000 Figure 6 shows a series of charts illustrating how NO x, PM10 and NMVOCs emissions vary by time of day on an average weekday (Mon-Thu), Friday and weekend, based on the traffic profiles shown in Figure 5. Again, the overall hourly trend in emissions from traffic differ slightly between pollutants due to the different contributions from cars and other vehicles. Figure 6a. NOx emissions distribution on all roads by time of day (Mon-Thu, Friday and weekend respectively). Figure 6b. PM10 emissions distribution on all roads by time of day (Mon-Thu, Friday and weekend respectively). Figure 6c. NMVOCs emissions distribution on all roads by time of day (Mon-Thu, Friday and weekend respectively). Summary The tables showing the relative trends in emissions by hour, day of week and month are provided in an Excel spreadsheet accompanying this note (roadtransport_temporal_profile_2010_final.xlsx). Recognising that some users may want to use in an air pollution model profiles that represent all traffic emissions (rather than by vehicle type), the spreadsheet also provides pollutant-specific profiles by hour for Monday-Thursday, Friday and weekends, by day of week and by month for NOx, PM10, NMVOCs, CO, SO2 and NH3. These are weighted by the contribution of cars and goods/other vehicles to the emissions inventory and therefore vary by pollutant. They will also vary slightly by year as the relative contribution to traffic emissions from the different vehicle types change over time. As part of the current NAEI programme, these spreadsheet profiles will be updated annually on the NAEI website. A separate report covers the temporal profiles for other source sectors. Through a separate Defra project, involving the development of CMAQ for national scale air pollution modelling, an emission processor has also been developed which will use the profiles presented in this work to calculate hourly emissions in a format suitable for air pollution models. The emission processor will become available for use on all Defra air quality modelling projects. The emission profiles here refer to hot exhaust emissions. They should also be valid for other emissions which vary in proportion to traffic levels, such as non-exhaust emissions of PM. Further research is required to develop profiles that represent the more complex temporal variations in cold start and evaporative emissions from vehicles. The temporal profiles covering all traffic emissions (all vehicle types) are also provided with profiles for other source sectors in a spreadsheet ‘SNAPSector_temporal_profile_final.xlsx’ on this site.