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40 a73 Transportation Research Record 1750Paper No. 01-3115Air pollution from motor vehicles is an acute urban problem in manyrapidly developing countries. Air quality monitoring in Israel has bothdemonstrated the severity of the problem in Israel and identified trans-portation emissions to be the major contributor to its etiology. Currently,a major concern is the high level of nitrogen oxide nonattainment in TelAviv. Thousands of nitrogen oxide violations are recorded there everyyear. This pollution both affects the local population and provides thedriving factor behind the ozone formation downwind in Jerusalem andthe West Bank. This paper presents the innovative effort to compile vary-ing streams of data to create an urban vehicle emissions inventory for thecity of Tel Aviv. The inventory provides an excellent understanding of therelative contributions of four air pollutants between and within each vehi-cle cluster. The major findings are that, of total urban vehicle emissions,cars purchased before 1993, when catalytic converters became manda-tory, produce 60 percent of carbon monoxide and 55 percent of hydro-carbon emissions. City buses produce 67 percent of nitrogen oxide and39 percent of particulate matter emissions. Trucks and taxis each con-tribute about an eighth of total nitrogen oxide and a quarter of total par-ticulate matter emissions. The major policy direction suggested by thesefindings is diesel fleet vehicle mitigation. In short, an effective approach ispresented for industrializing nations to quickly assess their mobile pollu-tion sources, and the foundation data are compiled for further mobile-source analyses in Israel.Air pollution has a significant effect on public health and the qualityof urban life. Recognizing this fact, communities and nations establishstandards for acceptable levels of pollutants in the air. Typically, thesestandards represent the level above which the air pollution constitutesa risk to the community. Once these standards have been set, a mon-itoring program is created to assess whether these standards are beingmet. Oftentimes, urban areas discover that they are exceeding the lev-els established by the standards and need to create policies to reducethe emission of pollutants. For these policies to be successful, it isessential to develop a detailed understanding of the emission sources.The State of Israel is currently in such a position. The Ministry ofthe Environment established the current ambient air quality standardsin 1992. Subsequently, a national monitoring system was designedand is being deployed in stages. The system has confirmed concernsabout substantial nonattainment of the air quality standards. Of great-est concern are the high concentrations of nitrogen oxides in Israelscities. Additional monitoring (both land-based and aerial) has shownthe high rates of nitrogen oxide, as opposed to hydrocarbon, pollu-tion in the Tel Aviv region to be the driving factor behind the highrates of vernal and autumnal photochemical smog further downwindin Jerusalem and the West Bank (1, p. 59). To develop a policy pro-gram to attain the air quality standards, particularly by reducing nitro-gen oxide emissions, Israels Ministry of Environment is currentlyassessing the countrys pollution sources.One source, known to be particularly problematic in urban Israel,is exhaust from motor vehicles. This paper describes the innovativecompilation of an urban emissions inventory and the related analysisof the contribution of mobile source polluters along the streets of TelAviv. The purpose of the study is to improve Israels understandingof mobile source pollution to develop and assess effective air-qualityimprovement policies.BACKGROUNDIsraelIsrael is a small nation, roughly the size of New Jersey, on the easternshore of the Mediterranean Sea. The majority of economic, industrial,and transportation activity occurs along the 65 km of coastal plain ofwhich Tel Aviv is the center. The climatic conditions are similar tothose in Los Angeles and include high air pressure with inversionheights of 1.0 to 1.5 km, westerly winds, and high rates of insolation.These characteristics, as in Los Angeles, are conducive to the devel-opment of air pollution problems. Pollutants have difficulty escapingthrough the high-pressure inversion layer, blow eastward into otherpopulation areas, particularly Jerusalem and the West Bank, and reactwith sunlight and each other to form photochemical smog (1). Theseexisting environmental conditions provide a backdrop to the humanactivities of the region.Israel is experiencing high rates of economic and populationgrowth. As in many other rapidly industrializing nations, this growthis largely concentrated in urban areas. A symptom of the economicgrowth in Israel, also evidenced elsewhere, is an increase of motorvehicles both in absolute numbers and in relation to the population.Between 1980 and 1998, the number of vehicles on Israels roadsincreased by 210 percent, whereas the population grew by 54 per-cent. Furthermore, vehicle use is increasing at a rate much faster thanthe road infrastructure. During the same period, the annual vehicle-kilometrage also increased by 210 percent whereas the nationwideroad system expanded by 35 percent (2, 3).The increase in both vehicles and vehicle-kilometrage necessarilybrings an increase in vehicle emissions; however, the trend of urbangrowth concentrates these emissions within metropolitan areas. As aresult, the pollution effect of the vehicle and vehicle-kilometrageincrease is disproportionately experienced in and around cities.Mobile Source Emissions PoliciesThe Ministry of the Environment (MOE) is aware of the problems ofmobile source air pollution. Earlier studies of emissions based on fuelconsumption in various sectors have highlighted vehicles as a majorEmissions Inventory Analysis of MobileSource Air Pollution in Tel Aviv, IsraelGregory L. NewmarkAir Quality Division, Ministry of the Environment, 5 Kanfei Nesharim, Jerusalem,Israel 95464.air polluter. Several important policies have been enacted. As notedabove, in 1992 Israel revised its air quality standards and began toinstitute a nationwide system of air quality monitoring. As part ofthis program, monitoring stations specifically designed to study theemissions along transportation corridors have been deployed.The Ministry of the Environment also has been involved in address-ing tailpipe emissions at their source. An emission standard for car-bon monoxide (CO) and an emissions monitoring program have beenestablished. Catalytic converters have been mandatory on all privatecars since model year 1993. Commercial and two-wheeled vehicles,however, remain exempt from this regulation (1).In 1994, Israel adopted the directives of the European Communityconcerning transportation policies. These directives include a seriesof emission standards from motorcycles to buses. Although this adop-tion has had some benefits, most profoundly in the standards of newervehicles, implementation and enforcement of these policies are not yetwidespread.Research and PlanningCurrently the MOE is both undertaking internally and sponsoringexternally a series of related research projects aimed at improving theimplementation of air quality mitigation measures. One goal of theMinistry is to incorporate air quality into the nations transportationplans. This research is aimed at that goal. Its purpose is to develop amethodology to gather existing information to develop urban emis-sions inventories. The focus of this study is Israels economic andcultural capital, Tel Aviv.Tel AvivTel Aviv is the core of the Dan region, the metropolitan area made upof Tel Aviv and five surrounding municipalities. As the hub of theDan region and, in many ways, of the country itself, Tel Aviv servesas a magnet for commuters and visitors. Although train commutinghas become increasingly popular to sites along the citys peripheryand there is much pedestrian and even some bicycle activity, motorvehicles provide the major form of transportation to and within the city.The increases in car ownership have resulted in increased vehicu-lar congestion in and around Tel Aviv. A 1996 study reported that,within the city, average driving speed was decreasing by between 0.5and 1.0 km/h each year (4, p. 80). Severe peak-period traffic jams atthe entrances to the city have become commonplace.The MOE has recognized the high potential for mobile source airpollution inherent in this situation and has installed five “transporta-tion” air-quality monitoring stations within the Dan region, three ofwhich are within the borders of Tel Aviv. These transportation sta-tions are located close to the road at heights of between 3 and 4 m.Each of these stations monitors concentrations of carbon monoxide aswell as various nitrogen oxides (NOx, NO, and NO2). Two of the sta-tions can also monitor particulate matter (PM) of varying diameter.Eventually, monitors measuring hydrocarbons (HC) may be added(5, p. 23).Although currently neither PM nor HC monitoring can be com-pared across stations, there are substantial data on CO and NOx. Todate, there have been very few CO violations. There have been,however, significant NOxviolations. In 1999, the five regional trans-portation monitoring stations recorded a combined 1,470 violationsof the 0.5-h standard for NOxof 0.940 g/m3and 41 violations ofthe 24-h standard for NOx(as NO2) of 0.560 g/m3(5). As such, theMOE is particularly interested in identifying the sources of the NOxNewmark Paper No. 01-3115 41pollution in the Israeli fleet. This criterion focused the design of thepresent study to emphasize identifying pollution shares rather thanabsolute amounts of pollutants.EMISSIONS INVENTORYThis study compiles an emissions inventory for all vehicles on Israelsroads in 1998 and adjusts it for the characteristics of the traffic in TelAviv. The inventory identifies urban pollution shares between andwithin several clusters of related vehicle types. These shares providea clearer understanding of the etiology of Israels air pollution prob-lems. That improved understanding offers the potential for successfulmitigation.The emissions inventory is based on a combination of three typesof data: vehicle data, kilometrage data, and emission factor data. Fig-ure 1 outlines the steps by which the inventory was generated. Thismethodology is innovative in two related ways: first, in its applica-tion of vehicle shares within the study area to adjust the nationwidefleet characteristics for the situation in Tel Aviv; and second, in itsemphasis on relative pollution shares and not on absolute emissionquantities. Focusing on shares of vehicles and pollution facilitates avery efficient and effective method to comparatively assess pollutionfrom mobile sources.Vehicle DataTable 1 presents the nationwide vehicle data that were compiled toform the emissions inventory. The first column represents the typesof vehicles for which data were collected. These include all portionsFIGURE 1 Methodology.of the Israeli motor fleet as categorized by the Central Bureau of Sta-tistics (CBS) with the exception of vehicles designated for specialservices, such as ambulances and cranes (2, 3, 6). The taxonomy usedhere to define the types of vehicles in the fleet is constructed to bestalign CBS data with the available emission factor data. In addition,related types of vehicles are grouped into defined clusters. Theseclusters are Cars, Two-Wheeled Vehicles, Taxis, Buses, and Trucks.The second column lists the number of vehicles of each type. Thesedata also come from the CBS (2, 3); however, the data for buses aresubdivided according to the ratios of the types of buses operated bythe regional bus cooperative in the Dan region and not according tothe actual nationwide fleet (6). This assumption therefore does notconsider tour and regional buses, which also operate within the Dan42 Paper No. 01-3115 Transportation Research Record 1750region and Tel Aviv. This approach seems reasonable given the fewroutes of these types of long-distance buses within the city.The third column presents the percentage of the nationwide vehi-cle fleet that is made up of each type of vehicle and vehicle cluster.Finally, the fourth column presents the percentage of the clusterthat is made up of each type of vehicle. These two percentages arecalculated based on the data presented in the second column.Kilometrage DataTable 1 also presents the vehicle-kilometrage data for the Israeli fleet.The fifth column lists the average yearly kilometrage per vehicle inTABLE 1 Israeli Fleet Vehicle and Kilometrage Datathousands of kilometers for each type of vehicle. These data comefrom the Central Bureau of Statistics and are nationwide averages (2).These averages are multiplied by the numbers from the second col-umn to calculate the total yearly kilometrage traveled by each type ofvehicle as presented in the sixth column. These totals were then usedto determine the percentage of the total yearly vehicle-kilometerstraveled by each type of vehicle and presented in the seventh column.Urban AdjustmentUrban travel patterns vary significantly from those experienced insuburban or rural settings. For example, heavy trucks used to trans-port goods over long distances may expend relatively few of theiryearly kilometers traveled in urban areas; in contrast, taxis may spendonly a small percentage of their yearly kilometrage outside of urbanareas. As a result of this variation, the nationwide data need to beadjusted to represent the urban fleet mix on the roads of Tel Aviv.Data were collected from traffic counts taken by the Tel AvivMunicipality and analyzed to establish vehicle breakdowns for 125segments of major streets. These counts, made at different datesbetween 1996 and 1999, classify vehicles according to the followingcategories: private cars, motorcycles/scooters, taxis, buses, smallcommercial vehicles, trucks and special vehicles, and bicycles. Theinformation from the counts was reported as percentages of total traf-fic (7). For the purposes of this study, the “small commercial vehi-cles” and “trucks and special vehicles” percentages were aggregatedto correspond to the truck cluster information. Although the bicycleinformation is not relevant for this study on motorized vehicles, it isworth noting that bicycle traffic was never more than 1 percent oftotal traffic.The percentages reported for each cluster were averaged to developcitywide percentages. These ratios were divided by the percentage ofthe national fleet comprised by each cluster to derive cluster-basedurban conversion factors. Table 2 presents the vehicle clusters, thepercentage of each cluster in the nationwide fleet, the average ratiosfor each cluster in the urban fleet, and the cluster-based conversionfactors. This information demonstrates the disproportionately highshares of urban traffic made up of buses, taxis, motorcycles, andscooters compared with the national averages.Emission FactorsTo create an emissions inventory, it is necessary to understand theemission rates of the different types of vehicles in the Israeli fleet.Data from abroad can be useful to approximate these rates; however,given the vagaries of fuel mix, road conditions, driving styles, main-tenance, climate, and so on, it is best to use locally measured emissionfactors. Toward those ends, the MOE has sponsored the efforts of theInternal Combustion Engine Laboratory of the Technion, the IsraelNewmark Paper No. 01-3115 43Institute of Technology, to measure Israeli emission factors. Cur-rently, Israeli emissions data are available for private cars and localbuses (8, 9). In their report on buses, the Technion researchers includeemission factors for diesel taxis and diesel trucks from a Swiss study.The researchers believe these factors are a close approximation foranalogous Israeli factors. This study relies on this information. Inaddition, emission factors from the U.K. Emission Factors Databasewere used for certain PM emissions and adjusted to provide emis-sion rates for gasoline-powered light trucks and motorcycles andscooters (10). It is assumed that these adjusted rates are similar tothose in Israel.In all cases, these emission factors are based on driving conditions.Because motor vehicles pollute at different rates based on the engineload, it is important to consider the loads being borne by the demandsof the traffic. The generation of these factors attempts to account forthat variation in driving conditions. The vehicles being studied travela preestablished course. A sample of the vehicles exhaust is collectedthroughout the course. The breakdown of pollutants in the sample ismeasured. By multiplying the amount of pollutant in the sample bythe ratio of the total exhaust to the sample and dividing by the lengthof the course, the per-kilometer emission factor can be determined.The courses are designed to simulate various driving experiences.For the purposes of this study, these experiences have been labeledstagnating, urban, surface road, and motorway. The courses includethe stopping, starting, accelerating, and decelerating associated witheach of these driving situations. Oftentimes the average speed of thecourse is reported. It is important that the emission factor not be con-sidered specific to that speed, but rather specific to a type of enginedemand for which that speed is an average. Road topography alsoplays a significant role in creating engine loads. The taxi, bus, andtruck factors consider the emissions effect of inclines, and the num-bers used in this study refer to a flat course as Tel Aviv has littleelevation variation.Table 3 presents the emission factors for CO, NOx, and HC foreach of the vehicle types. These are based on the four driving situa-tions listed above. This study uses the driving conditions and theassociated speeds published as part of the TNO-Inro CAR Inter-national model for determining m
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