Current Air Quality Trend In Malaysia

Current Air Quality Trend In Malaysia Dimitriou and Christidou (2007) mentions air pollution is one of the most pressing global environmental problems that threaten the wellbeing of living organisms, leading to a loss of biodiversity or disrupting the function of the environment as a system. Air pollution occurs as a consequence of natural processes as well as human activity (anthropogenic). Examples of natural causes of air pollution include volcanic eruptions, forest fires and windblown dust. Anthropogenic air pollution from sources like motor vehicles and industries continues to be a serious harm to human health and welfare is more likely, namely the more densely populated urban areas. The health effects of air pollution have been reported in research studies over the past 30 years. These effects include respiratory diseases such as asthma, cardiovascular diseases, changes in lung function, and death. Colls (1997) reported particles in the atmosphere primary or secondary, solid or liquid. They come into the atmosphere, and leave it again by a wide variety of routes. Particulate matter is characterized by its physical and chemical properties Nader (1975). In addition, particle size and particle composition are characteristic that play a significant role in the assessment of health effect. In response to this information, regulatory agencies with a mandate to protect public health must now consider how to implement monitoring networks that will allow measuring the particulate matter concentration. In recent years, a increasing of number of monitoring system for particulate matter (PM) are available and are wide ranging in type, cost, flexibility and accuracy. According to Kingham et al. (2006), accurate and reliable monitoring of PM aerosol in the respirable size fraction ( In 2001, Chung et al pointed about traditional monitoring networks (Continuous Aerosol Mass Monitor, Integrating Nephelometer, Tapered Element Oscillating Microbalance) for airborne particulate matter. A small number of past studies have evaluated the tapered element oscillating microbalance (TEOM) and a series of manual gravimetric methods (Allen et al., 1997, Ayers, 2004, Cyrys et al., 2001, Hauck et al., 2004, Williams et al., 2000) but fewer still have compared other commercial monitors (Baldauf et al., 2001, Chung et al., 2001, Heal et al., 2000, Monn, 2001, Salter and Parsons, 1999). CURRENT AIR QUALITY TREND IN MALAYSIA There are 52 National Air Quality Monitoring Stations (AQMS) in Malaysia, function to monitor continuously 5 major pollutants, namely Particulate Matter (PM10), Ozone (O3), Sulphur Dioxide (SO2), Nitrogen Dioxide (NO2) and Carbon Monoxide (CO). For the northern region of Malaysia (Perlis, Kedah, Pulau Pinang and Perak), the overall air quality levelwas lies between good to moderate. However, there are curtain places (Tanjung Malim, Alor Star and Sungai Petani) recorded unhealthy level of the day especially in the mid of the day till late afternoon due to high concentration of ground level ozone (O3). In tanjung Malim, one unhealthy day was recorded due to high level of particulate matter (PM10) Air Pollutant Index (API) system were used in reporting the air quality status in Malaysia. The API compute from the monitoring of Ground level Ozone (O3), Carbon Monoxide (CO), Nitrogen Dioxide (NO2), Sulphur Dioxide (SO2) and Particulate Matter of less than 10 microns in size (PM10). Air quality status can be categorized in five main level (good, moderate, unhealthy, very unhealthy and hazardous as in Table 1.1. Table 1.1 Malaysia : Air Pollution Index (API) (Malaysia Environmental Quality Report 2011, DoE) API Air Quality Status DoE in Malaysia Environmental Quality Report 2011 highlights the annual average of PM10 was 43m3 , but was slightly increased compared to 2010 (39m3 ). However, for both year (2010 and 2011) value still below the Malaysian Ambient Air Quality Guidelines value (50m3 ). The trend of the annual average levels of PM10 concentration in the ambient air between 1999 and 2011 complied with the Malaysian Ambient Air Quality Guidelines as shown in Figure 1.1 and Figure 1.2 shows the trend based on land use categories (Urban, Sub Urban, Background and Rural). MONITORING METHODS AND INSTRUMENTS The underway monitoring of airborne particulate matter in the ambient atmosphere is mainly for determination of the mass of the particle. The methods used for monitoring of concentration of PM can differ and are very dependent upon the aim of monitoring, sites, monitoring problem and resource that available during monitoring period. Usually, monitoring is to determine the concentration of total suspended particulate (TSP) and suspended particulate matter (SPM) have become outdated with the awareness that PM effects varies depending on sizes of the particle. QUARG (1996) pointed that the latest method of monitoring (gravimetric and direct reading method) are designed to determine the concentration of particle in the different sizes (PM10 and PM2.5). Table 1.2 displays the examples of the instrument for PM10 monitoring and the detection methods. Table 1.2 Examples of instruments used in PM monitoring Instrument Principle of detection Beta Attenuation Monitor (BAM) The beta ray sources used in BAM are 14C. Directly measured the particle based on relationship between beta ray attenuation to particle mass. Depends on the near exponential decrease in the total number of beta particle transmitted through a thin sample as the density increase (William et al., 1993) The gravimetric method that only the mass of particle can be affect the detector not by the size of distribution, physical size, shape or either by chemical composition (Chow et al., 1996) Tapered Element Oscillating Microbalance (TEOM) Tapered hollowed channel will act as a gateway where the particles are collected on a filter. For minimum thermal expansion that occurred at the tapered channel, the sample area is maintained at 50 °C. Thermal expansion may affect the oscillation frequency and might be reduce the total amount of particle bound water. DustTrak 8520 Hands carry instrument and highly portable direct reading monitor. Using light scattering laser to detect the particles. Particles scattered the light which is from laser diode drawn through a constant stream. Liu et al., (2002) mentions the amount of light scatter find out the particles mass concentration. PROBLEM STATEMENT In Malaysia, PM10 monitoring was conducted by Alam Sekitar Malaysia Sdn. Bhd. (ASMA). Md Yusof et al (2010) lists two instruments used for monitoring are high volume sampler (HVS) and beta attenuation monitor (BAM). BAM is the standard instrument used by Department of Environment (DoE) to measure particulate matter in 51 monitoring station in Malaysia. Air quality of these new areas cannot be monitored and observed due to the lack of monitoring stations of air quality. To develop these new monitoring stations, definitely it will be costly and need good maintenances. Additionally, air quality at the rural areas also cannot be monitored. Therefore, a new alternative instrument such as Direct Reading Monitors (DRM) will enable air pollutants to be monitored more comprehensively. Even though DoE has set up their monitoring station, the number of monitoring stations is limited. With the use of simple instruments and cost effective, the air quality in areas without monitoring stations can be monitored and assessed. For this study, direct reading monitor (DRM) was used to monitor PM10 concentration at selected stations. However, PM10 concentration recorded using DRM and BAM was different. This is due to different detection method between both instruments (DRM used laser and BAM used beta ray) and response time for DRM was set to one minutes, while BAM records hourly PM10. In addition, the mobile factor that is owned by DRM is also affecting the reading. Therefore, an appropriate coefficient needed to make sure the reading obtained from the DRM is the same as the reading derived from the BAM. OBJECTIVES The objective of this project is:- To estimate coefficient that relates DRM and BAM by using regression techniques. To investigate the best coefficient based on performance indicator. To determine the influence of meteorology on PM10 concentration. SCOPE OF STUDY In Malaysia, Beta Attenuation Monitor (BAM) is the standard instrument used by DoE to measure particulate matter in 52 monitoring stations. This instrument automatically measures and records hourly particulate mass concentration in ambient air. It uses beta ray attenuation to calculate collected particle mass concentration units of  µg/m ³. For this study, Direct Reading Monitor (DRM) was used to monitor PM10 concentration at Air Quality Monitoring Station (AQMS) conducted by Alam Sekitar Malaysia (ASMA). The station selected for this research is Prai and Seberang Jaya. Both stations are situated in the north part of Peninsular Malaysia. They are many researches comparing the mass concentration results of the BAM and gravimetric methods. Salminen and Karlsson (2003) reported the agreement between PM10 concentration measured by BAM and gravimetric method. PM10 concentration recorded by the DRM was compared with data monitored using BAM provided by DoE. Three method of linear regression was used to investigate the relationship between the DRM and BAM monitoring record which is method of ratio, method of quartile and method of quantile. Performance indicators were used to evaluate the goodness of fit for the ratio,quartile and quantile method to determine which method is the best. THESIS OUTLINE This thesis has a five important parts and brief outlines of this thesis follows. Chapter one gives an introduction about air quality monitoring in Malaysia, sources of air pollution in Malaysia. This thesis also stated the problem statement, objectives, scope of study and concludes with thesis outline. Chapter 2 discussed about the literature review of the research area (particulate matter 10, measurement for PM10), and also review that determines to what extent the issues or research part has been investigated. From this chapter, a good view and knowledge about research area can be undertaken. Chapter 3 describes the methodologies that have been used in this research. The area of study, setting and sitting of instrument, monitoring of PM10 using DRM and BAM, and method to analyzing the monitoring records also discussed in this chapter. Chapter 4 presents the result from data analysis in the form of graphical techniques and table, for all three methods, performance indicator and meteorological effect with the discussion. Chapter 5 gives a general discussion of this research. The comparison of three methods was discussed and to determine which method is the best using performance indicator. This chapter also discussed the best conclusions of this research and listed of recommendations for future research. CHAPTER 2 LITERATURE REVIEW 2.1 INTRODUCTION Sherman (2003) defined air pollution as the presence of undesirable levels of physical or chemical impurities. Many organization such as the World Health Organization (WHO, 1999) recognized particulate matter (PM), carbon monoxide (CO), nitrogen dioxide (NO2), ozone(O3), lead (Pb) and sulfur dioxide (SO2), as classical pollutants presenting a hazard to sensitive populations. Air pollution now becomes an increasing source of environmental degradation in the developing nations of East Asia (Alles, 2009). The air pollution in Malaysia has not reached a critical level as in other metropolitan areas in Asia, like Jakarta or Manila. (Malaysian German Technical Cooperation, 2000). However; even outside extreme haze periods, pollution levels increased despite tight regulations and this is added by the increase in the number of vehicle, distance travelled and growth in industrial production. Air quality in Malaysia is a major concern as the nation forged ahead to become an industrialized nation by the year 2020. The Malaysian Air Pollution Index (API) is obtained from the measurement of PM10 and several toxic gases such as SO2, CO, NO2, and O3. The air quality status in Malaysia is determined accordingly to API which indicates the level of pollution in the atmosphere. The API system of Malaysia closely follows the Pollutant Standard Index (PSI) system of the United States of America. According to Department of Environment, based on the Air Pollutant Index (API), the overall air quality for Malaysia in 2010 was between good to moderate levels most of the time. The overall number of good air quality days increased in 2010 (63 percent of the time) compared to that in 2009 (56 percent of the time) while remaining 36 percent at moderate level and one percent at unhealthy level. However, peatland fires resulting in transboundary air pollution that occurred in the Southern Asean region in the month of October resulted in a short spell of haze episode in the southern part of Peninsular Malaysia (DoE, 2009 DoE, 2010) DoE also reported that the overall air quality of the northern region of the West Coast of Peninsular Malaysia (Perlis, Kedah, Pulau Pinang and Perak), was between good to moderate most of the time. However, Tanjung Malim and Tasek recorded four unhealthy days and one unhealthy day, respectively. The pollutants of concerned were ground level Ozone (O3) and PM10. 2.2 AIR QUALITY MONITORING IN MALAYSIA In order to ascertain the quality of the environment in Malaysia, the Department of Environment (DoE) regularly monitor the air quality. The air quality monitoring, which involves measurements of total suspended particulates, atmospheric lead and dust fallout, are conducted at 52 monitoring stations (Figure 2.1 and 2.2) categorised as industrial, urban and sub urban areas (DoE, 2010). In addition to the 52 stations in the National Continuous Air Quality Monitoring Network, manual air quality monitoring stations using High Volume Samplers were also established at 14 different sites for measuring total suspended particulates, particulate matter (PM10) and heavy metals such as lead. A continuous automatic monitor which gives instantaneous measurements of gaseous pollutants such as CO, SO2, oxides of nitrogen and ozone, as well as suspended particulate matter and total hydrocarbon used as the monitoring equipments by the DoE to assess air quality (Abdullah, 1995). The air quality status is reported in terms of Air Pollutant Index (API). The air pollutants used in computing the API are ground level ozone (O3), carbon monoxide (CO), nitrogen dioxide (NO2), sulphur dioxide (SO2) and particulate matter of less than 10 microns in size (PM10). The API is categorized as good, moderate, unhealthy, very unhealthy and hazardous. 2.3 SOURCERS OF PM10 The US EPA defines particulate matter (PM) as a mixture of solid particles and liquid droplets found in the air. PM can be in sizes or colors large or dark enough to be observed or it can be so small that an electron microscope is required to distinguish it. According to Fierro (2000), coarse particles (PM10) have an aerodynamic diameter between 2.5 µm and 10 µm. They are formed by mechanical disruption (e.g. crushing, grinding, abrasion of surfaces), evaporation of sprays, and suspension of dust. PM10 particles are small enough to be inhaled and accumulate in the respiratory system (Colls, 1997). Particulate matter can come from many sources. Generally, any activity which involves burning of materials or any dust generating activities are sources of PM. Some sources are natural, such as volcanoes and water mist (Bates, 1995). PM is introduced to the air through both natural and human causes (Harrisonu Yin, 2000). PM from specific sources typically follow short term and long term (seasonal) trends (Yatin et al. 2000). For example, space heating generates more combustion related PM emissions during the cold seasons while, at the same time, snow cover can inhibit PM emissions from the soil. Quality of Urban Air Review Group (1996), published the report in which they describe that primary particles are those directly emitted to the atmosphere from sources such as road traffic, coal burning, industry, windblown soil and dust and sea spray. On the other hand, secondary particles are particles formed within the atmosphere by chemical reaction or condensation of gases, and the major contributors are sulphate and nitrate salts formed from the oxidation of sulphur dioxide and nitrogen oxides respectively. The primary sources of PM in Malaysia, are motor vehicles diesel trucks, industrial emissions, agricultural, slash and yard waste burning, and even exhaust from lawn mowers and boats (Department of Environment, Malaysia, 2010). PM concentrations tend to be especially high in area with greater population density, nearby industries or agriculture, or where local topography or weather conditions contribute to air stagnation. 2.3.1 Traffic Vehicular particle emissions are the result of a great many processes, an example combustion products from fuel and oil, wear products from brake linings, tyres, bearings, car body and road material, and the resuspension of road and soil dust (Laschober et al. 2004). Traffic is an effective source of both fine and coarse mode primary particles, condensable organic gases, and a major source of nitrogen oxides that then form secondary nitrate aerosols. Particles of condensed carbonaceous material are emitted mainly by diesel vehicles and poorly maintained petrol vehicles (Vardoulakis et al. 2003). Diesel exhaust particles have been shown to display a multimodal size distribution (Kerminen et al. 1997) and are mainly carbonaceous agglomerates below 100 nm in diameter, whereas particles emitted by gasoline vehicles are also mainly carbonaceous agglomerates but considerably smaller, ranging from 10 to 80 nm (Morawska and Zhang 2002). Particulate matter originating from traffic can be pres ent at elevated concentrations especially during high traffic density and poor dispersion conditions, e.g. in street canyons, which can lead to high human exposures to traffic-related pollutants (Vardoulakis et al. 2003). Identification of traffic related particulate matter in source apportionment studies has become difficult due to phasing out of Pb as an additive to gasoline. Elements that have often been associated with vehicular emissions include Cu, Zn, Pb, Br, Fe, Ca and Ba (Huang et al. 1994, Cadle et al. 1997, Kemp 2002, Morawska and Zhang 2002, Sternbeck et al., 2002). Emissions of many metallic elements from vehicular sources are mainly due to non exhaust emissions, examples from the wearing of tyres, brakes and other parts of vehicles (Sternbeck et al. 2002, Adachi and Tainosho 2004, Laschober et al. 2004, Lough et al. 2005). In addition to road traffic, emissions from the main and auxiliary engines of ships can be a significant source of particulate matter and associated elements such as V and Ni (Lyyrà ¤nen et al. 1999) at certain locations (Ohlstrà ¶m et al. 2000, Colvile et al. 2001, Isakson et al. 2001). 2.3.2 Stationary sources The most significant stationary combustion sources include energy production facilities such as municipal power plants, waste incineration, and residential combustion. Several industrial processes, such as iron and steel production, also involve combustion of fossil fuels or biomass for generating power and heat needed for the process. Most of these sources are considered point sources, although smaller and more widespread sources such as residential combustion could also be considered as an area source. Physical and chemical characteristics of the particles emitted from these source categories depends on the combustion process itself, and the type of fuel burnt (solid, liquid, or gas). Combustion processes and properties of particulate matter emitted from these sources have been comprehensively reviewed by Morawska and Zhang (2002). The major industrial processes include factories processing metals and chemicals, materials handling, construction and mining. Particulate matter from t hese sources are partly released as fugitive emissions, which are not collected and released in a controlled manner, but emitted from a variety of points and areas connected to a process (Seinfeld and Pandis 1998). Chemical and physical properties of fugitive emissions depend on the processes by which they are emitted. Since the bulk of most trace metals are nowadays emitted from industrial processes, their concentrations are spatially heterogeneous and subsequently, their measurement is quite sensitive in terms of location; however, the reported concentrations of trace metals in major cities demonstrate rather similar levels of trace metals (Harrison and Yin 2000). PM10 CHARACTERISTIC. PM is characterized by its physical, chemical and optical properties. The quality of air that we breathe in every second determine by the amount of particulate matter in it. These particulate matters measure by their particles size. Those with the particles size less than 10 micron (PM10) is used to monitor the air quality which in turn is related to the health problems of the workers or public at large (Alias et al., 2007). The most important characteristic of particulate matter (PM) is the particle size. This property has the greatest impact on the behavior of particulate matter in control equipment, the atmosphere, and the respiratory tract. Particles of importance in air pollution control span a broad size range from extremely small (0.01 micrometer) to more than 1,000 micrometers (US EPA, 2010). As a frame of reference, a human hair has a diameter of approximately 50 micrometers. The suspended particles vary in size, composition and origin. It is convenient to classify particles by their aerodynamic properties because, (a) these properties govern the transport and removal of particles from the air, (b) they also govern their deposition within the respiratory system and (c) they are associated with the chemical composition and sources of particles (WHO, 2003). 2.4.1 Physical Characteristic The physical attributes of airborne particulates include mass concentration and size distribution. the size is from a few nanometers (nm) to ten of micrometers ( µm) in diameter. Size is the single most important determinant of the properties of particles and it has implications on formation, physical and chemical properties, transformation, transport, and removal of particles from the atmosphere. Ambient levels of mass concentration are measured in micrograms per cubic meter (ÃŽÂ ¼g/m3), size attributes are usually measured in aerodynamic diameter. Particulate matter (PM) exceeding 2.5 microns (ÃŽÂ ¼m) in aerodynamic diameter is generally defined as coarse particles, while particles smaller than 2.5 microns (PM2.5) are called fine particles (World Bank Group, 1998). Particles of any substances that are less than 10 or 2.5 micrometres diameter. Particles in this size range make up a large proportion of dust that can be drawn deep into the lungs. Larger particles tend to be tr apped in the nose, mouth or throat. The concentration and other characteristics of suspended particulate matter are determined by the presence and activity of sources. Once formed, particles change their size and composition by condensation or evaporation, by coagulating with other particles or by chemical reactions (Seinfeld and Pandis 1998). Pohjola et al., (2000), found that meteorological factors such as wind speed and direction, temperature, amount of precipitation, and the height of the atmospheric boundary layer, are most important in governing the concentration variations of particulate matter. The highest PM concentrations are often reported during stable meteorological conditions such as inversion with low wind speeds (Pohjola et al. 2004). Also the physical and chemical processes affecting the particles are regulated to a great extent by meteorological factors. 2.4.2 Chemical Characteristic The chemical composition of the particulate matter is also important. The chemical composition of PM is highly variable due to pollution sources, chemical reactions in the atmosphere, long-range transport effects and meteorological conditions. Absorption and heterogeneous nucleation of vapor phase pollutants onto existing particles can create toxic particulate matter (US EPA, 2010). The chemical properties vary depending on sources of particles. It is important to note that particulates are not one particular chemical substance but a classification of particles by size rather then chemical properties.The acid component of particulate matter, and most of its mutagenic activity, are generally contained in fine particles, although some coarse acid droplets are also present in fog. Particles interact with various substances in the air to form organic or inorganic chemical compounds. The most common combinations of fine particles are those with sulphates (World Bank Group, 1998). The rela tive abundance of the major chemical components, termed as bulk chemical composition and also about trace element and strong acid contents was reviewed in the studies of Harrison and Jones (1995) and Harrison and Yin (2000). In addition to the bulk composition, Harrison and Yin (2000) also discussed trace element and strong acid contents. In the United States, sulphate ions account for about 40% of fine particulates and may also be present in concentrations exceeding 10 ÃŽÂ ¼g/m3 (US EPA, 1982). 2.5 PARTICULATE MATTER HEALTH EFFECT There are a very limited number of studies that relate air pollution to its health impact in Malaysia. The lack of data gathering for environmental epidemiological analysis makes it difficult to estimate the health impact of air pollution (Afroz et al., 2003). Whilst epidemiological studies have consistently demonstrated adverse effects of particulate matter exposure on human health, the mechanism of effect is currently unclear (Harrisonu Yin, 2000). The US Environmental Protection Agencys 1996 Air Quality Criteria for Particulate Matter reviewed the physiologic, toxicology, and epidemiologic studies related to the inhalation, deposition and health effects of PM exposures (US EPA, 1997). Some research has identified several plausible biological mechanisms for both the initial pulmonary injury and the consequent systemic effects (Neas, 1999). The respiratory system is the major route of entry for airborne particulates. The deposition of particulates in different parts of the human respiratory system depends on particle size, shape, density, and individual breathing patterns (mouth or nose breathing) (World Bank Group, 1998). In adults, PM exposure was associated with increased incidence of respiratory symptoms, transient decrements in pulmonary function levels, and the onset of chronic pulmonary disease in adults (Neas, 1999). Seaton (1995), has identified several plausible biological mechanisms for both the initial pulmonary injury and the consequent systemic effects following PM exposure and the initial pulmonary injury may be related to one or more properties of PM and its constituents including physical, chemical and biological characteristics. Several hypotheses have been proposed to explain the path physiology of PM induced health effects. The most obvious mechanism involves the reduction in pulmonary function in response to the pulmonary inflammation. In the hypoxia hypothesis, the susceptible population consists of individuals with severe respiratory disease whose pulmonary reserve capacity is already near the minimum compatible with life. Exposure to PM further lowers their pulmonary function le vels and results in emergency hospitalization and death (Neas, 1999) Children are especially susceptible to particulate matter pollution for several reasons, their respiratory systems are still developing, they breathe more air (and air pollution) per pound of body weight than adults and theyre more likely to be active outdoors. Older adults are also more likely to be affected by particulate matter pollution, possibly because they are more likely to have chronic heart or lung diseases than younger people. In addition, people who have heart or lung disease, such as congestive heart failure, angina, chronic obstructive pulmonary disease, emphysema or asthma, are likely to experience health effects earlier and at lower particulate matter pollution levels than healthy people (American Lung Association, 1996). The capacity of particulate matter to produce adverse health effects in humans depends on its deposition in the respiratory tract. Particle size, shape, and density affect deposition rates. The most important characteristics influencing the deposition of particles in the respiratory system are size and aerodynamic properties. In Malaysian Ambient Air Quality Guidelines (MAAQG), the level of PM10 concentrations are, 150 micrograms per cubic meter ( µg/m3) for 24 hour and 50 micrograms per cubic meter ( µg/m3) for the annual (Department of Environment, Malaysia, 2010). Some tiny pieces of particulate matter, PM10, are small enough to pass from our lungs to our bloodstream. PM can alter the bodys defense systems against foreign materials, damage lung tissues, aggravate existing respiratory and cardiovascular disease, and can lead to cancer. In some cases, PM exposure can even lead to premature death. Adverse health effects have been associated with exposures to PM over both short periods (such as a day) and longer periods (a year or more). The people who are most at risk are people with asthma, influenza, lung, heart, or cardiovascular disease, the elderly, and children. The human immune system developed in a time and environment where dust was made of large particles. Humans have developed a means of protecting themselves against these large particles. Particles larger than 10 microns generally get caught in the nose and throat, never making it as far as the lungs. Unfortunately, more recent human activity has created many particles that are much s maller, which can make it past our natural defenses, and can enter our systems (Fierro, 2000). The size of particles is directly linked to their potential for causing health problems. Most concerned about particles that are 10 micrometers in diameter or smaller because those are the particles that generally pass through the throat and nose and enter the lungs. Once inhaled, these particles can affect the heart and lungs and cause serious health effects. EPA groups particle pollution into two categories: Inhalable coarse particles, such as those found near roadways and dusty industries, are larger than 2.5 micrometers and smaller than 10 micrometers in diameter. Fine particles, such as those found in smoke and haze, are 2.5 micrometers in diameter and smaller. These particles can be directly emitted from sources such as forest fires, or they can form when gases emitted from power plants, industries and automobiles react in the air. (U.S Environmental Protection Agency). 2.6 MEASUREMENT FOR PARTICULATE MATTER (PM10) 2.6.1 Reference Method The US Environmental Protection Agency (EPA) has designated a handful of instruments as Federal Reference o

The hunger games book review

Catkins Overseen, along side fellow tribute PETA Mallard, is forced to fight for her life against stronger competitors from wealthier districts, some of whom have trained for this their whole lives. If Catkins Is going to win then Catkins will need to kill everyone In the games. The only question Is, are the odds ever In her favor? I personally admire the way that Catkins would willingly take her sister's place In the Ames, when there is a one in a million chance that she could win.The author has truly grasped the idea of what it's like to be in a situation like Catkins' – no father, a mother that's stuck in the past, and a 13-year-old sister that needs looking after. I was compelled after hearing about the games in the story. The whole prospect Just made me shatter with excitement. It's a very unusual and out-of-the ordinary plot for a book, but I think that its originality is what makes it Just that bit better than your tankard teen fiction.I think that the author's use of d escriptive techniques, Like personification, was extremely noticeable because of Its effectiveness on the story. Overall, I really enjoyed the book and highly recommend to those who love teen fiction or Just enjoy the adrenaline rush. Good Job Suzanne Collins, and I would definitely read it again. The hunger games book review By Halley Halley Karri AAA In The Future North America, known as ‘Panel', there is a rich and modern developed City named ‘The Capitol'. The hunger games book review Catkins Overseen, along side fellow tribute PETA Mallard, is forced to fight for her life against stronger competitors from wealthier districts, some of whom have trained for this their whole lives. If Catkins Is going to win then Catkins will need to kill everyone In the games. The only question Is, are the odds ever In her favor? I personally admire the way that Catkins would willingly take her sister's place In the Ames, when there is a one in a million chance that she could win.The author has truly grasped the idea of what it's like to be in a situation like Catkins' – no father, a mother that's stuck in the past, and a 13-year-old sister that needs looking after. I was compelled after hearing about the games in the story. The whole prospect Just made me shatter with excitement. It's a very unusual and out-of-the ordinary plot for a book, but I think that its originality is what makes it Just that bit better than your tankard teen fiction.I think that the author's use of d escriptive techniques, Like personification, was extremely noticeable because of Its effectiveness on the story. Overall, I really enjoyed the book and highly recommend to those who love teen fiction or Just enjoy the adrenaline rush. Good Job Suzanne Collins, and I would definitely read it again. The hunger games book review By Halley Halley Karri AAA In The Future North America, known as ‘Panel', there is a rich and modern developed City named ‘The Capitol'. The hunger games book review Catkins Overseen, along side fellow tribute PETA Mallard, is forced to fight for her life against stronger competitors from wealthier districts, some of whom have trained for this their whole lives. If Catkins Is going to win then Catkins will need to kill everyone In the games. The only question Is, are the odds ever In her favor? I personally admire the way that Catkins would willingly take her sister's place In the Ames, when there is a one in a million chance that she could win.The author has truly grasped the idea of what it's like to be in a situation like Catkins' – no father, a mother that's stuck in the past, and a 13-year-old sister that needs looking after. I was compelled after hearing about the games in the story. The whole prospect Just made me shatter with excitement. It's a very unusual and out-of-the ordinary plot for a book, but I think that its originality is what makes it Just that bit better than your tankard teen fiction.I think that the author's use of d escriptive techniques, Like personification, was extremely noticeable because of Its effectiveness on the story. Overall, I really enjoyed the book and highly recommend to those who love teen fiction or Just enjoy the adrenaline rush. Good Job Suzanne Collins, and I would definitely read it again. The hunger games book review By Halley Halley Karri AAA In The Future North America, known as ‘Panel', there is a rich and modern developed City named ‘The Capitol'.

Data Sources For Sociological Research

In conducting research, sociologists draw upon data from a variety of sources on different subjects: economy, finance, demography, health, education, crime, culture, environment, agriculture, etc. This data is gathered and made available by governments, social science scholars, and students from various disciplines. When the data are available electronically for analysis, they are typically called data sets. Many sociological research studies do not require the gathering of original data for analysis, especially since there are so many agencies and researchers gathering, publishing, or otherwise distributing data all the time. Sociologists may explore, analyze, and illuminate this data in new ways for different purposes. Below are a few of the many options for accessing data, depending on the topic you are studying. U.S. Census Bureau The United States Census Bureau is the government agency that is responsible for the United States Census and serves as a leading source of data about Americas people and economy. It also gathers other national and economic data, many of which are available online. The U.S. Census Bureau website includes data from the Economic Census, the American Community Survey, the 1990 Census, the 2000 Census, and current population estimates. Also available are interactive internet tools that include mapping tools and data at the national, state, county, and city level. The United States Bureau of Labor Statistics The Bureau Of Labor Statistics is a branch of the United States Department of Labor and is the government agency that is responsible for collecting data about employment, unemployment, pay and benefits, consumer spending, work productivity, workplace injuries, employment projections, international labor comparisons, and the National Longitudinal Survey of Youth. Data can be accessed online in a variety of formats. The National Center for Health Statistics The National Center For Health Statistics (NCHS) is a part of the Centers For Disease Control And Prevention (CDC) and is responsible for collecting data from birth and death records, medical records, interview surveys, and through direct physical exams and laboratory testing in order to provide important surveillance information that helps identify and address critical health problems in the United States. Data available on the website include Healthy People 2010 data, Injury data, National Death Index data, and the National Health and Nutrition Examination Survey. TheDataWeb Data Web: Data Ferrett is a network of online data libraries based on datasets provided by several U.S. government agencies including the Census Bureau, Bureau of Labor Statistics and the Center for Disease Control. Data topics include census data, economic data, health data, income, and unemployment data, population data, labor data, cancer data, crime and transportation data, family dynamics, and vital statistics data. Users need to download the DataFerret application (available from that site) in order to access and use the datasets. The National Survey of Families and Households National Survey Of Families And Households (NSFH) was designed to provide a broad range of information on family life to serve as a resource for research across disciplinary perspectives. A considerable amount of life-history information was collected, including the respondents family living arrangements in childhood, departures and returns to the parental home, and histories of marriage, cohabitation, education, fertility, and employment. The design permits the detailed description of past and current living arrangements and other characteristics and experiences, as well as the analysis of the consequences of earlier patterns on current states, marital and parenting relationships, kin contact, and economic and psychological well-being. Interviews were conducted in 1987-88, 1992-94, and 2001-2003. The National Longitudinal Study of Adolescent Health National Longitudinal Study of Adolescent Health (Add Health) is a longitudinal study of a nationally representative sample of adolescents in grades 7 to 12 in the United States during the 1994/1995 school year. The Add Health cohort has been followed into young adulthood with four in-home interviews, the most recent in 2008 when the sample was aged 24 to 32. Add Health combines longitudinal survey data on respondents social, economic, psychological and physical well-being with contextual data on the family, neighborhood, community, school, friendships, peer groups, and romantic relationships, providing unique opportunities to study how social environments and behaviors in adolescence are linked to health and achievement outcomes in young adulthood. The fourth wave of interviews expanded the collection of biological data in Add Health to understand the social, behavioral, and biological linkages in health trajectories as the Add Health cohort ages through adulthood. Sources Carolina Population Center. (2011). Add Health. http://www.cpc.unc.edu/projects/addhealthCenter for Demography, University of Wisconsin. (2008). National Survey of Families and Households. http://www.ssc.wisc.edu/nsfh/Centers for Disease Control and Prevention. (2011). http://www.cdc.gov/nchs/about.htm

Imagecreatetruecolor() PHP Function

The imagecreatetruecolor() function is used in PHP to create a new true color image using the GD Library. True color uses a 24-bit color depth when displaying an RGB image. Its two parameters are the width and height of the image you are creating. Sample Code Using Imagecreatetruecolor() Function This code generates a PNG image that is 130 pixels wide by 50 pixels high. The imagecreatetruecolor() function specifies a shape that is 130 pixels wide by 50 pixels high. The text color is set using RGB values. The text that will print on the shape is A Simple Text String, in size 1 (of 1-5) with an x ordinate of 5 and a y-ordinate of 5. Return Values When successful, this function returns an image identifier that represents a black image of the specified size. If not successful, it returns False. Considerations The GD library must be enabled for this function to work properly; otherwise, the return value is False. It can be downloaded free from the internet if you dont already have it installed. Imagecreatetruecolor() vs. Imagecreate() Function Although the imagecreate() function still works in PHP, the PHP manual recommends the use of the newer imagecreatetruecolor() function, which creates images with many more colorsmakes color transparency possibleallows advanced image processes