• 제목/요약/키워드: air quality monitoring

검색결과 454건 처리시간 0.028초

Integrating UAV Remote Sensing with GIS for Predicting Rice Grain Protein

  • Sarkar, Tapash Kumar;Ryu, Chan-Seok;Kang, Ye-Seong;Kim, Seong-Heon;Jeon, Sae-Rom;Jang, Si-Hyeong;Park, Jun-Woo;Kim, Suk-Gu;Kim, Hyun-Jin
    • Journal of Biosystems Engineering
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    • 제43권2호
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    • pp.148-159
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    • 2018
  • Purpose: Unmanned air vehicle (UAV) remote sensing was applied to test various vegetation indices and make prediction models of protein content of rice for monitoring grain quality and proper management practice. Methods: Image acquisition was carried out by using NIR (Green, Red, NIR), RGB and RE (Blue, Green, Red-edge) camera mounted on UAV. Sampling was done synchronously at the geo-referenced points and GPS locations were recorded. Paddy samples were air-dried to 15% moisture content, and then dehulled and milled to 92% milling yield and measured the protein content by near-infrared spectroscopy. Results: Artificial neural network showed the better performance with $R^2$ (coefficient of determination) of 0.740, NSE (Nash-Sutcliffe model efficiency coefficient) of 0.733 and RMSE (root mean square error) of 0.187% considering all 54 samples than the models developed by PR (polynomial regression), SLR (simple linear regression), and PLSR (partial least square regression). PLSR calibration models showed almost similar result with PR as 0.663 ($R^2$) and 0.169% (RMSE) for cloud-free samples and 0.491 ($R^2$) and 0.217% (RMSE) for cloud-shadowed samples. However, the validation models performed poorly. This study revealed that there is a highly significant correlation between NDVI (normalized difference vegetation index) and protein content in rice. For the cloud-free samples, the SLR models showed $R^2=0.553$ and RMSE = 0.210%, and for cloud-shadowed samples showed 0.479 as $R^2$ and 0.225% as RMSE respectively. Conclusion: There is a significant correlation between spectral bands and grain protein content. Artificial neural networks have the strong advantages to fit the nonlinear problem when a sigmoid activation function is used in the hidden layer. Quantitatively, the neural network model obtained a higher precision result with a mean absolute relative error (MARE) of 2.18% and root mean square error (RMSE) of 0.187%.

인공위성 (SCIAMACHY) 데이터를 이용한 대류권 SO2, NO2 측정: 2006년 동북아시아 지역의 계절적 SO2, NO2 변화 추세 (Satellite (SCIAMACHY) Measurements of Tropospheric SO2 and NO2: Seasonal Trends of SO2 and NO2 Levels over Northeast Asia in 2006)

  • 이철규;;;김영준
    • 한국대기환경학회지
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    • 제24권2호
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    • pp.176-188
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    • 2008
  • Anthropogenic emissions of nitrogen oxides and sulfur dioxide in Northeast Asia are of great concern because of their impact on air quality and atmospheric chemistry on regional and intercontinental scales. Satellite remote sensing based on DOAS (Differential Optical Absorption Spectroscopy) technique has been preferred to measure atmospheric trace species and to investigate their emission characteristics on regional and global scales. Absorption spectra obtained by the satellite-born instrument, SCIAMACHY (Scanning Imaging Absorption Spectrometer for Atmospheric Chartography) have been utilized to retrieve the information of $SO_2$ and $NO_2$ over Northeast Asia. $SO_2$ levels over Northeast Asia were in order of East China, Yellow Sea, South Sea and Korean Peninsula with mean vertical columns of $1.78({\pm}1.0){\times}10^{16}$, $1.11({\pm}0.67){\times}10^{16}$, $0.60({\pm}0.63){\times}10^{16}$, $0.71({\pm}0.65){\times}10^{16}\;molecules/cm^2$, respectively. $NO_2$ levels were in order of East China, Yellow Sea, Korean Peninsula, and South Sea with mean vertical columns of $1.2({\pm}0.56){\times}10^{16}$, $0.38({\pm}0.19){\times}10^{16}$, $0.48({\pm}0.28){\times}10^{16}$, $0.26({\pm}0.16){\times}10^{16}\;molecules/cm^2$, respectively. High levels of $SO_2$ and $NO_2$ were observed over East China, in particular in winter by the contribution of heating fuel combustion exhausts. The $SO_2$ and $NO_2$ levels over East China were the highest in January with 34% and 42% higher over the annual means. Low levels of $SO_2$ ranged over Korean peninsula, while $NO_2$ levels were relatively high, in particular in winter. The $SO_2$ and $NO_2$ levels over Yellow Sea were relatively higher compared to those over Korean peninsula and South Sea, which could be mainly attributed to their transport from East China.

규제기준 변화에 다른 PCBs 인체 및 생태 위해성 평가 (Health and Ecological Risk Assessment of PCBs-exposure by Regulation Guideline Change)

  • 임영욱;양지연;정종수;이용진;김진영;이청수;고성준;신동천
    • Environmental Analysis Health and Toxicology
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    • 제23권1호
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    • pp.53-62
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    • 2008
  • In the present study, the concentration levels of polychlorinated biphenyls (or PCBs) in the environments in Korea are estimated based on some measured data in Korea, in comparison with the data from the other countries. Even though PCBs were banned as electrical fluids in 1970s in Korea, PCBs are still detected in the environment. PCBs levels in Korea are greatly lower than those in other countries, which are gradually decreased as well. However, the measured data are not sufficient in both numbers and quality, to estimate the average PCBs levels in Korea. The regulation limit on polychlorinated biphenyls (or PCBs) is 2mg/kg (ppm), which is too low compared to 50 ppm of many other countries including U.S. With this strict regulation, there are many problems expected, for example, in the analysis of PCBs in the transformers using in the field as well as the safe treatment of PCBs. The risk assessment on the PCBs in the environment is surely necessary prior to the change in the limit. Also the PCBs concentration monitoring in the environmental media (i.e. air, water, soil and sediment) and exposure assessment will be essential for the accurate risk assessment. If the PCB-waste guideline maintain as 2 ppm after 10 years, the excess cancer risk of PCBs exposure by ambient air, drinking water and soil was $10^{-8}$. But if the guideline mitigate as 50 ppm after 10 years, the cancer risk was increased by $10^{-7}$. The ecological risk quotient by regulation change was not exceed '1'.

광양만권의 오존농도 특성과 시.공간적 분포 (On Characteristics of Surface Ozone Concentration and Temporal.Spatial Distribution in Kwangyang-Bay)

  • 하훈;이상득;이중기;박찬오;문태룡
    • 한국대기환경학회지
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    • 제22권5호
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    • pp.642-652
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    • 2006
  • In order to understand the characteristics of surface ozone concentration and high $O_3$ concentration days, regional data from seven air quality monitoring stations which were operated by local governments were analyzed Regional characteristics of $O_3$ concentration were analyzed with the data of $O_3$ concentration and the characteristics of $O_3$ generation and weather conditions by the selection of the days in which the concentration was higher than 80 ppb. In the case of daily variation, the lowest $O_3$ concentration was shown in all regions from 7am to 8am and the highest around at 4 pm. The monthly variation of mean $O_3$ concentration and ${\Delta}O_3$ values revealed a reducing pattern in July and August following the peak in June, and again a gradual increasing trend in September and October. The result shows that the amount of ozone is dependent on photochemical reaction. The days of $O_3$ generated more than 80 ppb in the region of Gwangyang-bay were 544 days(1,760 hrs). The frequency of occurrence in the region revealed a strong pattern with the order of Samil-dong, Jinsang, and Gwangmu-dong stations in the Gwangyang region. However, Tein-dong, which is the nearest station to air pollution material generation source, showed the lowest frequency in the study area. Consequently, the meteorological parameters which can easily generate the high concentration of $O_3$ in the region of Gwangyang-bay are characterized as follows; atmospheric temperature which is higher than $19^{\circ}C$, relative humidity with the range of $60{\sim}85%$, the less average wind velocity than 5 m/s, cloud cover which is less than 5/10, and the more duration of sunshine than 8 hours.

황사기간 중 PM2.5, PM10, TSP 농도 특성에 관한 연구 (The Behaviour of Dust Concentrations During Sand Storm in Seoul Area)

  • 김민영;김광래;이민환;조석주
    • 한국지구과학회지
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    • 제24권4호
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    • pp.315-324
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    • 2003
  • 서울시에서 설치하여 운영중인 대기질 측정소의 입자상물질을 대표하는 PM$_{2.5}$, PM$_{10}$, TSP와 황사기간 중 고용량고기포집기로 채취한 먼지성분을 분석, 평가하였다. 1990년도부터 2002년 11월까지 서울에서 관측된 황사일수는 2000년 이후 발생빈도가 증가하였으며 황사지속시간도 길어지는 경향을 보였다. PM$_{10}$/TSP 비율은 황사시 2000년, 2001년도에 각각 52.9%, 59.4%로 비황사시에 비해 PM$_{10}$의 비율이 약 10% 정도 낮은 것으로 미루어 황사시 10 ${\mu}$m이상의 입경이 큰 입자 영향이 컸던 반면에 2002년 황사시에는 PM$_{10}$의 영향이 오히려 크게 나타나 PM$_{10}$이 TSP 중의 71.4%에 달하였다. 황사가 전체 먼지농도에 미치는 기여율은 2002년도에 PM$_{2.5}$ 11.9%, PM$_{10}$ 23.1%, TSP 19%로 가장 높은 기여도를 보여 황사가 전체 면지농도에 미치는 영향이 매우 크다는 것을 알 수 있었다.

국내 석회석 광산 수갱 굴착에 의한 통기효과 분석 연구 (A Study on the Ventilation Effects of the Shaft Development at a Local Limestone Mine)

  • 이창우;응우엔 반득;키로 록키 키부야;김창오
    • 터널과지하공간
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    • 제28권6호
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    • pp.609-619
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    • 2018
  • 주선풍기가 설치된 통기수갱이 굴착된 국내 석회석 광산에서 수행한 통기수갱의 통기효과 분석결과 자연통기 및 기계통기 효과가 뚜렷하게 나타났다. 수갱을 통하여 입기되는 자연통기량은 최대 $11.7m^3/s$이었으며 갱내 공기온도의 측정에 의하여 비교적 정확한 정량적 예측이 가능하였다. 선풍기 가동에 의한 배기 통기량은 $20.3{\sim}24.8m^3/s$로 통기량의 변동은 갱도내 장비의 이동에 의한 통기특성곡선의 상향이동에 따른 선풍기 운전점의 변화에 의한 결과이므로 통기저항의 저감 노력이 요구된다. 갱구로부터 수갱까지 총 1912 m 갱도내 난류확산계수는 $15m^2/s$, $18m^2/s$로 나타나 오염물질은 기류보다 상대적으로 빨리 확산되므로 공기질 제어를 위하여 신속한 배기가 요구된다. 따라서 통기용 수갱은 급격히 심부화 및 대형화되고 있는 국내석회석광산의 지속적 개발을 위한 필수적 갱내 환경제어 시설로 권장되어야할 것으로 판단된다.

대구 안심연료단지 환경오염물질 노출 평가(II) - TSP, PM10, PM2.5 및 중금속 농도분포 및 노출특성 - (Exposure Assessments of Environmental Contaminants in Ansim Briquette Fuel Complex, Daegu(II) - Concentration distribution and exposure characteristics of TSP, PM10, PM2.5, and heavy metals -)

  • 정종현;피영규;이준정;오인보;손병현;이형돈;윤미라;김근배;유승도;민영선;이관;임현술
    • 한국산업보건학회지
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    • 제25권3호
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    • pp.380-391
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    • 2015
  • Objectives: The objective of this study is to assess airborne particulate matter pollution and its effect on health of residents living near Ansim Briquette Fuel Complex and its vicinities. Also, this study measured and analyzed the concentration of TSP, $PM_{10}$, $PM_{2.5}$, and heavy metals which influences on the environmental and respiratory disease in Ansim Briquette Fuel Complex, Daegu, Korea. Methods: In this study, we analyzed various environmental pollutants such as particulate matter and heavy metals from Ansim Briquette Fuel Complex that adversely affected local residents's health. In particular, we verified the concentration distribution and characteristics of exposure for TSP, $PM_{10}$, and $PM_{2.5}$ among particulate matters, and heavy metals(Cd, Cr, Cu, Mn, Ni, Pb, Fe, Zn, and Mg). In that regard, the official test method on air pollution in Korea for analysis of particulate matter and heavy metal in atmosphere were conducted. The large capacity air sampling method by the official test method on air pollution in Korea were applied for sampling of heavy metals in atmosphere. In addition, we evaluated the concentration of seasonal environmental pollutants for each point of residence in Ansim Briquette Fuel Complex and surrounding area. The sampling measured periods for air pollutants were from August 11, 2013 to February 21, 2014. Furthermore, we measured and analyzed the seasonal concentrations(summer, autumn and winter). Results: The average concentration for TSP, $PM_{10}$, and $PM_{2.5}$ by direct influence area at Ansim Briquette Fuel Complex were 1.7, 1.4 and 1.9 times higher than reference region. In analysis results of seasonal concentrations for particulate matter in four direct influence and reference area, concentration levels for winter were generally somewhat higher than concentrations for summer and autumn. The average concentrations for Cd, Cr, Mn, Ni, Pb, Fe, and Zn in direct influence area at Ansim Briquette Fuel Complex were $0.0008{\pm}0.0004{\mu}g/Sm^3$, $0.0141{\pm}0.0163{\mu}g/Sm^3$, $0.0248{\pm}0.0059{\mu}g/Sm^3$, $0.0026{\pm}0.0011{\mu}g/Sm^3$, $0.0272{\pm}0.0084{\mu}g/Sm^3$, $0.4855{\pm}0.1862{\mu}g/Sm^3$, and $0.3068{\pm}0.0631{\mu}g/Sm^3$, respectively. In particularly, the average concentrations for Cd, Cr, Mn, Ni, Pb, Fe, and Zn in direct influence area at Ansim Briquette Fuel Complex were 1.9, 3.6, 2.1, 1.9, 1.4, 2.6, and 1.2 times higher than reference area, respectively. The continuous monitoring and management were required for some heavy metals such as Cr and Ni. Moreover, the average concentration in winter for particulate matter in direct influence area at Ansim Briquette Fuel Complex were generally higher than concentrations in summer and autumn. Also, average concentrations for TSP, $PM_{10}$, and $PM_{2.5}$ were from 1.5 to 2.0 times, 1.2 to 1.8 times, and 1.1 to 2.3 times higher than reference area, respectively. In results for seasonal atmospheric environment, TSP, $PM_{10}$, $PM_{2.5}$, and heavy metal concentrations in direct influence area were higher than reference area. Especially, the concentrations in C station were a high level in comparison with other area. Conclusions: In the results, some particulate matters and heavy metals were relatively high concentration, in order to understand the environmental pollution level and health effect in surrounding area at Ansim Briquette Fuel Complex. The concentration of some heavy metals emitted from direct influence area at Ansim Briquette Fuel Complex were relatively higher than reference area. In particular, average concentration for heavy metals in this study were higher than average concentrations in air quality monitoring station for heavy metal for 7 years in Deagu metropolitan region. Especially, the residents near Ansim Briquette Fuel Complex may be exposed to the pollutants(TSP, $PM_{10}$, $PM_{2.5}$, and heavy metals, etc) emitted from the factories in Ansim Briquette Fuel Complex.

공단지역 대기 중 다환방향족탄화수소화합물(PAHs)의 농도수준 및 분포특성 (Concentration Levels and Distribution Characteristics of Polycyclic Aromatic Hydrocarbons (PAHs) at Ambient Air in Industrial Complex Area)

  • 정종현;피영규;조상원;옥곤;손병현;이관;임현술
    • 청정기술
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    • 제17권4호
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    • pp.379-388
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    • 2011
  • 본 연구는 공단지역의 대기 시료를 이용하여 다환방향족 탄화수소(Polycyclic Aromatic Hydrocarbons, PAHs)의 농도수준, 분포특성 및 생체 중 농도에 관하여 조사하였다. 시료는 공단지역 및 주변지역 4개 지점에서 채취하였으며, 지역적 특성에 따라 다환방향족 탄화수소(PAHs) 농도의 변화를 다음 결과에 나타내었다. 공단지역의 대기 중 다환방향족탄화수소화합물 (PAHs)의 평균농도 수준은 $14.52{\sim}193.48ng/m^3$로 조사되었다. 발암가능물질 6종 PAHcarc.의 평균농도 수준은 $1.65{\sim}13.44ng/m^3$로 나타났다. 농도 수준은 대체적으로 낮았지만 제철동지점은 지속적인 관심이 필요한 지역으로 조사되었다. 모든 지점의 대기 시료에서 벤조(a)피렌(Benzo(a)pyrene)의 검출이 확인되었으나 농도는 높지 않았다. 그러나 제철동 지점에서 벤조(a)피렌(Benzo(a)pyrene)의 농도는 $2.89ng/m^3$로 유럽연합(EU)의 기준($1ng/m^3$)을 초과하는 것으로 나타났다. 직접노출군 240명의 전혈 중 다환방향족탄화수소화합물(PAHs) 농도수준을 조사한 결과, 남자의 경우 $1.12{\sim}11.45ng/m^3$, 여자의 경우 $1.20{\sim}26.89ng/m^3$로 조사되었다. 성별에 따른 차이는 거의 없는 것으로 나타났다. 고령자의 혈중 다환방향족탄화수소화합물(PAHs) 농도가 높게 나타나 생체 축적성을 예측할 수 있었다. 본 연구결과 공단지역 및 주변지역은 다환방향족탄화수소 화합물(PAHs) 및 환경오염물질의 영향을 받고 있는 지역으로 공단지역에 대한 환경오염물질 원인배출원에 대한 감시체계의 보완, 집중관리, 지역 주민의 건강 보호를 위하여 보건 환경성질환에 영향을 미치는 위해인자 및 오염물질을 원천적으로 저감하는 작업이 지속적으로 수행되어야 할 시점이다.

광릉 낙엽활엽수 노령림의 CO2 수지 역학: 15년 관측으로부터의 교훈 (The Dynamics of CO2 Budget in Gwangneung Deciduous Old-growth Forest: Lessons from the 15 years of Monitoring)

  • 양현영;강민석;김준;류다운;김수진;천정화;임종환;박찬우;윤순진
    • 한국농림기상학회지
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    • 제23권4호
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    • pp.198-221
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    • 2021
  • 1960-70년대 대규모 산림녹화 이후에 한국의 산림은 점차 노령화되고 있다. 노령림의 순 CO2 교환은 이론적으로 중립에 가깝지만, 교란이나 관리에 의해 CO2 흡원 또는 발원이 될 수 있다. 본 연구는 한국의 광릉 낙엽활엽수 노령림(GDK)의 CO2 수지 역학을 이해함으로써, 다음 두 가지 질문에 답하고자 하였다: (1) 보전되고 있는 GDK는 과연 이론적으로 알려져 있는 CO2 중립인가? (2) 관측된 CO2 수지의 경년 변동이 문헌에 보고된 조절 인자들과의 선형적인 인과관계로 설명이 가능한가? 이에 답하기 위해, 본 연구는 KoFlux GDK 관측지에서 에디 공분산 기술로 2006년부터 2020년까지 15년 동안 관측된 CO2 플럭스 자료와 생기상학적 자료를 분석하였다. 연구 결과, (1) GDK는 15년 자료를 평균해서 보면 약한 CO2 발원이며, 관측기간 동안 흡원과 발원 사이를 오갔으나 최근 5년 동안 CO2 발원으로서의 강도가 증가하고 있다. (2) 전천일사, 생장기간, 엽면적지수의 경년 변동은 총 일차생산량(Gross Primary Production, GPP)의 경년변동과 양의 상관관계(R2=0.32~0.45)가 있는 반면, 기온과 지표면 온도의 경년 변동은 생태계 호흡(Ecosystem Respiration, RE)의 경년 변동과 유의한 상관관계가 없었다. 또한, 관측기간 초반(첫 10년)의 CO2 플럭스와 기상요인 및 생물학적 요인으로 학습시킨 기계학습은 관측기간 후반(최근 5년)의 GPP와 RE의 경년 변동을 제대로 모사해내지 못했다. 단, 고사목에서 배출된 탄소 추정량이 CO2 발원으로의 전환에 일부 기여했을 것으로 추정된다. GDK의 장기 CO2 수지 역학에 대해 올바로 이해하고 해석하기 위해서는, 분석과 모델링을 위한 복잡계과학 기반의 새로운 프레임워크가 필요하다. 더불어, 플럭스 모니터링 및 자료 품질 유지와 함께 고사목과 교란을 지속적으로 모니터링하는 것이 중요함을 다시 한 번 확인하였다.

토양 및 지하수 Investigation 과 Remediation에 대한 현장적용

  • Wallner, Heinz
    • 한국지하수토양환경학회:학술대회논문집
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    • 한국지하수토양환경학회 2000년도 추계학술대회
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    • pp.44-63
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    • 2000
  • Situated close to Heathrow Airport, and adjacent to the M4 and M25 Motorways, the site at Axis Park is considered a prime location for business in the UK. In consequnce two of the UK's major property development companies, MEPC and Redrew Homes sought the expertise of Intergeo to remediate the contaminated former industrial site prior to its development. Industrial use of the twenty-six hectare site, started in 1936, when Hawker Aircraft commence aircraft manufacture. In 1963 the Firestone Tyre and Rubber Company purchased part of the site. Ford commenced vehicle production at the site in the mid-1970's and production was continued by Iveco Ford from 1986 to the plant's decommissioning in 1997. Geologically the site is underlain by sand and gravel, deposited in prehistory by the River Thames, with London Clay at around 6m depth. The level of groundwater fluctuates seasonally at around 2.5m depth, moving slowly southwest towards local streams and watercourses. A phased investigation of the site was undertaken, which culminated in the extensive site investigation undertaken by Intergeo in 1998. In total 50 boreholes, 90 probeholes and 60 trial pits were used to investigate the site and around 4000 solid and 1300 liquid samples were tested in the laboratory for chemical substances. The investigations identified total petroleum hydrocarbons in the soil up to 25, 000mg/kg. Diesel oil, with some lubricating oil were the main components. Volatile organic compounds were identified in the groundwater in excess of 10mg/l. Specific substances included trichloromethane, trichloromethane and tetrachloroethene. Both the oil and volatile compounds were widely spread across the site, The specific substances identified could be traced back to industrial processes used at one or other dates in the sites history Slightly elevated levels of toxic metals and polycyclic aromatic hydrocarbons were also identified locally. Prior to remediation of the site and throughout its progress, extensive liaison with the regulatory authorities and the client's professional representatives was required. In addition to meetings, numerous technical documents detailing methods and health and safety issues were required in order to comply with UK environmental and safety legislation. After initially considering a range of options to undertake remediation, the following three main techniques were selected: ex-situ bioremediation of hydrocarbon contaminated soils, skimming of free floating hydrocarbon product from the water surface at wells and excavations and air stripping of volatile organic compounds from groundwater recovered from wells. The achievements were as follows: 1) 350, 000m3 of soil was excavated and 112, 000m3 of sand and gravel was processed to remove gravel and cobble sized particles; 2) 53, 000m3 of hydrocarbon contaminated soil was bioremediated in windrows ; 3) 7000m3 of groundwater was processed by skimming to remove free floating Product; 4) 196, 000m3 of groundwater was Processed by air stripping to remove volatile organic compounds. Only 1000m3 of soil left the site for disposal in licensed waste facilities Given the costs of disposal in the UK, the selected methods represented a considerable cost saving to the Clients. All other soil was engineered back into the ground to a precise geotechnical specification. The following objective levels were achieved across the site 1) By a Risk Based Corrective Action (RBCA) methodology it was demonstrated that soil with less that 1000mg/kg total petroleum hydrocarbons did not pose a hazard to health or water resources and therefore, could remain insitu; 2) Soils destined for the residential areas of the site were remediated to 250mg/kg total petroleum hydrocarbons; in the industrial areas 500mg/kg was proven acceptable. 3) Hydrocarbons in groundwater were remediated to below the Dutch Intervegtion Level of 0.6mg/1; 4) Volatile organic compounds/BTEX group substances were reduced to below the Dutch Intervention Levels; 5) Polycyclic aromatic hydrocarbons and metals were below Inter-departmental Committee for the Redevelopment of Contaminated Land guideline levels for intended enduse. In order to verify the qualify of the work 1500 chemical test results were submitted for the purpose of validation. Quality assurance checks were undertaken by independent consultants and at an independent laboratory selected by Intergeo. Long term monitoring of water quality was undertaken for a period of one year after remediation work had been completed. Both the regulatory authorities and Clients representatives endorsed the quality of remediation now completed at the site. Subsequent to completion of the remediation work Redrew Homes constructed a prestige housing development. The properties at "Belvedere Place" retailed at premium prices. On the MEPC site the Post Office, amongst others, has located a major sorting office for the London area. Exceptionally high standards of remediation, control and documentation were a requirement for the work undertaken here.aken here.

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