• 제목/요약/키워드: complex odor

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Analysis of Odor Data Based on Mixed Neural Network of CNNs and LSTM Hybrid Model

  • Sang-Bum Kim;Sang-Hyun Lee
    • International Journal of Advanced Culture Technology
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    • 제11권4호
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    • pp.464-469
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    • 2023
  • As modern society develops, the number of diseases caused by bad smells is increasing. As it can harm people's health, it is important to predict in advance the extent to which bad smells may occur, inform the public about this, and take preventive measures. In this paper, we propose a hybrid neural network structure of CNN and LSTM that can be used to detect or predict the occurrence of odors, which are most required in manufacturing or real life, using odor complex sensors. In addition, the proposed learning model uses a complex odor sensor to receive four types of data, including hydrogen sulfide, ammonia, benzene, and toluene, in real time, and applies this data to the inference model to detect and predict the odor state. The proposed model evaluated the prediction accuracy of the training model through performance indicators based on accuracy, and the evaluation results showed an average performance of more than 94%.

효소복합체가 양돈슬러리 및 돈사 악취발생에 미치는 영향 (Effects of Enzyme Complex on Odor Emission from Swine Slurry and Swine Buildings)

  • 정기한;한정철;곽석준;정재두;이진우;김두환
    • 한국축산시설환경학회지
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    • 제14권1호
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    • pp.15-22
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    • 2008
  • 본 연구는 효소복합체 처리가 양돈분뇨의 액비화 과정의 악취제어 가능성을 조사하기 위하여 액비저장 탱크에 4주간 저장하면서 효소복합체 처리, 폭기 처리, 효소와 폭기 동시 처리 및 대조구로 나누어 비교하였다. 또한 효소복합체를 돈사에 살포하여 돈사내 공기의 질과 양돈장 부지경계선에서의 복합악취농도를 조사하였는데, 그 결과를 요약하면 다음과 같다. 효소복합체와 폭기 처리는 양돈분뇨의 액비화 과정의 암모니아와 황화수소 농도에 영향을 미치는 것으로 조사되었으며, 암모니아와 황화수소 농도는 4주간의 액비화 과정 동안 지속적으로 감소되었다. 효소복합체의 일정 수준 처리는 양돈분뇨 액비화 과정의 악취저감을 위한 효율적인 수단이 될 수 있을 것으로 판단된다. 효소복합체와 폭기 처리는 양돈분뇨의 액비화 과정의 총질소, 총인 및 암모니아성 질소 농도에 영향을 미치는 것으로 조사되었으며, 효소복합체 처리는 양돈분뇨 액비의 품질 유지와 악취저감을 위한 하나의 기술적 대안으로 충분한 것으로 보인다. 효소복합체 살포는 돈사내 공기의 질을 개선하고 양돈장의 부지경계선에서의 복합악취 저감에도 효과적으로 작용하는 것으로 나타났다. 이상의 결과를 요약하면, 효소복합체 처리는 양돈분뇨 액비화 과정의 악취제어와 고품질 액비제조 가능성이 인정되며, 돈사 내부 및 양돈장 환경개선과 악취저감 효과가 있는 것으로 판단된다.

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돼지 사체의 혐기적 고온 매몰퇴비화법에서의 악취발생 특성 (Odor emission characteristics in anaerobic high temperature burial composting of swine carcasses)

  • 양우영;이진영;최연주;류희욱;채정석;전준민
    • 실내환경 및 냄새 학회지
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    • 제16권2호
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    • pp.187-198
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    • 2017
  • It is very important to treat infected livestock carcasses safely and quickly. In this study, the degradation characteristics and odor generation characteristics of carcasses were investigated during the treatment of swine carcasses using the anaerobic burial composting method. While the carcasses were decomposed, the temperature remained high, at $40{\sim}55^{\circ}C$ on average, and most of the carcasses were decomposed rapidly. The major odor-contributing substances in the buried composting method are sulfuric odor substances such as $H_2S$, $CH_3SH$, dimethyl sulfide (DMS) and dimethyl disulfide (DMDS), and the odor contribution of these substances is 93~99%. Among them, $CH_3SH$, which accounts for about 56~89% of odor contribution, was the most representative indicator substance. Despite the anaerobic digestion process, the methane concentration in the digestion process was as low as 0.5~0.8% at the burial point of the carcass. The odor and methane produced during the decomposition of the carcasses decreased considerably during the discharge to the surface layer through the buried layer consisting of compost. These results suggest that anaerobic high temperature burial composting is one of the most useful methods to treat carcasses of infected livestock.

오창산업단지 주변지역 주민의 행정규제에 대한 인식과 악취수용성의 상관성 연구 (A Research on the Relationship between the Perception of Administrative Regulation and Odor Acceptance among Residents who live in Ochang Industrial Complex Area)

  • 박성식;정주용;연익준
    • 환경영향평가
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    • 제24권4호
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    • pp.332-343
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    • 2015
  • 악취로 인한 유해물질의 배출과 이에 따르는 사회적 문제를 해결하는 가장 확실한 방법은 정부기관이 이 문제를 얼마나 적절하게 취급할 수 있는가에 달려 있다고 할 수 있다. 개인마다 악취에 대한 수용성이 다르고, 악취문제 해결을 위한 사회적 비용의 지불의사도 다르기 때문이다. 이는 악취와 같은 부정적 외부효과를 공공부문의 개입에 의해 해결해야하는 이유이기도 하다. 이 연구는 오창산업단지에서 발생하는 악취문제에 대한 주변지역 주민들의 인식을 경험적으로 측정함으로써 행정규제에 대한 인식과 악취수용성의 상관성을 분석해보았다. 분석결과를 살펴보면 첫째, 법적규제에 대한 인식은 악취 수용성에 부정적인 효과를 나타내는 것으로 증명되었다. 즉, 법령과 규제에 대한 문제점을 더 강하게 인식할수록 악취에 대한 수용도가 낮은 것으로 나타났다. 둘째, 악취물질 배출에 관한 규제를 개선해야한다고 인식하는 주민일수록 악취수용성 판단에 더 많은 영향을 받는 것으로 나타났다. 마지막으로, 지방정부의 민원해결에 대한 지역주민들의 만족도는 악취관련 규제에 대한 인식에 영향을 주어 악취 수용성과도 상관관계를 만들어내는 것으로 나타났다.

바람장 및 Fingerprint를 이용한 악취추적기법 활용가능성 평가 (Applicability Investigation for the Odor Source Tracking Approach using the Wind Field and the Fingerprinting)

  • 나경호;박용출;장영기
    • 한국대기환경학회지
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    • 제23권1호
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    • pp.1-13
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    • 2007
  • This study was carried out to evaluate the applicability of the odor source tracking using wind field and fingerprint as a solution tool. First of all, CALMET and HYSPLIT modeling system, and database of odor discharge companies were utilized to track odor from industrial complexes. Secondly, industrial odor fingerprint was made by listing on the 19 domestic industries, and compared with foreign data to assess the representative, and thus the similarity was 86.7%. On the modeling experiment, Sihwa industrial complex did not show any difference because the matching rates of day and night were 49.5% and 50.0%, respectively. However, the Banwol and Sihwa industrial complexes did show some differences due to odor facility density. Separately, in this study, odor samples were obtained from 10 odor discharging companies, located in the Sihwa and Banwol industrial complexes, They were compared with the results of odor tracking modeling. The matched companies were 4 of 10 by three cases of tracking, while the fingerprint and industry of odor monitoring networks and companies matched each other. Therefore, this study confirmed the approach applicability of source tracking system using the fingerprint.

시화산업단지의 블록 별 악취유발물질 특성 (Patterns of Offensive Odor Compounds According to Blocks in Shiwha Industrial Complex)

  • 변상훈;이정근;김정근
    • 대한환경공학회지
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    • 제31권12호
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    • pp.1161-1168
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    • 2009
  • 본 연구는 시화공단 단지에서 발생하는 주요 악취물질의 특성을 조사하였다. TVOC의 블록 별 분포를 보면 기계블록인 장소 D의 농도가 74 ppb로 가장 높았다. 화학블록인 장소 A가 그 다음으로 높은 50 ppb의 농도를 보였으며, 복합블록과 금속블록, 공원 등은 30 ppb 내외의 유사한 농도 수준을 보였고, 복합블록인 장소 F에서 평균 TVOC가 18 ppb로 가장 낮게 측정되었다. 평균 TVOC 농도는 35 ppb로 나타났다. 아세트알데히드, 뷰티르알데히드 등을 비롯한 알데히드류와 황화수소의 농도가 시화공단 지역의 악취물질 중에서 높게 나타났다. 대표적으로 악취 강도가 높은 물질인 아세트알데히드, 뷰티르알데히드, 황화수소를 중심으로 블록 별 악취강도를 비교해 본 결과 장소 A, B(화학블록)와 장소 D, I(기계블록), 장소 H(금속블록)에서 세 물질의 악취강도가 모두 1을 넘었다. 아세트알데히드의 경우 악취강도가 2 내외로 비교적 높게 나타나는 경우가 많았다. 황화수소의 경우 상관계수의 값이(r) 0.91로 악취강도와 황화수소 성분 사이에 매우 높은 양의 상관성이 있는 것으로 확인되었다. 뷰티르알데히드도 상관계수가 0.82로 역시 높은 양의 상관성을 보였다. 악취물질 농도로는 가장 큰 값을 보였던 아세트알데히드는 상관계수가 0.62로 악취강도와 어느 정도의 상관성이 있는 것으로 나타났다.

An Analysis of Odors in Traditional Market in Wonju, Gangwon-do

  • KIM, Su-Hye;LEE, Woo-Sik;JEONG, Tae-Hwan;JUNG, Min-Jae
    • 웰빙융합연구
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    • 제5권3호
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    • pp.19-25
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    • 2022
  • Purpose: As interest in odor increases, odor complaints are also rapidly increasing. Traditional markets are not included in malodor control areas and are not easy to manage, so measure the odor substances generated in traditional markets and analyze the cause of high concentration points. Research design, data and methodology: The average value was presented by continuously measuring the combined odor, TVOC, hydrogen sulfide, and ammonia for 5 minutes at 100m intervals in Joong-ang traditional market, Jayu traditional market, Doraemi traditional market, and Sundae Alley in Wonju, Gangwon-do. In each market, up to the third highest concentration point for each measurement item was marked and analyzed. Results: The Joong-ang traditional market, Doraemi traditional market, and Sundae Alley had high readings at the intersection. The Jayu traditional market had high measurements around restaurants and clothing stores. In addition, the concentration of complex malodors was also high at the points where the hydrogen sulfide concentration was measured. Conclusions: Odor generated in traditional markets is an important indicator for merchants and consumers. Therefore, in future studies, analysis that can supplement the limitations of measurement data and seasonal effects is needed.

산업단지에서 배출되는 악취원인물질의 규명 (Measurement of odor compounds from odorous emissions source of Industrial Complex)

  • 안상영;최성우
    • 한국환경과학회지
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    • 제14권1호
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    • pp.81-89
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    • 2005
  • As a typical example of simultaneous analysis of the odorous compounds, the volatile organic compounds from inventory sources in Seongseo industrial area were concentrated and analyzed with thermal desorber/GC/MSD, and major malodorous compounds were estimated. Odor intensity and odor concentration was analyzed simultaneously During a period from November in 2002 to December in 2003, this study was conducted to evaluate malodor emission characterization in major treatment facilities. The major components were Dimethyl sulfide, Dimethyl disulfide, Methyl mercaptane, Ammonia, Benzene, Toluene, m,p-xylene, o-xylene, Styrene, 1,2,4­T.M.B and 1,3,5-T.M.B. Among the six major inventory sources, the odor unit concentration of Night-soil disposal facilities was the highest, $669\~2344\;ou/m^{3}.$

A Study on Cost-effective Treatment of Wastewater and Odor Reduction for Southeast Asian Market Entry

  • Jung, Min-Jae;Kim, Yong-Do;Kwon, Lee-Seung;Lee, Woo-Sic;Kwon, Woo-Taeg
    • 산경연구논집
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    • 제9권12호
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    • pp.23-29
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    • 2018
  • Purpose - The purpose of this study is to apply a cost effective ultrasonic odor reduction method that generated micro-bubbles using ejector to the Southeast Asian wastewater market. Research design, data, and methodology - A leather maker located in Ansan-city, Gyunggi-do, South Korea was sampled from the collection tank to select experimental materials. Experimental setup consisted of circulating water tank-air ejector-ultrasonic device, and circulating wastewater. Sample analysis was performed by CODcr, T-N, T-P, and turbidity by the National Environmental Science Institute. Results - Experimental results show that it is most effective in removing odors when the frequency range of ultrasonic wave is 60~80 Khz and the output is 200 W. It showed that the concentration of complex odor dropped from a maximum of 14,422 times to a minimum of 120 times. Also, analysis of ammonia and hydrogen sulfide in specific odor substances has shown that they were reduced from 1.5 ppm to 0.4 ppm and from 0.6 ppm to 0.1 ppm, respectively. Conclusions - It is possible to shorten more than 12 hours in the treatment of micro-organisms. It can be seen that the processing time of odor after ultrasonic treatment in the pre-treatment facility is reduced by 25% when compared to the resultant micro-organisms after the chemical treatment, that is, the time of the bio-treatment of micro-organisms. Based on the results, it was confirmed that the pre-treatment method using the ultrasonic and the air ejector device of the experiment shows the effect of reducing the water pollutants and odor more effectively in a relatively short time than the conventional advanced oxidation method.

숯가마 배가스 중 악취물질의 배출특성 (Emission Characteristics of Odor Compounds in a Charcoal Production Kiln)

  • 박성규;최상진;황의현;이정주;김대근
    • 한국대기환경학회지
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    • 제30권4호
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    • pp.319-326
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    • 2014
  • Exhaust gas emitted as a result of the incomplete combustion of biomass in charcoal kilns includes odor compounds as well as other air pollutants such as particulate matters, sulfur and nitrogen oxides, and carbon monoxide. A number of offensive odor compounds affect quality of life. In this study, odor emissions were investigated from biomass burning in a pilot-scale charcoal kiln and a commercial-scale kiln. Complex odor from emission source reached up to 10,000 dilutions to threshold during the study period. Combustion fume was found to contain reduced sulfur compounds, aldehydes, and volatile organic compounds. Hydrogen sulfide and methyl mercaptan were the major odorants which highly contributed to the offensive odor.