• Title/Summary/Keyword: 폐기물처리

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Object classification for domestic waste based on Convolutional neural networks (심층 신경망 기반의 생활폐기물 자동 분류)

  • Nam, Junyoung;Lee, Christine;Patankar, Asif Ashraf;Wang, Hanxiang;Li, Yanfen;Moon, Hyeonjoon
    • Proceedings of the Korean Society of Broadcast Engineers Conference
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    • 2019.11a
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    • pp.83-86
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    • 2019
  • 도시화 과정에서 도시의 생활폐기물 문제가 빠르게 증가되고 있고, 효과적이지 못한 생활폐기물 관리는 도시의 오염을 악화시키고 물리적인 환경오염과 경제적인 부분에서 극심한 문제들을 야기시킬 수 있다. 게다가 부피가 커서 관리하기 힘든 대형 생활폐기물들이 증가하여 도시 발전에도 방해가 된다. 생활폐기물을 처리하는데 있어 대형 생활폐기물 품목에 대해서는 요금을 청구하여 처리한다. 다양한 유형의 대형 생활폐기물을 수동으로 분류하는 것은 시간과 비용이 많이 든다. 그 결과 대형 생활폐기물을 자동으로 분류하는 시스템을 도입하는 것이 중요하다. 본 논문에서는 대형 생활폐기물 분류를 위한 시스템을 제안하며, 이 논문의 4 가지로 분류된다. 1) 높은 정확도와 강 분류(roust classification) 수행에 적합한 Convolution Neural Network(CNN) 모델 중 VGG-19, Inception-V3, ResNet50 의 정확도와 속도를 비교한다. 제안된 20 개의 클래스의 대형 생활폐기물의 데이터 셋(data set)에 대해 가장 높은 분류의 정확도는 86.19%이다. 2) 불균형 데이터 문제를 처리하기 Class Weight VGG-19(CW-VGG-19)와 Extreme Gradient Boosting VGG-19 두 가지 방법을 사용하였다. 3) 20 개의 클래스를 포함하는 데이터 셋을 수동으로 수집 및 검증하였으며 각 클래스의 컬러 이미지 수는 500 개 이상이다. 4) 딥 러닝(Deep Learning) 기반 모바일 애플리케이션을 개발하였다.

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A Study of How to Improve of Building Waste Management Systems Using by 'BIM / GIS' (BIM/GIS을 활용한 건설폐기물관리시스템 개선방안에 대한 연구)

  • Kim, Hye-Mi;Son, Byeung-Hun;Kim, Young-Chan;Hong, Won-Hwa
    • Spatial Information Research
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    • v.19 no.5
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    • pp.53-62
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    • 2011
  • Recently environmental pollution and resource depletion have been rapidly progressing in the world. Construction Industries discharge tones of wastes and consumes heavy resource as compared with the production activities of other industries, so it is the main reason of increasing of the Earth's environment. In Korea, as people become aware of the need of technical and institutional infrastructure for the recycling of construction wastes, they manage Allbraro system which is Total Management System in the wastes. Therefore, they promote the handling of standardized information, processing construction waste of transparency procure and promotion of the efficiency of task about the disposal of occurrence and movement of real-time construction waste. However, objective information for dismantling building did not construct in the organization of the system, so the emission of system randomly produces and discharges information of the waste. Because of that reasons, the exact value of waste abandonment is difficult to measure and recycling after waste disposal has the limit point. Therefore, in this study, advantages and disadvantages of the existing waste management system are analyzed, and we improved solution of construction building and environment of the city when BIM / GIS are utilized.

Analysis of Greenhouse Gas Reduction according to Different Scenarios of Zero Food Waste Residential Buildings (음식물류폐기물 제로화 주거단지 구축 시나리오별 비용 및 환경효과 분석)

  • Oh, Jeong-Ik;Yoon, Eun-Joo;Park, Ire;Kim, Yeong-Min
    • Journal of Korean Society of Environmental Engineers
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    • v.38 no.7
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    • pp.353-363
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    • 2016
  • In this study, traditional treatment scenario of food wastes that collected and transported food waste is recycled in large treatment facilities and suggested treatment scenario of onsite zero discharge system that food waste is treated in housing complex were supposed. The scenarios were compared and analyzed by capital expenditure, oil consumption, $CO_2$ emission quantity, operating expenditure and management expenses. The capital expenditure, oil consumption and $CO_2$ emission quantity of small scale dispersion dealing method is the lowest compared to traditional treatment method. As a results, it is possible to obtain the effect that operating expenditure was reduced by 91% and management expenses was reduced by 40% with suggested treatment method. The treatment method that have low capital expenditure is tend to lower oil consumption and $CO_2$ emission quantity. The small scale dispersion dealing method have the lowest capital expenditure, oil consumption and $CO_2$ emission quantity and the linked method with sewage treatment have the highest expenditure and $CO_2$ emission quantity. Eventually, the optimal model of onsite zero discharge system in housing complex is small scale dispersion dealing method.

An Experimental Study on the Properties of Concrete Using the Waste Gypsum (폐석고를 시멘트 대체재로 활용한 콘크리트의 특성에 관한 실험적 연구)

  • Kim, Nam Wook;Song, In;Park, Rae Seon;Bae, Ju Seong
    • Journal of the Korea institute for structural maintenance and inspection
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    • v.11 no.2
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    • pp.69-76
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    • 2007
  • As amount of waste matter rapidly increases with fast growth of cities and industry, how to dispose them has arisen as an important problem. Current policy of the government on disposal of waste is repressing generation of waste itself and in case of already generated waste, resource cycle waste management system that recycles waste after proper environmental process is getting established. Therefore recycling of waste and industrial by-products is rising hugely. One of largely wasted matters is waste gypsum, which was categorized as designated waste but changed to general since 1994. Due to disposal cost and lack of impurities removal technology, recycling of it was quite low. However, as impurities removal technology using semi-dried desulfurization process is developed lately, study on recycling of waste gypsum is going on lively. This study examines possibility of utilizing waste gypsum as alternative for concrete cement and analyzed attributes of waste gypsum before and after ball mill process to find out proper alternation ratio, and conducted strength and property tests on concrete subject whose percentage of cement use is substituted with 0, 5.0, 7.5, 10.0 and 12.5% of waste gypsum.

A case study on illegal dumping of industrial wastes (산업폐기물(産業廢棄物)의 불법투기(不法投棄)와 재처리(再處理)에 대한 사례조사(事例調査))

  • Lee, Hyun-Yong;Lee, Seung-Woo;Ryoo, Byung-Soon
    • Resources Recycling
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    • v.16 no.6
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    • pp.61-67
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    • 2007
  • Teshima is a quiet and beautiful island, but started to be imaged as an "island of wastes" because of the 600,000 tons of industrial wastes thrown there illegally. Now it symbolizes the problem of industrial wastes in Japan. Teshima development company, an industrial waste disposer, started to dispose industrial wastes illegally in the west side of the island, since the late 1970s. Police Station exposed this illegal act, and arrested 6 persons of the company, including its president, in charge of having violated the Waste Disposal and Public Cleansing Law in 1991. This illegal disposition has continued for 13years until it was exposed by the police. Teshima case of industrial wastes are introduced in this paper.

Estimating the Price of Standard Waste Bags Using a Structural Model (구조모형을 이용한 적정 종량제 봉투 가격 추정에 관한 연구)

  • Yang, Jun Seok;Choi, Eun Chul;Lee, Sangheon
    • Environmental and Resource Economics Review
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    • v.31 no.1
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    • pp.31-50
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    • 2022
  • This paper estimates the price of standard waste bags that satisfies the polluter pays principle. Unlike previous studies, this paper suggests a method that can find new equilibrium prices using a structural relationship between the demand and cost function for the wastes. To do this, we employ the fixed-point iteration. The main findings of this paper are as follows. Assuming that the polluter pays principle is achieved at the average cost for the waste treatment, the price need to be set at a level about 3.12 times higher than the current one. The estimation result using a structural model, however, shows that the price should be set at a level four times higher than the present. This results are because the quantities reduced of the wastes make the cost per quantity of wastes due to the fixed costs increase. If applying the estimated price to the demand function, the amount of discharge of waste generated nationwide can be reduced by 10%.

Necessity of Waste Salt Regeneration in Pyroprocessing (I) - In View of Waste Reduction - (건식처리에서 염폐기물 재생공정 필요성 (I) - 폐기물 감량 측면 -)

  • 김정국;김인태;박근일;권상운;유재형;김준형
    • Proceedings of the Korean Radioactive Waste Society Conference
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    • 2003.11a
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    • pp.180-185
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    • 2003
  • The reductions in final waste form and material costs, which were induced from an introduction of salt waste regeneration system, have been estimated and compared with those of the present pyrochemical process, which is under development in KAERI. The results calculated on the basis of published data and proper assumption showed that the final waste form of LiCl waste from the Advanced Conditioning Process would be reduced about 3.7 to#ton HM (from 5.4 to 1.7 ton/ton HM). For the case of LiCl-KCl eutectic salt waste from the electro-refining process, the final waste form would be reduced 2.3 ton/ton U. Thus, these estimation suggested that the introduction of salt waste regeneration system was essential to improve the economical efficiency of the pyrochemical process.

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A Study on Management Method of Infectious Wastes Applying RFID (감염성 폐기물 관리를 위한 RFID 적용에 관한 연구)

  • Joung, Lyang-Jae;Sung, Nak-Chang;Kang, Hean-Chan;Kang, Dae-Seong
    • Journal of the Institute of Convergence Signal Processing
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    • v.8 no.1
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    • pp.63-72
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    • 2007
  • Recently, as recognizing the risk about the infection of an infectious wastes, the problems about the management and treatment of the infectious wastes stand out socially. In this paper, as being possible monitoring whole processing from the origin of the infectious waste to the processing plant, using the RFID which is the kernel technology of the next generation, we tried to solve the second infection problem by inefficient treatment of the infectious wastes. Through the research suggesting in this paper, as storing and monitoring the procedural business articles and the problem about miss-writing and input error being found in management system like documentary writing by the existing manager and computation input by the web application, we can understand the management state, immediately. And the Bio information for the personal authentication is carried out through storing the feature vector calculation by the PCA algorithm, into the tag. It suggested more systematic and safer management plan than previous thing, as giving attention about the wastes to manager.

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