• Title/Summary/Keyword: 친환경재료

Search Result 396, Processing Time 0.025 seconds

Application of Time-series Cross Validation in Hyperparameter Tuning of a Predictive Model for 2,3-BDO Distillation Process (시계열 교차검증을 적용한 2,3-BDO 분리공정 온도예측 모델의 초매개변수 최적화)

  • An, Nahyeon;Choi, Yeongryeol;Cho, Hyungtae;Kim, Junghwan
    • Korean Chemical Engineering Research
    • /
    • v.59 no.4
    • /
    • pp.532-541
    • /
    • 2021
  • Recently, research on the application of artificial intelligence in the chemical process has been increasing rapidly. However, overfitting is a significant problem that prevents the model from being generalized well to predict unseen data on test data, as well as observed training data. Cross validation is one of the ways to solve the overfitting problem. In this study, the time-series cross validation method was applied to optimize the number of batch and epoch in the hyperparameters of the prediction model for the 2,3-BDO distillation process, and it compared with K-fold cross validation generally used. As a result, the RMSE of the model with time-series cross validation was lower by 9.06%, and the MAPE was higher by 0.61% than the model with K-fold cross validation. Also, the calculation time was 198.29 sec less than the K-fold cross validation method.

Process Design and Economic Evaluation of Condensate Recycling Process for Steam Consumption Reduction (스팀 사용 저감을 위한 응축수 재활용 공정설계 및 경제성 평가)

  • Kim, Jinuk;Choi, Yeongryeol;Cho, Hyungtae;Kim, Junghwan
    • Applied Chemistry for Engineering
    • /
    • v.31 no.6
    • /
    • pp.660-667
    • /
    • 2020
  • This study focused on the epoxy resin production process, which uses the steam of 155 ℃ or higher as a heat source, and discards all condensate generated. A part of the process is operated at low temperatures of 70 ℃ or below, thus there are opportunities to reduce the steam consumption by recycling wasted condensate as a heat source for the low temperature section of process. In this study, we developed process models that can reduce steam by recovering waste heat through recycling condensate and conducted a case study to find an optimal condensate recycling system. Three different process designs were proposed and economic evaluations were performed by comparing annual capital costs and steam savings in each case. Finally, an annual steam consumption of the low-temperature section could be reduced by up to 67.6%, which could also bring an additional economic benefit of 522.1 million won/yr.

A Study on the Development and Characteristics of Eco-friendly None Alkaline Silica Sol Grouting Material (친환경 비알칼리성 실리카졸 지반주입재의 개발과 특성에 관한 연구)

  • Hyunsang Kang;Daeseouk Chung
    • Journal of the Society of Disaster Information
    • /
    • v.19 no.4
    • /
    • pp.747-756
    • /
    • 2023
  • Purpose: In this study, a grout material mixed using non-alkaline silica-based materials, which is an eco-friendly injection material to stabilize ground, is investigated to improve conventional problems. Method: The homogel specimens of Eco-Friendly Non-Alkaline Silica Sol (ENASS) and L.W. and S.G.R., representative silicate grouting are manufactured. Physicochemical and engineering properties of the specimens are evaluated in laboratory with uniaxial compression strength, hydraulic conductivity, shrinkage, chemical resistance, elution, fish poison, waste leaching. Result: Laboratory test results show that the ENASS was superior in all aspects compared to the existing injection matirial. The suitability of the grout material with ENASS is investigated with filed tests. Conclusion: The results of laboratory and field tests demonstrates that the grout material with ENASS is eco-friendly material that increases the strength, decreases the permeability, and discharges pollutants without leaching.

Characteristics of Bottom Ash Generated from Coal Fired Power Plants' Bottom Ash as an Eco-friendly Bio-composite Material - Focusing on Far Infrared Ray, Antibacteria, Antifungus, Deodorization, Aridity and Humidity - (친환경 바이오 혼합소재로서 화력발전소 유연탄 Bottom ash의 특성 연구 - 원적외선, 항균, 항곰팡이, 탈취, 조습 등을 중심으로 -)

  • Lee, Jong Gyu;Yeo, Woon Ho
    • Journal of the Korea Organic Resources Recycling Association
    • /
    • v.25 no.4
    • /
    • pp.51-60
    • /
    • 2017
  • Bottom ash(BA) from coal-fired power plants is burnt and remaining ash at high temperature. Since the BA is baked at high temperature, it is considered to be the same function as the elvan. Nowadays, the demand for mortar with far infrared rays, antibacteria, antifungus, deodorization, aridity and humidity function is increasing as the materials such as Hwangtoh(yellow soil) and elvan rather than general mortar. As a result of comparing the functionality of eco-friendly bio BA mortar with that of general mortar, the far infrared ray emissivity is about $0.02{\times}10^2W/m^2$ more and the deodorization function is about 26% or more. Even in the case of humidity control, BA motors showed about 1.8 times higher than general mortar, and more than 10% higher than the "good" standards of moisture absorption and damp proofing construction materials established by the Ministry of Land, Transport and Maritime Affairs.

Risk Management for Environment Protection in Job Site Utilizing BIM Method (BIM을 활용한 현장시공의 친환경 위험관리에 관한 연구)

  • Li, Teng;Kim, Ju-Hyung;Kim, Jae-Jun
    • Proceedings of the Korean Institute of Building Construction Conference
    • /
    • 2010.05a
    • /
    • pp.111-114
    • /
    • 2010
  • With the rise of green technology, the environmental question causes people’s attention more and more, based on objective of the sustainable development, the green risk has already begun to appear. In the paper the definition of the green risk of construction project is given, it analyzes and identifies the green risk of construction project from three aspects, based on BIM, the relation with green risk was found. Though the relation, the management of green risk was analyzed and we may take some measures to reduce the unnecessary risk and waste.

  • PDF

Technology of Electrical Barrier Material (전기차단성 소재 기술)

  • Shin, Eun-Mi
    • Elastomers and Composites
    • /
    • v.46 no.1
    • /
    • pp.22-28
    • /
    • 2011
  • Various materials are used as electrical barrier materials, such as glass, insulating oil, gas, paper and polymer. These materials shut off electricity from conductor as a barrier and separate as well as support conductor from outside environment while using electrical equipment. Polymers are generally used for cable insulation material. Recently environmental regulation are reinforced and eco-friendly materials are in trend.

Analysis and Suggestion of Environment-friendly Interior Finishing Materials for Aged Apartment Remodeling (노후 공동주택 리모델링의 친환경 실내 마감재료 분석 및 제안)

  • Kim, Ki-Hyun;Kim, Kyung-Rai
    • Korean Journal of Construction Engineering and Management
    • /
    • v.8 no.2
    • /
    • pp.118-126
    • /
    • 2007
  • Environmentally Sound and Sustainable Development (ESSD)" is a key word in recent years. The construction industry, have put a great influence on ergonomic and sustainable environment. Recently, "green building certifications", such as Indoor Air Quality (IAQ) and eco-friendly material regulation have been established. With this regard, new construction and aged-housing remodeling projects are required to meet these certification criteria. Apartment residents have great concern on eco-product, since many cases are reported that Sick Building Syndrome is caused by toxic substance from building materials. Aged-housing remodeling construction has a unique characteristic in that the residents are already determined prior to construction execution. Therefore, the analysis of resident's need for building materials in aged-housing remodeling is relatively easy compared to new building construction. As such, it is very important to analyze their preferences for eco-friendly materials prior to project execution. The purpose of this study is to find the needs of residents and priority of their needs. Based on their needs and priority, this paper provides a new strategy in using environment-friendly materials and maximizing their satisfaction level when aged housing remodeling is constructed. In addition, this paper provide new criteria in selecting new developed environmental materials in remodeling projects for the purpose of improving the safety and health level in construction industry.

Selection Method of Eco-friendly Finishing Materials Considering Cost Efficiency for the Aged Housing Remodeling Projects (노후 공동주택 리모델링의 경제성을 고려한 친환경 실내 마감재료 선정방안)

  • Kim, Ki-Hyun;Kim, Kyung-Rai;Han, Ju-Yeoun
    • Proceedings of the Korean Institute Of Construction Engineering and Management
    • /
    • 2007.11a
    • /
    • pp.953-956
    • /
    • 2007
  • "Eco-friendly construction"is an emerging issue in the building industry. Main purpose of the eco-friendly construction is to sustain the health and environment of building residents and to minimize the harmful effect on their environment. Apartment residents have great concern on eco-product, since many cases are reported that Sick Building Syndrome is caused by toxic substance from building materials. Environmental performance is to meet through using the highest grade eco-friendly materials. However, generally eco-friendly materials are more expensive than normal materials. Therefore using eco-friendly materials at public housing project is limited to economical aspect. The purpose of this paper is development of eco-friendly material selection model considered cost efficiency. The selection of Eco-friendly finishing materials and their methods are constructed to consider environmental performance level and cost index compositively. Development of eco-friendly material selection method is economic and reasonable one when public housing is constructed.

  • PDF