• 제목/요약/키워드: enhancing stability

검색결과 370건 처리시간 0.025초

Slope stability prediction using ANFIS models optimized with metaheuristic science

  • Gu, Yu-tian;Xu, Yong-xuan;Moayedi, Hossein;Zhao, Jian-wei;Le, Binh Nguyen
    • Geomechanics and Engineering
    • /
    • 제31권4호
    • /
    • pp.339-352
    • /
    • 2022
  • Studying slope stability is an important branch of civil engineering. In this way, engineers have employed machine learning models, due to their high efficiency in complex calculations. This paper examines the robustness of various novel optimization schemes, namely equilibrium optimizer (EO), Harris hawks optimization (HHO), water cycle algorithm (WCA), biogeography-based optimization (BBO), dragonfly algorithm (DA), grey wolf optimization (GWO), and teaching learning-based optimization (TLBO) for enhancing the performance of adaptive neuro-fuzzy inference system (ANFIS) in slope stability prediction. The hybrid models estimate the factor of safety (FS) of a cohesive soil-footing system. The role of these algorithms lies in finding the optimal parameters of the membership function in the fuzzy system. By examining the convergence proceeding of the proposed hybrids, the best population sizes are selected, and the corresponding results are compared to the typical ANFIS. Accuracy assessments via root mean square error, mean absolute error, mean absolute percentage error, and Pearson correlation coefficient showed that all models can reliably understand and reproduce the FS behavior. Moreover, applying the WCA, EO, GWO, and TLBO resulted in reducing both learning and prediction error of the ANFIS. Also, an efficiency comparison demonstrated the WCA-ANFIS as the most accurate hybrid, while the GWO-ANFIS was the fastest promising model. Overall, the findings of this research professed the suitability of improved intelligent models for practical slope stability evaluations.

Effect of Al and Nb Doping on the Electrochemical Characteristics of Garnet-type Li7La3Zr2O12 Solid Electrolytes

  • Ahmed Tarif;Chan-Jin Park
    • Corrosion Science and Technology
    • /
    • 제22권6호
    • /
    • pp.408-418
    • /
    • 2023
  • In this study, we synthesized and characterized garnet-type Li7-xAlxLa3Zr2-(5/4)yNbyO12 (LALZN) solid electrolytes for all-solid-state battery applications. Our novel approach focused on enhancing ionic conductivity, which is crucial for battery efficiency. A systematic examination found that co-doping with Al and Nb significantly improved this conductivity. Al3+ and Nb5+ ions were incorporated at Li+ and Zr4+ sites, respectively. This doping resulted in LALZN electrolytes with optimized properties, most notably enhanced ionic conductivity. An optimized mixture with 0.25 mol each of Al and Nb dopants achieved a peak conductivity of 1.32 × 10-4 S cm-1. We fabricated symmetric cells using these electrolytes and observed excellent charge-discharge profiles and remarkable cycling longevity, demonstrating the potential for long-term application in battery systems. The garnet-type LALZN solid electrolytes, with their high ionic conductivity and stability, show great potential for enhancing the performance of all-solid-state batteries. This study not only advances the understanding of effective doping strategies but also underscores the practical applicability of the LALZN system in modern energy storage solutions.

노면 디자인 차이가 가로경관 인식에 미치는 영향 (Change of Road Surface Design and Perception of Streetscape in Urban Areas)

  • 임호연;윤초혜;한상빈;이여원;이주영
    • 한국환경과학회지
    • /
    • 제33권2호
    • /
    • pp.169-178
    • /
    • 2024
  • This study aimed to investigate the impact of pavement design changes on user perceptions, with the objective of enhancing safety in urban streetscape. A total of 72 participants were recruited, and the study focused on alleyways in areas with a high risk of crime. Employing the Semantic Differential (SD) methodology, an assessment was conducted to gauge participants' perceptions of three different pavement types (A-type, B-type, C-type) as well as the existing pavement. The results indicated that the C-type pavement, characterized by vibrant and harmonious color palettes and patterns, elicited the highest levels of perceived safety, comfort, and openness among users. This signifies that physical environmental improvements through color design can mitigate the feelings of insecurity and foster emotional stability. Therefore it is recommended to implement various color schemes and pattern designs to road surface for enhancing user safety in high-risk urban areas.

한우산업의 발전전략 (Development Strategies of The Hanwoo [Korean Native Cattle] Industry)

  • 김진석
    • 한국작물학회:학술대회논문집
    • /
    • 한국작물학회 1998년도 21세기 한반도 농업전망과 대책(한국작물학회.한국육종학회 공동주관 심포지움 회보)
    • /
    • pp.68-111
    • /
    • 1998
  • The structure of the Hanwoo (Korean Native Cattle) Industry remains very weak and vulnerable to the WTO/IMF system. Considering that the majority of cattle farmers are small sized, and that marketing systems are outdated and inefficient, rapid expansion of lower priced beef imports by WTO system and rapid increasing of production costs by IMF system would lead to the deprivation of a regular source of farm income and threaten the stability of rural life. Accordingly, the Hanwoo industry should be expanded in accordance with progress in the implementation of (1) programs for the structural adjustment and (2) measures to compensate for the loss. Efforts for lowering major production factor costs needs to continue, In order to increase the supply of calves at low cost, the programs of collective cow-calf farms should be expanded, thereby reducing the cost of calf purchase, which constitutes the largest share of Hanwoo production cost. Also, feedlot operations should be encouraged for small herd farms in order to achieve a substantial saving in beef production costs by integrated operations from calf production to cattle fattening. A substantial saving would also be made by collective purchase and distribution of various inputs through the cooperatives' channels. Extension services should be strengthened for cattle farm management, cattle care and feeding, prevention of cattle disease, etc. In order to minimize cash outlays for commercial mixed feeds, utilization of far by-products as feeds should be enhanced and production of forage crops productive of resources, such as land and rural labor, during the farm o(f-season, needs to be encouraged. Also, technological development for enhancing the nutritional value of farm by-products should be encouraged. Measures for successful segregation of the Hanwoo beef market should be implemented, thereby enhancing incentive for quality beef producers and protecting consumers willing to pay higher price for quality beef. For development of the Hanwoo industry, a considerable time frame would be required in order for (1) small livestock farmers to make a successful adjustment by staying in the enterprise and achieving increased price efficiency (2) livestock farmers to acquire know-how for producing quality Hanwoo beef, (3) the ongoing Government policy of enhancing price-quality competitiveness, and for improving the quality Hanwoo beef marketing to take root. (4) consumers to increase their ability to distinguish meat quality, and others.

  • PDF

SAC 강화 학습을 통한 스마트 그리드 효율성 향상: CityLearn 환경에서 재생 에너지 통합 및 최적 수요 반응 (Enhancing Smart Grid Efficiency through SAC Reinforcement Learning: Renewable Energy Integration and Optimal Demand Response in the CityLearn Environment)

  • 이자노브 알리벡 러스타모비치;성승제;임창균
    • 한국전자통신학회논문지
    • /
    • 제19권1호
    • /
    • pp.93-104
    • /
    • 2024
  • 수요 반응은 전력망의 신뢰성을 높이고 비용을 최소화하기 위해 수요가 가장 많은 시간대에 고객이 소비패턴을 조정하도록 유도한다. 재생 에너지원을 스마트 그리드에 통합하는 것은 간헐적이고 예측할 수 없는 특성으로 인해 상당한 도전 과제를 안고 있다. 강화 학습 기법과 결합된 수요 대응 전략은 이러한 문제를 해결하고 기존 방식에서는 이러한 종류의 복잡한 요구 사항을 충족하지 못하는 경우 그리드 운영을 최적화할 수 있는 접근 방식으로 부상하고 있다. 본 연구는 재생 에너지 통합을 위한 수요 반응에 강화 학습 알고리즘을 적용하는 방법을 찾아 적용하는데 중점을 둔다. 연구의 핵심 목표는 수요 측 유연성을 최적화하고 재생 에너지 활용도를 개선할 뿐 아니라 그리드 안정성을 강화하고자 한다. 연구 결과는 강화 학습을 기반으로 한 수요 반응 전략이 그리드 유연성을 향상시키고 재생 에너지 통합을 촉진하는 데 효과적이라것을 보여준다.

층상구조 망간산화물에서의 구조적 안정도와 결정성과의 관계 (Relationship between Structural Stability and Crystallinity in Layered Manganese Oxide)

  • 황성주
    • 대한화학회지
    • /
    • 제48권1호
    • /
    • pp.46-52
    • /
    • 2004
  • 층상구조를 갖는 망간산화물에서 결정성과 구조적 안정도 간의 관계에 대해 조사하였다. 좋은 결정성을 갖는 망간산화물은 고상합성법-이온교환법을 이용하여 합성하였으며, 나노결정 망간산화물은 실온에서의 Chimie-Douce 반응을 통해 얻어졌다. 마이크로 라만 분광과 X선 흡수분광 결과는 결정성에 상관없이 이들 화합물에 존재하는 망간이온이 공통적으로 층상구조의 팔면체 자리에 안정화되어 있음을 보여준다. 미분전하용량 분석 결과는 나노결정 화합물의 층상구조가 전기화학적 충방전 과정 동안 안정하다는 사실을 보여주며, 이와는 대조적으로 좋은 결정성을 갖는 층상구조 화합물의 경우 현저한 구조변화를 겪는다는 사실을 보여준다. 마이크로 라만 분광 결과는 이러한 구조전이가 층상 구조로부터 스핀넬 타입 구조로의 변화에 해당함을 보여준다. 위 실험 결과로부터 나노결정성이 층상구조의 안정도를 향상시킨다는 결론을 얻을 수 있었다.

Enhancing the Moisturizing Ability of the Skin Softener using Nanoemulsion Based on Phospholipid Liposome

  • Lee, Jinseo;Park, Su In;Heo, Soo Hyeon;Kim, Miok;Shin, Moon Sam
    • International Journal of Advanced Culture Technology
    • /
    • 제8권1호
    • /
    • pp.236-242
    • /
    • 2020
  • In this paper, we present the improvement in low moisturizing ability and stability that existing skin softeners have due to the low oil content, by developing skin softener using nanoemulsion of phospholipid liposome, based on the properties of nanoemulsion in cosmetic formulation. In this study, two types of oil; dimethicone (DC 200/6cs) or medium chain triglyceride (MCT), and two kinds of lecithin; unsaturated or saturated were respectively applied to produce nanoemulsion. In the particle size analysis of nanoemulsion, the droplet size of nanoemulsion containing DC200/6cs and unsaturated lecithin was the smallest, and all nanoemulsion showed high stability in the measurement of zeta potential. Therefore, with the smallest particle size and high stability, moisture contents and trans epidermal water loss(TEWL) were measured using the skin softener of DC200/6cs and unsaturated lecithin contained nanoemulsion, and the measurement was compared with the non-oil skin softener and the skin softener with only small amount of oil. The results showed that the moisture content of the skin softener using nanoemulsion increased greatly than other two skin softeners, showing high hydration ability and water retention capacity, and TEWL decreased greatly, therefore preventing the evaporation of moisture from the skin. As a result, the oil content and stability of the skin softener was improved by utilizing nanoemulson based of phospholipid liposome, and it is expected to be used in various ways in cosmetic industry.

위성체 지향 및 안정화 오차로 인한 영상레이더 위성 영상 품질 저하 해석 (Analysis of SAR Image Quality Degradation due to Pointing and Stability Error of Synthetic Aperture Radar Satellite)

  • 천용식;나성웅
    • Journal of Astronomy and Space Sciences
    • /
    • 제25권4호
    • /
    • pp.445-458
    • /
    • 2008
  • 레이더 영상의 품질은 영상레이더 탑재체 뿐만 아니라 위성 본체의 성능에 크게 좌우되기 때문에, 영상레이더 위성의 영상형성구조분석(Image Chain Analysis)은 위성체 설계단계에서 가장 중요한 해석들 중 하나이다. 특히, 위성체 지향 및 안정화 오차는 탑재체 고유 설계에서 유도되는 영상 품질에 가장 나쁜 영향을 끼친다. 이 연구에서는 위성체 지향 및 안정화 오차로 인한 레이더 영상 품질 저하를 분석하기 위한 영상형성구조분석 알고리즘이 개발되었다. 개발된 소프트웨어는 궤도 모델, 자세제어 모델, 영상레이더 탑재체 모델, 클러터 모델, 영상처리 모델로 구성된다. 이 해석을 위해, $5km{\times}5km$의 관측폭을 가지는 1m고해상도 모드 레이더 영상의 원시 데이터를 시뮬레이션하고, 영상처리를 수행하였다 영상 품질을 분석하기 위해 영상 내에 총 25개 점표적들을 생성하였다. 이 연구의 결과, 레이더 영상의 방사 정밀도는 위성체 지향오차에 가장 많은 영향을 받는 것으로 해석되었으며, 최고의 영상 품질을 만족시키기 위해서는 위성체 자세제어 시스템의 성공적인 설계가 가장 중요하다.

Kinetics of Thermal Degradation of Polypropylene/Nanoclay/Wood Flour Nanocomposites

  • Mohan, D. Jagan;Lee, Sun-Young;Kang, In-Aeh;Doh, Geum-Hyun;Park, Byung-Dae;Wu, Qinglin
    • 한국응용과학기술학회지
    • /
    • 제24권3호
    • /
    • pp.278-286
    • /
    • 2007
  • As a part of enhancing the performance of wood-plastic composites (WPC), polypropylene (PP)/ nanoclay (NC)/ wood flour (WF) nanocomposites were prepared using melt blending and injection molding process to evaluate their thermal stability. Thermogravimetric analysis (TGA) was employed to investigate thermal degradation kinetics of the nanocomposites both dynamic and isothermal conditions. Dynamic scans of the TGA showed an increased thermal stability of the nanocomposites at moderate wood flour concentrations (up to 20 phr, percentage based on hundred percent resin) while it decreased with the addition of 30 phr wood flour. The activation energy $(E_a)$ of thermal degradation of nanocomposites increased when nanoclay was added and the concentration of wood flour increased. Different equations were used to evaluate isothermal degradation kinetics using the rate of thermal degradation of the composites, expressed as weight loss (%) from their isothermal TGA curves. Degradation occurred at faster rate in the initial stages of about 60 min., and then proceeded in a gradual manner. However, nanocomposites with wood flour of 30 phr heated at $300^{\circ}C$ showed a drastic difference in their degradation behavior, and reached almost a complete decomposition after 40 min. of the isothermal heating. The degree of decomposition was greater at higher temperatures, and the residual weight of isothermal degradation of nanocomposites greatly varied from about 10 to 90%, depending on isothermal temperatures. The isothermal degradation of nanocomposites also increased their thermal stability with the addition of 1 phr nanoclay and of wood flour up to 20 phr. But, the degradation of PP100/NC1/MAPP3/WF30 nanocomposites with 30 phr wood flour occurs at a faster rate compared to those of the others, indicating a decrease in their thermal stability.

Preparation and Stability Evaluation of Docetaxel-Loaded Oral Liposome

  • Chon, Chong-Run;Kim, Hyun-Mi;Lee, Pung-Sok;Oh, Eui-Chaul;Lee, Ma-Se
    • Journal of Pharmaceutical Investigation
    • /
    • 제40권2호
    • /
    • pp.85-90
    • /
    • 2010
  • Docetaxel-loaded liposomes were prepared by emulsion-solvent evaporation method, then coated with chitosan at room temperature and lyophilized. This system was designed in order to improve solubility and stability of docetaxel in the GI tract for oral drug delivery. The solubilizing effect of some frequently used solubilizers and/or liposome was determined. Among the results docetaxel-loaded liposomes prepared with 0.5% TPGS as a solubilizer showed 100-fold higher solubility than docetaxel. In a stability test, mean particle size of different liposome formulations was measured by a particle size analyzer in simulated gastric fluid (SGF) and in simulated intestinal fluid (SIF). The particle size of uncoated liposomes was significantly increased compared with that of chitosan-coated liposomes in SGF, however, there was no significant difference between coated and uncoated liposome in SIF. It is evident that chitosan-coated liposomes were more stable in GI conditions. The release characteristics of docetaxel-loaded liposomes were also investigated in three buffer solutions (pH 1.2, 4.0, 6.8). Docetaxel release did not occur in pH 1.2 for 4 hrs. However, in pH 4.0 and 6.8 conditions, docetaxel was gradually released over 24 hrs as a sustained release. It seems that aggregation and precipitation of particles by electrostatic interaction might protect docetaxel from being released. In Conclusion, the results from this study show that the chitosan-coated liposomes may be useful in enhancing solubility and GI stability of docetaxel.