• Title/Summary/Keyword: criteria of stability

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Context-Based Prompt Selection Methodology to Enhance Performance in Prompt-Based Learning

  • Lib Kim;Namgyu Kim
    • Journal of the Korea Society of Computer and Information
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    • v.29 no.4
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    • pp.9-21
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    • 2024
  • Deep learning has been developing rapidly in recent years, with many researchers working to utilize large language models in various domains. However, there are practical difficulties that developing and utilizing language models require massive data and high-performance computing resources. Therefore, in-context learning, which utilizes prompts to learn efficiently, has been introduced, but there needs to be clear criteria for effective prompts for learning. In this study, we propose a methodology for enhancing prompt-based learning performance by improving the PET technique, which is one of the contextual learning methods, to select PVPs that are similar to the context of existing data. To evaluate the performance of the proposed methodology, we conducted experiments with 30,100 restaurant review datasets collected from Yelp, an online business review platform. We found that the proposed methodology outperforms traditional PET in all aspects of accuracy, stability, and learning efficiency.

Development and Evaluation of Cold-applied Crack Sealant for Pavement Maintenance (도로포장 보수용 상온식 균열실링 재료의 개발 및 평가)

  • Kim, Yeong Min;Jeong, Kyu Dong;Lee, Kang Hoon;Im, Jeong Hyuk
    • International Journal of Highway Engineering
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    • v.19 no.2
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    • pp.45-53
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    • 2017
  • PURPOSES: The objectives of this study are to develop a new cold-applied crack sealant and to evaluate its properties and field applicability by comparing with other conventionally used crack sealants. METHODS : A new cold-applied crack sealant was developed by using neoprene latex to improve material properties. The fundamental properties such as viscosity, residue %, penetration, and softening point of the developed crack sealant were tested by TxDOT criteria to evaluate crack sealing capability. Moreover, the performance of the developed cold-applied crack sealant was evaluated under both laboratory and field conditions. In the laboratory, the bond property was evaluated using the developed cold-applied crack sealant and conventional hot-applied crack sealant by the bond-properties test standardized under ASTM D 6690. In the field, test sections were constructed on three areas: a trunk road, bus-only lane, and motorway, with the developed crack sealant and three conventional crack sealants. After construction, early field-inspection was performed on the test sections. RESULTS AND CONCLUSIONS : Overall, the developed cold-applied crack sealant demonstrates reasonable storage stability, durability, and bond property compared to conventional hot-applied crack sealants. From the test sections, it was established that the developed cold-applied crack sealant does not pose construction issues. Moreover, the early performance was verified through field inspection. However, as the field inspection was conducted a week after the construction, it is necessary to conduct an inspection of performance from a long-term point of view.

Methodology for Evaluating Freeway Interchange Spacing for High Design Speed based on Traffic Safety: Focused on Analysis of Acceleration Noise using Microscopic Traffic Simulations (초고속 주행환경에서 교통안전을 고려한 고속도로 진출입시설 설치간격 평가 방법론: 시뮬레이션을 이용한 가속소음 분석을 중심으로)

  • O, Dong-Uk;O, Cheol;Jang, Myeong-Sun
    • Journal of Korean Society of Transportation
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    • v.27 no.5
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    • pp.145-153
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    • 2009
  • Although an interest in higher design speeds continues to increase to promote more efficient travel on expressways, the current Korean design guidelines do not provide criteria for design values. An arising issue associated with higher design speeds is how to effectively ensure traffic safety under such high speed traffic conditions. In particular the safety issue would become more significant in determining the interchange spacing. This study proposes a methodology for determining freeway interchange spacing under higher speed traffic conditions. A microscopic traffic simulator, VISSIM, was used to evaluate the effects of various interchange spacings on traffic conditions in terms of safety. In this study, the acceleration noise was used as an index to represent the stability of traffic conditions, which is a potential indicator to quantify the level of safety. It was found based on simulation evaluations that 5-km interchange spacing would be a feasible alternative under higher speed traffic conditions (around 160 km/h).

Determination of methamphetamine and amphetamine enantiomers in human urine by chiral stationary phase liquid chromatography-tandem mass spectrometry

  • Sim, Yeong Eun;Ko, Beom Jun;Kim, Jin Young
    • Analytical Science and Technology
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    • v.32 no.5
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    • pp.163-172
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    • 2019
  • Methamphetamine (MA) is currently the most abused illicit drug in Korea and its major metabolite is amphetamine (AP). As MA exist as two enantiomers with the different pharmacological properties, it is necessary to determine their respective amounts in a sample. Thus a chiral stationary phase liquid chromatography-tandem mass spectrometric (LC-MS/MS) method was developed for identification and quantification of d-MA, l-MA, d-AP, and l-AP in human urine. Urine sample ($200{\mu}L$) was diluted with pure water and purified using solid-phase extraction (SPE) cartridge. A $5-{\mu}L$ aliquot of SPE treated sample solution was injected into LC-MS/MS system. Chiral separation was carried out on the Astec Chirobiotic V2 column with an isocratic elution for each enantiomer. Identification and quantification of enantiomeric MA and AP was performed using multiple reaction monitoring (MRM) detection mode. Linear regression with a $1/x^2$ as the weighting factor was applied to generate a calibration curve. The linear ranges were 25-1000 ng/mL for all compounds. The intra- and inter-day precisions were within 3.6 %, while the intra- and inter-day accuracies ranged from -5.4 % to 11.8 %. The limits of detection were 2.5 ng/mL (d-MA), 3.5 ng/mL (l-MA), 7.5 ng/mL (d-AP), and 7.5 ng/mL (l-AP). Method validation parameters such as selectivity, matrix effect, and stability were evaluated and met acceptance criteria. The applicability of the method was tested by the analysis of genuine forensic urine samples from drug abusers. d-MA is the most common compound found in urine and mainly used by abusers.

A Performance Analysis and Evaluation of Congestion Avoidance Algorithm for ABR service over ATM Networks (ATM망에서 ABR 서비스를 위한 혼잡회피 알고리즘의 성능 분석 및 평가)

  • 하창승;조익성
    • Journal of the Korea Society of Computer and Information
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    • v.7 no.3
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    • pp.80-91
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    • 2002
  • A general goal of the AT%(Asynchronous Transfer Mode) network is to support connect across various network. On ATM networks, ABR services are provided using the remained ban after allocation CBR and VBR traffic. Realtime services such as transmitting audio or video data may be provided using CBR ado VBR which have a constrained transmission delay, but in these cases, the communications bandwidth may be wasted. In this paper a simulation has been performed to compare and evaluate the performance between the ERICA(Explicit Rate Indicate Avoidance) and EPRCA(Enhanced Proportional Rate Control Algorithm) switches which use Explicit Rate switch algorithm for ABR switch. The variation of the ACR at the source end system, the queue length, the utilization rate of the link bandwidth and the share fairness at the transient and steady states are used as the evaluation criteria for the simulation. As a result of simulation, ERICA algorithm switch was ten times long compared to ERPCA switch to achieve assigned fair share. so EPRCA switch is superior to ERICA about load response. For Fair share and stability, ERICA switch is excellent to EPRCA switch.

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Stability analysis of shield tunnel segment lining by field measurement and full scale bending test (실대형 하중재하 시험 및 현장계측을 통한 쉴드터널 세그먼트 안정성 분석)

  • Lee, Gyu-Phil;Chang, Soo-Ho
    • Journal of Korean Tunnelling and Underground Space Association
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    • v.21 no.5
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    • pp.611-620
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    • 2019
  • The shield tunnel was mostly applied to cable tunnel with a diameter of 3~4 m, recently 7.8 m diameter shield tunnel was constructed in the lower section of the Incheon International Airport runway and is planning or under construction to roads and railway tunnels in the lower section of the Han River. Segments are also becoming larger as the shield tunnel cross-section increases, which causes a number of problems in the design, construction, and performance evaluation of segments. In this study, segment lining structural safety, criteria for serviceability check considering axial forces and quality control method for approximately 8 m in diameter shield tunnel were reviewed by field measurements and full scale bending test.

Construction of Financial Networks based on Virtual Private Networks (가상사설통신망 기반 금융전산망 구축 방안)

  • Seo, Moon-Seog
    • The Journal of the Korea Contents Association
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    • v.9 no.8
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    • pp.41-48
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    • 2009
  • As enactment and enforcement of capital markets integration law, investment banks are going to be appeared in our financial market and be able to provide payment services. To provide these kinds of services, investment banks need to be participated in the financial network. As the financial network enormously affect the economy, the operation of the network will require a variety of risk managements. In this paper we define operational risk management criteria for the financial network such as security, in-time response, economical efficiency and stability to be required for the healthy economy and propose the configuration of the financial network system based on virtual private networks for investment banks to provide payment services. Finally we analyze that the proposed VPN configuration for financial networks has high security and in-time response with the cost and operation effective.

Optimal Design of Bank Protection Work Using Analytic Hierarchy Process (계층분석과정을 이용한 최적 호안공법 선정)

  • Lee, Jae-Mun;Lee, Sang-Il
    • Journal of Korea Water Resources Association
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    • v.41 no.6
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    • pp.619-628
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    • 2008
  • Bank protection is a structure constructed to protect directly embankment breakage and erosion by river flow. Traditionally, the type of bank protection has been decided by practitioner's subjective and empirical judgement, which often causes problems after construction. Recently, however, it becomes important to consider not only physical protection but also environment. Various types of bank protection for environment-friendly river are now available. Thus, there is a need for more objective and quantitative decision method for bank protection work. This study adopts the analytic hierarchy process (AHP) to improve the objectiveness in the decision of bank protection work. Criteria for stability, economy, construction, environment are identified and a standardized process is presented for field application. With the proposed method, one can prioritize various bank protection works and make the optimal decision. We believe that the method can serve as a useful tool for river engineers in practice.

Study on the Multi Functional Base Circuit for Fire Detector (다기능형 화재감지기 베이스에 관한 연구)

  • Baek Dong-Hyun;Park Sang-Tae;Lee Bog-Young;Lee Byung-Gon;Chun JI-Yong
    • Fire Science and Engineering
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    • v.19 no.1 s.57
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    • pp.99-103
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    • 2005
  • This study is the mono signal detector and the multitype detector of mono signal On/Off circuit type. The multi functional base circuit focused on which is made of compatible with exiting fire detector base. The multi functional base circuit generates two fire signals at the same time, so it can link the existing fire alarm system with security system. The base circuit is easily able to be connected to exiting HA or OA facilities, having stability and reliability. As a result of the study, the multi functional base circuit has met the acceptance criteria of related national standards. Also, the security system of input signal can contribute to the smallest loss of lives and the property.

A Study on the Pungsu Landscape of the Myungdang Tomb Sites in Andong Area (안동의 풍수경관 연구 - 음택 명당을 중심으로 -)

  • 옥한석
    • Journal of the Korean Geographical Society
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    • v.38 no.1
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    • pp.70-86
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    • 2003
  • This study aimes to describe the forms and characteristics of Myungdang tomb sites in Andongs Area by conducting field trips and analyzing on topographic maps. Most Myundang sites are concentrated around hills, mountains, and tributaries that collectively are located in a northern parts of Nakdong river. The river and the mountain, which the principle of Pungsu, so called Jangpung and Duksu, is applied to, constitute the various forms. They provide the sites with physical settings for Myungdang that can be said to commonly retain such properties as semi-openness, multi-surroundedness, stability, harmony, balance. It can be further argued that those properties of Myungdang sites offer criteria for human settlement and sustainable land development in the current world.