• 제목/요약/키워드: Bias Mitigation

검색결과 14건 처리시간 0.018초

초단기예측강우의 편의보정을 위한 G/R비 추정 (Estimation of G/R Ration for the Correction of Mean-Field Bias of Very-Short-Term Rainfall Forecasting)

  • 유철상;김정호;정재학;양동민
    • 한국방재학회:학술대회논문집
    • /
    • 한국방재학회 2011년도 정기 학술발표대회
    • /
    • pp.176-176
    • /
    • 2011
  • 전 세계적으로 국지성 집중호우의 발생이 증가하고 있다(건설교통부, 2007 ; 김광섭과 김종필, 2008). 특히, 국내의 경우 급속한 도시화에 의한 기상 변화의 영향으로 서울 및 중소도시 지역에 집중호우의 발생이 크게 증가하였고, 산악지역에 발생한 강도 높은 집중호우로 인하여 돌발홍수의 발생 또한 급증하고 있다. 이처럼 집중호우는 단시간에 큰 강우강도를 동반하여 돌발홍수를 유발할 뿐만 아니라 잦은 발생으로 인하여 막대한 재산 손실과 인명 피해를 초래하고 있다(유철상 등, 2007a). 현실적으로 이러한 이상호우에 의한 피해를 원천적으로 방지하는 것은 불가능하다. 그러나 어느 정도(accuracy) 이상의 강우예측이 전제된다면 피해의 규모를 크게 줄일 수 있는 것이 또한 사실이다(유철상 등, 2007b). 집중호우로 인한 피해의 주범은 수 시간이내에 발생하는 돌발홍수로서 이에 대한 피해를 최소화하기 위해서는 정확한 초단기예측 강우가 절실한 상황이다. 이에 본 연구에서는 초단기예측 강우의 보정을 목적으로 G/R 비를 예측하였다. 먼저, 강우의 임계치와 누적시간에 따른 G/R 비의 특성변화를 검토하여 G/R 비 산정방법을 개선하였다. 초단기예측 강우로 캐나다 McGill 대학교에서 개발된 MAPLE 예측강우를 사용하였으며, 이를 보정하기 위하여 칼만 필터를 이용하여 G/R 비를 실시간으로 예측하였다. 이러한 분석은 레이더 자료의 품질이 가장 양호할 것으로 판단되는 내륙지역을 대상으로 하였다. 결과적으로 강우의 임계치와 누적시간의 고려를 통해 안정화된 G/R 비의 산정이 가능하였으며, 이를 이용함으로서 예측 G/R 비의 정확성이 보다 향상되었다.

  • PDF

Bank Capital, Efficiency and Risk: Evidence from Islamic Banks

  • ISNURHADI, Isnurhadi;ADAM, Mohamad;SULASTRI, Sulastri;ANDRIANA, Isni;MUIZZUDDIN, Muizzuddin
    • The Journal of Asian Finance, Economics and Business
    • /
    • 제8권1호
    • /
    • pp.841-850
    • /
    • 2021
  • This study aims to evaluate the relationship between bank capital, efficiency, and risk in Islamic banks. We use data from 129 Islamic banks in the world, retrieved from various data sources. We retrieved specific banking data from Moody's Analytics BankFocus and Thomson Reuters Eikon, while data at the country level was obtained from the World Bank website. This study uses various estimates both Pooled OLS (Ordinary Least Square) and Random Effect (RE). However, to overcome the issue of serial correlation which could cause bias in the results of the study, we used fixed-effect (FE) cluster estimates. The research results confirm the previous findings that bank capital positively affects bank stability (natural logarithm of Z-Score) and negatively affects credit risk (loan loss provision to total liabilities). The findings also show that efficiency has the same effect. The interaction test of bank capital and efficiency shows that efficiency encourages banks to reduce risk, including when bank capital is relatively lower. This finding is expected to have implications for the authorities to boost bank efficiency in addition to establishing several regulations related to capital. The efficiency implemented by the bank will encourage banks to act prudently so that the bank can maintain its performance through risk mitigation.

Evaluating Conversational AI Systems for Responsible Integration in Education: A Comprehensive Framework

  • Utkarch Mittal;Namjae Cho;Giseob Yu
    • Journal of Information Technology Applications and Management
    • /
    • 제31권3호
    • /
    • pp.149-163
    • /
    • 2024
  • As conversational AI systems such as ChatGPT have become more advanced, researchers are exploring ways to use them in education. However, we need effective ways to evaluate these systems before allowing them to help teach students. This study proposes a detailed framework for testing conversational AI across three important criteria as follow. First, specialized benchmarks that measure skills include giving clear explanations, adapting to context during long dialogues, and maintaining a consistent teaching personality. Second, adaptive standards check whether the systems meet the ethical requirements of privacy, fairness, and transparency. These standards are regularly updated to match societal expectations. Lastly, evaluations were conducted from three perspectives: technical accuracy on test datasets, performance during simulations with groups of virtual students, and feedback from real students and teachers using the system. This framework provides a robust methodology for identifying strengths and weaknesses of conversational AI before its deployment in schools. It emphasizes assessments tailored to the critical qualities of dialogic intelligence, user-centric metrics capturing real-world impact, and ethical alignment through participatory design. Responsible innovation by AI assistants requires evidence that they can enhance accessible, engaging, and personalized education without disrupting teaching effectiveness or student agency.

Feed Resources for Animals in Asia: Issues, Strategies for Use, Intensification and Integration for Increased Productivity

  • Devendra, C.;Leng, R.A.
    • Asian-Australasian Journal of Animal Sciences
    • /
    • 제24권3호
    • /
    • pp.303-321
    • /
    • 2011
  • The availability and efficient use of the feed resources in Asia are the primary drivers of performance to maximise productivity from animals. Feed security is fundamental to the management, extent of use, conservation and intensification for productivity enhancement. The awesome reality is that current supplies of animal proteins are inadequate to meet human requirements in the face of rapidly depleting resources: arable land, water, fossil fuels, nitrogenous and other fertilisers, and decreased supplies of cereal grains. The contribution of the ruminant sector lags well behind that of non-ruminant pigs and poultry. It is compelling therefore to shift priority for the development of ruminants (buffaloes, cattle, goats and sheep) in key agro-ecological zones (AEZs), making intensive use of the available biomass from the forage resources, crop residues, agro-industrial by-products (AIBP) and other non-conventional feed resources (NCFR). Definitions are given of successful and failed projects on feed resource use. These were used to analyse 12 case studies, which indicated the value of strong participatory efforts with farmers, empowerment, and the benefits from animals of productivity-enhancing technologies and integrated natural resource management (NRM). However, wider replication and scaling up were inadequate in project formulation, including systems methodologies that promoted technology adoption. There was overwhelming emphasis on component technology applications that were duplicated across countries, often wasteful, the results and relevance of which were not clear. Technology delivery via the traditional model of research-extension linkage was also inadequate, and needs to be expanded to participatory research-extension-farmer linkages to accelerate diffusion of technologies, wider adoption and impacts. Other major limitations concerned with feed resource use are failure to view this issue from a farming systems perspective, strong disciplinary bias, and poor links to real farm situations. It is suggested that improved efficiency in feed resource use and increased productivity from animals in the future needs to be cognisant of nine strategies. These include priorities for feed resource use; promoting intensive use of crop residues; intensification of integrated ruminant-oil palm systems and use of oil palm by-products; priority for urgent, wider technology application, adoption and scaling up; rigorous application of systems methodologies; development of adaptation and mitigation options for the effects of climate change on feed resources; strengthening research-extension-farmer linkages; development of year round feeding systems; and striving for sustainability of integrated farming systems. These strategies together form the challenges for the future.