• Title/Summary/Keyword: Research challenges

Search Result 2,489, Processing Time 0.032 seconds

Technical Trends of 5G UDN (5G UDN 기술 동향)

  • Jung, S.J.;Lee, K.S.;Kim, M.H.;Noh, T.G.
    • Electronics and Telecommunications Trends
    • /
    • v.33 no.5
    • /
    • pp.42-50
    • /
    • 2018
  • UDN is expected to be a type of network capable of satisfying the requirements various 5G services, such as the peak data rate, connection density, and area traffic capacity. Technical challenges for 5G UDN, such as interference management, resource management, mobility management, load balancing, and energy efficiency are discussed. In addition, candidate technologies for solving these challenges, and their related standardization trends, are summarized in this article.

Keyed learning: An adversarial learning framework-formalization, challenges, and anomaly detection applications

  • Bergadano, Francesco
    • ETRI Journal
    • /
    • v.41 no.5
    • /
    • pp.608-618
    • /
    • 2019
  • We propose a general framework for keyed learning, where a secret key is used as an additional input of an adversarial learning system. We also define models and formal challenges for an adversary who knows the learning algorithm and its input data but has no access to the key value. This adversarial learning framework is subsequently applied to a more specific context of anomaly detection, where the secret key finds additional practical uses and guides the entire learning and alarm-generating procedure.

Impact of Childhood Poverty on Education for Disadvantaged Children in Bangladesh

  • Shohel, M. Mahruf C.
    • Child Studies in Asia-Pacific Contexts
    • /
    • v.4 no.2
    • /
    • pp.77-94
    • /
    • 2014
  • Little attempt has been made to empirically investigate the effects of childhood poverty on children's educational attainments and their everyday life in Bangladesh. Quality education is a prominent aspiration in the Millennium Development Goals (MDGs), but there are few studies of school improvement in relation to the educational achievement of disadvantaged children living in rural Bangladesh. This article offers a theoretical understanding of childhood poverty and educational exclusion, building on the empirical research carried out in two rural areas to explore the following questions: Why do so many socio-economically disadvantaged children tend to dropout from formal secondary school? and Why do some succeed? After exploring the challenges of childhood poverty and educational exclusion, it shows how the challenges could be mitigated through attention to the ecology of human development in the contexts of individual children. Complex ways in which efforts can be made to tackle the challenges of childhood poverty are influenced by ecological factors within the context of the study. Recommendations for policy and practice are offered based on the findings to improve formal secondary schooling for socio-economically disadvantaged children in Bangladesh.

Designing TBMs for subsea tunnels

  • Duhme, Ruben;Tatzki, Thorsten
    • Journal of Korean Tunnelling and Underground Space Association
    • /
    • v.17 no.6
    • /
    • pp.587-596
    • /
    • 2015
  • Recent years have shown great advances in the feasibility of long subsea tunnels. Projects such as the Channel Tunnel, the Stoerebelt Tunnel or the Bosporus Crossing have pushed the boundaries of TBM tunneling technology and fueled the work on feasibility studies for even more challenging projects such as crossing the Qiongzhou or Gibraltar Straits. There are numerous geotechnical challenges such as wide variations of ground conditions, high operation pressures or long tunnel distances and finally geological uncertainties which must be solved in order to attempt such projects. Several operational challenges such as large muck quantities interventions under difficult conditions and long transport distances also have to be tackled. TBM manufacturer and construction industry have developed a number of approaches to these challenges which point into the right technical direction and have been proven successfully in recent experiences. Their further development will allow attempting several megaprojects which are currently under discussion.

Study of Chinese Distribution Market Trends

  • Su, Shuai
    • Journal of Distribution Science
    • /
    • v.11 no.9
    • /
    • pp.31-34
    • /
    • 2013
  • Purpose - This paper aims to explain that the Chinese distribution market will continue to bring tremendous business opportunities to commercial enterprises, given the relatively strong economic fundamentals and substantial government-led measures to boost domestic demand. Research design, data, methodology - A survey was conducted on China's retail market data during 2012. By empirically analyzing the data for retail sales of online markets and franchises, we conclude that the online retail market in China will continue to grow. Results - Based on data from 2012, 2013 is expected to be a challenging year for the retail sector, as both external and internal pressure is likely to persist. This paper outlines some major challenges facing retailers in China. Conclusions - The study shows that retailers in the Chinese market will face some major challenges: 1) the Chinese retail market is considerably affected by an uncertain economic outlook 2) an unfair environment of competition exists and 3) product safety is a serious issue. However, in the future, China's retail market will continue to bring tremendous business opportunities to commercial enterprises, given the relatively strong economic fundamentals and substantial government-led measures to boost domestic demand.

Future Trends of AI-Based Smart Systems and Services: Challenges, Opportunities, and Solutions

  • Lee, Daewon;Park, Jong Hyuk
    • Journal of Information Processing Systems
    • /
    • v.15 no.4
    • /
    • pp.717-723
    • /
    • 2019
  • Smart systems and services aim to facilitate growing urban populations and their prospects of virtual-real social behaviors, gig economies, factory automation, knowledge-based workforce, integrated societies, modern living, among many more. To satisfy these objectives, smart systems and services must comprises of a complex set of features such as security, ease of use and user friendliness, manageability, scalability, adaptivity, intelligent behavior, and personalization. Recently, artificial intelligence (AI) is realized as a data-driven technology to provide an efficient knowledge representation, semantic modeling, and can support a cognitive behavior aspect of the system. In this paper, an integration of AI with the smart systems and services is presented to mitigate the existing challenges. Several novel researches work in terms of frameworks, architectures, paradigms, and algorithms are discussed to provide possible solutions against the existing challenges in the AI-based smart systems and services. Such novel research works involve efficient shape image retrieval, speech signal processing, dynamic thermal rating, advanced persistent threat tactics, user authentication, and so on.

Opportunities and Challenges of Utilizing Service Robots in Tourism Industry: A Tool for Recovery from COVID-19 Pandemic

  • Omar Parvez, M.;Cobanoglu, Cihan
    • Journal of Smart Tourism
    • /
    • v.1 no.3
    • /
    • pp.17-20
    • /
    • 2021
  • Technology and tourism have become inseparable, and technological innovations propose new services to the tourism industry. During the current pandemic, service robot usage has increased more than at any other time which comes with advantages and disadvantages. This paper discusses the opportunities and challenges of utilizing service robots in the service industry during and after the pandemic crisis. The study follows a content analysis methodology. Findings indicate that service robots are easy to access, offer an alternative form of communication, reduce costs and boost operational safety; in contrast, robotics increase unemployment and cause anxiety and depression among the demoralized employees.

Recent Trends on Smart City Security: A Comprehensive Overview

  • Hyuk-Jun, Kwon;Mikail Mohammed, Salim;Jong Hyuk, Park
    • Journal of Information Processing Systems
    • /
    • v.19 no.1
    • /
    • pp.118-129
    • /
    • 2023
  • The expansion of smart cities drives the growth of data generated from sensor devices, benefitting citizens with enhanced governance, intelligent decision-making, optimized and sustainable management of available resources. The exposure of user data during its collection from sensors, storage in databases, and processing by artificial intelligence-based solutions presents significant security and privacy challenges. In this paper, we investigate the various threats and attacks affecting the growth of future smart cities and discuss the available countermeasures using artificial intelligence and blockchain-based solutions. Open challenges in existing literature due to the lack of countermeasures against quantum-inspired attacks are discussed, focusing on postquantum security solutions for resource-constrained sensor devices. Additionally, we discuss future research and challenges for the growing smart city environment and suggest possible solutions.

Challenges and Future of Prefabricated Pipe Spools

  • Tadwalkar, Sahil;Lee, Yujin;Fischer, Martin
    • International conference on construction engineering and project management
    • /
    • 2022.06a
    • /
    • pp.678-685
    • /
    • 2022
  • Prefabrication is a construction technique that is increasingly being applied to different building components due to its many benefits, including higher quality and lower waste. Despite these advantages, there are challenges in execution of these components on projects, due to transportation logistics, skilled labor requirements, and project management techniques. This paper investigates the current landscape of prefabricated pipe spools and potential solutions for minimizing these challenges. The scope of this research includes a proposed workflow, to standardize implementation of these components. Semi-structured interviews were conducted with industry professionals to assess current industry practices and the validity of the proposed workflow. Findings of this paper indicate that greater integration between design, fabrication and transportation is required to minimize inefficiencies when implementing prefabricated pipe spools on projects.

  • PDF

Sarcoma Immunotherapy: Confronting Present Hurdles and Unveiling Upcoming Opportunities

  • Sehan Jeong;Sharmin Afroz;Donghyun Kang;Jeonghwan Noh;Jooyeon Suh;June Hyuk Kim;Hye Jin You;Hyun Guy Kang;Yi-Jun Kim;Jin-Hong Kim
    • Molecules and Cells
    • /
    • v.46 no.10
    • /
    • pp.579-588
    • /
    • 2023
  • Sarcomas are rare and heterogeneous mesenchymal neoplasms originating from the bone or soft tissues, which pose significant treatment challenges. The current standard treatment for sarcomas consists of surgical resection, often combined with chemo- and radiotherapy; however, local recurrence and metastasis remain significant concerns. Although immunotherapy has demonstrated promise in improving long-term survival rates for certain cancers, sarcomas are generally considered to be relatively less immunogenic than other tumors, presenting substantial challenges for effective immunotherapy. In this review, we examine the possible opportunities for sarcoma immunotherapy, noting cancer testis antigens expressed in sarcomas. We then cover the current status of immunotherapies in sarcomas, including progress in cancer vaccines, immune checkpoint inhibitors, and adoptive cellular therapy and their potential in combating these tumors. Furthermore, we discuss the limitations of immunotherapies in sarcomas, including a low tumor mutation burden and immunosuppressive tumor microenvironment, and explore potential strategies to tackle the immunosuppressive barriers in therapeutic interventions, shedding light on the development of effective and personalized treatments for sarcomas. Overall, this review provides a comprehensive overview of the current status and potential of immunotherapies in sarcoma treatment, highlighting the challenges and opportunities for developing effective therapies to improve the outcomes of patients with these rare malignancies.