• Title/Summary/Keyword: Efficient usage

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Building Energy Time Series Data Mining for Behavior Analytics and Forecasting Energy consumption

  • Balachander, K;Paulraj, D
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • v.15 no.6
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    • pp.1957-1980
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    • 2021
  • The significant aim of this research has always been to evaluate the mechanism for efficient and inherently aware usage of vitality in-home devices, thus improving the information of smart metering systems with regard to the usage of selected homes and the time of use. Advances in information processing are commonly used to quantify gigantic building activity data steps to boost the activity efficiency of the building energy systems. Here, some smart data mining models are offered to measure, and predict the time series for energy in order to expose different ephemeral principles for using energy. Such considerations illustrate the use of machines in relation to time, such as day hour, time of day, week, month and year relationships within a family unit, which are key components in gathering and separating the effect of consumers behaviors in the use of energy and their pattern of energy prediction. It is necessary to determine the multiple relations through the usage of different appliances from simultaneous information flows. In comparison, specific relations among interval-based instances where multiple appliances use continue for certain duration are difficult to determine. In order to resolve these difficulties, an unsupervised energy time-series data clustering and a frequent pattern mining study as well as a deep learning technique for estimating energy use were presented. A broad test using true data sets that are rich in smart meter data were conducted. The exact results of the appliance designs that were recognized by the proposed model were filled out by Deep Convolutional Neural Networks (CNN) and Recurrent Neural Networks (LSTM and GRU) at each stage, with consolidated accuracy of 94.79%, 97.99%, 99.61%, for 25%, 50%, and 75%, respectively.

Rapid and Low-Energy Melting of Cast Iron using Small Scrap Steel as a Charge Material - Part I. Application of Small Scrap Steel in Medium-Frequency Induction Melting Furnace and Usage Characteristics (소형 고철 장입재를 활용한 신속 저에너지 주철 용해 - Part I. 중주파 용해로 적용 및 사용 측면 특징)

  • Lee, Sang-Hwan
    • Journal of Korea Foundry Society
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    • v.41 no.1
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    • pp.11-15
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    • 2021
  • Scrap steel used as a charge material in melting process of cast iron foundry is mostly press scrap. The press scrap usually causes several problems including energy loss, workability, safety, and so on. By charging the shredded scrap instead of the press scrap, it is expected that the above-mentioned problems can be solved. In this study, the power basic units to produce cast iron by using the press and shredded scrap are compared in 3t/h medium-frequency induction melting furnace. Charging the shredded scrap instead of the press scrap was confirmed that the power basic unit is improved by about 15%. The characteristics and restrictions of the usage according to the shape and size of scrap steel were considered.

The Status of Production and Usage of Bio-Jet Fuel (바이오항공유 생산 및 사용현황)

  • Young-Kwan, Lim;Jin-Woo Doe
    • Applied Chemistry for Engineering
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    • v.34 no.5
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    • pp.472-478
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    • 2023
  • The usage of jet fuel has been increasing with increasing passenger and logistics movements under globalization. CO2, which is the main global warming gas from aircraft, was charged about 3.5% of total global CO2 emissions and 12% of transportation fuel emissions. For these reasons, a lot of governments and the international civil aviation organization (ICAO) are trying to reduce CO2 emissions via the introduction of bio-jet fuel. In this paper, we showed the jet fuel properties, specifications, and presentative production methods of bio-jet fuel such as alcohol to jet (ATJ), oil to jet (OTJ), gas to jet (GTJ) and sugar to jet (STJ). Also, we described the status of global and domestic bio-jet fuel usage and the policy plan for efficient distribution.

Analysis of Energy Usage Quantity According to Physical Characteristics of Elementary, Middle, and High School of Each Regions (지역별 초·중등학교의 물리적 특성에 따른 에너지 사용량 분석)

  • Ryu, Han-Guk
    • The Journal of Sustainable Design and Educational Environment Research
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    • v.15 no.1
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    • pp.1-10
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    • 2016
  • School facilities are one of the important educational requirements, and it is necessary to maintain safe and sustainable for the ongoing educational environment. For this reason, educational government department have an effort to produce school facilities that have become safe, comfort, convenient and high-quality. There are many methods to improve existing buildings and build new schools by energy efficient technology. Even though educational environment of school facilities are improved by the efforts, the energy consumption has a huge increase. Energy is a major budget item for schools. The accurate estimation of energy cost is critical for effective budgeting and financing for the school facility maintenance. Accurate energy cost estimation also allow for a anticipatable LCC (Life Cycle Cost) of new school facilities. In this study, in order to produce a basic information about the present energy usage status in domestic school facilities, energy usage quantity is regionally analysed according to physical characteristics of elementary, middle, and high school facilities. Those results will give a chance to see deeply the pros and cons of energy usage each regional school facilities.

An Efficient Hardware Implementation of CABAC Using H/W-S/W Co-design (H/W-S/W 병행설계를 이용한 CABAC의 효율적인 하드웨어 구현)

  • Cho, Young-Ju;Ko, Hyung-Hwa
    • Journal of Advanced Navigation Technology
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    • v.18 no.6
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    • pp.600-608
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    • 2014
  • In this paper, CABAC H/W module is developed using co-design method. After entire H.264/AVC encoder was developed with C using reference SW(JM), CABAC H/W IP is developed as a block in H.264/AVC encoder. Context modeller of CABAC is included on the hardware to update the changed value during binary encoding, which enables the efficient usage of memory and the efficient design of I/O stream. Hardware IP is co-operated with the reference software JM of H.264/AVC, and executed on Virtex-4 FX60 FPGA on ML410 board. Functional simulation is done using Modelsim. Compared with existing H/W module of CABAC with register-level design, the development time is reduced greatly and software engineer can design H/W module more easily. As a result, the used amount of slice in CABAC is less than 1/3 of that of CAVLC module. The proposed co-design method is useful to provide hardware accelerator in need of speed-up of high efficient video encoder in embedded system.

Analysis of Energy Efficiency for Code Refactoring Techniques (코드 리팩토링 기법의 전력 효율성 분석)

  • Park, Jae-Jin;Kim, Doohwan;Hong, Jang Eui
    • KIPS Transactions on Software and Data Engineering
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    • v.3 no.3
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    • pp.109-118
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    • 2014
  • Code refactoring focuses on enhancing the maintainability of software to extend its lifetime. However as software applications were varied and the range of its usage becomes broaden, there are some efforts to improve software qualities like performance or reliability as well as maintainability using code refactoring techniques. Recently, as low-energy software has become one of critical issues in mobile environment, developing energy efficient software through code refactoring becomes an important one. Therefore this paper has its goal to investigate whether the existing refactoring techniques can support energy efficient software generation or not. That is to say, the existing code refactoring techniques can cause the minus of energy efficiency because they did not considered the energy consumption in their refactoring process. This paper experiments and analyzes to check whether the M. Fowler's code refactoring techniques can support the energy efficient software generation or not. Our research result can give to software developer some informations about energy-efficient refactoring techniques, and can support the development of software that has high maintainability and good energy efficiency.

A Location-based Green Home Service using a Smart Phone (스마트폰을 활용한 위치 기반 그린 홈 서비스)

  • Choi, Jin-Yeop;Jeon, Byoung-Chan;Lee, Sang-Jeong
    • The Journal of the Institute of Internet, Broadcasting and Communication
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    • v.12 no.3
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    • pp.89-97
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    • 2012
  • In recent years, efficient energy management technologies are required, as environmental problems have emerged worldwide. In response to this, smart home services focused on efficient energy management technology seems to be emerging. And the integration of technology of user-oriented real-time energy monitoring and control systems is required. In this paper, we present a location-based green home service using smart phones for efficient energy management in a house. We design a green home network system to apply the green home service, and implement an integrated gateway system which connects and controls each appliance in a house. We develop appliance control services and indoor location services on smart phones, and determine whether user's occupancy of each room by measuring the location according to the variation of signal strength. In order to evaluate the performance of the energy savings, we have set up the scenarios of energy usage pattern and have compared the energy variation resulting from the application of the indoor location services with smart meters. A comparison of energy usage demonstrated that the energy saving of a house with the proposed location-based green home service was down up to 30%.

Uplink Relaying Scheme for Efficient Frequency Usage in Cognitive Radio Networks (인지 무선 네트워크 환경에서 효율적인 주파수 활용을 위한 상향링크 릴레이 기법)

  • Kim, Se-Woong;Choi, Jae-Kark;Yoo, Sang-Jo
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.36 no.4A
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    • pp.356-368
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    • 2011
  • While most of the public radio spectrum bands are allocated to licensed users, cognitive radio has been considered as a promising technology for the efficient spectrum utilization. In this new technology, secondary users opportunistically use the temporally underutilized licensed bands as long as they do not give the harmful interference to primary users. In this paper, we focus on the infra-structured network condition in which the cognitive radio network consists of a cognitive radio base station and multiple secondary users. Upon detecting a primary user, the entire cognitive radio network generally switches to another available channel, even if most of the on-going communications still does not interfere with the primary user. Moreover, the network re-entry process on a new channel causes the service disruption of the on-going communications. For this reason, in this paper, we propose a relaying scheme for efficient frequency usage, in which the secondary user out of the interference range of a primary user performs as a relaying node for the secondary user possibly interfering with a primary user. The entire spectrum switching is not required, and thus, we can avoid the service disruption of the on-going communications as much as possible.

FTCARP: A Fault-Tolerant Routing Protocol for Cognitive Radio Ad Hoc Networks

  • Che-aron, Zamree;Abdalla, Aisha Hassan;Abdullah, Khaizuran;Rahman, Md. Arafatur
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • v.8 no.2
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    • pp.371-388
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    • 2014
  • Cognitive Radio (CR) has been recently proposed as a promising technology to remedy the problems of spectrum scarcity and spectrum underutilization by enabling unlicensed users to opportunistically utilize temporally unused licensed spectrums in a cautious manner. In Cognitive Radio Ad Hoc Networks (CRAHNs), data routing is one of the most challenging tasks since the channel availability and node mobility are unpredictable. Moreover, the network performance is severely degraded due to large numbers of path failures. In this paper, we propose the Fault-Tolerant Cognitive Ad-hoc Routing Protocol (FTCARP) to provide fast and efficient route recovery in presence of path failures during data delivery in CRAHNs. The protocol exploits the joint path and spectrum diversity to offer reliable communication and efficient spectrum usage over the networks. In the proposed protocol, a backup path is utilized in case a failure occurs over a primary transmission route. Different cause of a path failure will be handled by different route recovery mechanism. The protocol performance is compared with that of the Dual Diversity Cognitive Ad-hoc Routing Protocol (D2CARP). The simulation results obviously prove that FTCARP outperforms D2CARP in terms of throughput, packet loss, end-to-end delay and jitter in the high path-failure rate CRAHNs.

An effective strategy on teaching and learning English tense in the EFL education (영어 시제의 효율적인 교수.학습 전략)

  • Kang, Mun-Koo
    • English Language & Literature Teaching
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    • v.13 no.3
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    • pp.133-156
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    • 2007
  • Although the understanding of English tense system is a crucial factor for communicative English learning and teaching for EFL students, it has been neglected over the years. As with other areas of the grammar, difficulties may arise from the nature of the system itself or from differences between time, tense and aspect. Consequently, many learners face a considerable difficulty with the English tense system as they are more often unable to grasp the basic conceptual differences of present/present continuous, past/present perfect, will/be going to along with many others. More concerning fact is that lots of instructors or so-called native English teachers seem not to be aware of the importance of teaching English tense system. The purpose of this study is to review and examine various theories and practical usages of tense in order to establish and/or present better methods for teaching tenses. This paper is focused on comparatively exact distinction of time, physical notion from tense, grammatical category as well as sequences of tenses in view of school grammar and communicative function. At the end or middle of each chapter, efficient teaching and learning techniques or strategies on tenses are suggested to help instructors or learners who relentlessly face confusions in understanding tense and its usage for communicative English learning and teaching. This study attempts to influence learners' ability to recognize and write tense in authentic contexts not to mention spoken English.

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