• Title/Summary/Keyword: Smart hydrogen energy

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Machine Learning-based hydrogen charging station energy demand prediction model (머신러닝 기반 수소 충전소 에너지 수요 예측 모델)

  • MinWoo Hwang;Yerim Ha;Sanguk Park
    • Journal of Internet Computing and Services
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    • v.24 no.2
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    • pp.47-56
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    • 2023
  • Hydrogen energy is an eco-friendly energy that produces heat and electricity with high energy efficiency and does not emit harmful substances such as greenhouse gases and fine dust. In particular, smart hydrogen energy is an economical, sustainable, and safe future smart hydrogen energy service, which means a service that stably operates based on 'data' by digitally integrating hydrogen energy infrastructure. In this paper, in order to implement a data-based hydrogen charging station demand forecasting model, three hydrogen charging stations (Chuncheon, Sokcho, Pyeongchang) installed in Gangwon-do were selected, supply and demand data of hydrogen charging stations were secured, and 7 machine learning and deep learning algorithms were used. was selected to learn a model with a total of 27 types of input data (weather data + demand for hydrogen charging stations), and the model was evaluated with root mean square error (RMSE). Through this, this paper proposes a machine learning-based hydrogen charging station energy demand prediction model for optimal hydrogen energy supply and demand.

A Study on the Infrastructure of All-electric Houses in the Viewpoint of Hydrogen Economy (수소경제 관점의 전기에너지주택 보급기반 구축에 관한 연구)

  • Hwang, Sung-Wook;Lee, Hyeon-Ju;Kim, Kang-Sik;Nah, Hwan-Seon;Kim, Jung-Hoon
    • Transactions of the Korean hydrogen and new energy society
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    • v.23 no.1
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    • pp.100-109
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    • 2012
  • In this paper, some ideas are proposed to establish the infrastructure of all-electric houses which are able to reduce primary energy consumption and $CO_2$ emission by adopting heat pump systems and induction heating cookers excluding the use of fossil fuel energy. This electrification concept is based on the consumption of only one type of energy which means electricity as secondary energy and the conventional fossil fuel energy is just consumed to generate electricity as primary energy. All-electric house is laid on the extension of the hydrogen economy in a long-term viewpoint so that the effectiveness of this new conceptual house is estimated analyzing the reduction of $CO_2$ emission. In this analysis, the balance of electricity supply and demand is considered including the construction of new power plants by renewable energy such as nuclear, IGCC and fuel cell because decarbonization is an essential element of hydrogen technology and economy and this action is accomplished in both supply and demand side of electricity. The results are able to contribute to develop various useful hydrogen policies and strategies and some detail researches are required previously to make the best application of this new conceptual house.

A Multi-Criteria Spatial Decision Support System for Smart Hydrogen Energy Plant Location Planning in the Gangwon-Do Region, South Korea (강원도 지역 스마트 수소에너지 플랜트 입지계획을 위한 다기준 공간의사결정 지원 시스템 연구)

  • Yum, Sang-Guk;Adhikari, Manik Das
    • KSCE Journal of Civil and Environmental Engineering Research
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    • v.43 no.3
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    • pp.381-395
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    • 2023
  • This paper presents a GIS-based site suitability analysis for a smart hydrogen energy plant in the Gangwon-Do region, South Korea. A GIS-based multi-criteria decision analysis (MCDA) was implemented in this study to identify the most suitable sites for the development of smart hydrogen energy plants. The study utilizes various spatial data layers, including hydrogen generation potential and climatic conditions, environmental and topographic conditions, and natural catastrophic conditions, to evaluate the suitability of potential sites for the hydrogen energy plant. The spatial data layers were then used to rank and prioritize the sites based on suitability. The findings revealed that 4.26% of the study area, or 712.14 km2, was suitable for constructing smart hydrogen energy plants. Some regions of Cheorwon-gun, Chuncheon-si, Wonju-si, Yanggu-gun, Gangneung-si, Hoengseong-gun, and near the coastal region along the east coast were found to be suitable for solar and wind energy utilization. The proposed MCDA provides a valuable tool for decision-makers and stakeholders to make informed decisions on the location of smart hydrogen energy plants and supports the transition to a sustainable and low-carbon energy system. Decision-makers can use the results of this study to select suitable sites for constructing smart hydrogen energy plants.

Hydrogen Generation Characteristics of SMART System with Inherent $CO_2/H_2$ Separation ($CO_2/H_2$ 원천분리 SMART 시스템의 수소생산특성)

  • Ryu, Ho-Jung
    • Transactions of the Korean hydrogen and new energy society
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    • v.18 no.4
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    • pp.382-390
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    • 2007
  • To check the feasibility of SMART(Steam Methane Advanced Reforming Technology) system, an experimental investigation was performed. A fluidized bed reactor of diameter 0.052m was operated cyclically up to 10th cycle, alternating between reforming and regeneration conditions. FCR-4 catalyst was used as the reforming catalyst and calcined limestone(domestic, from Danyang) was used as the $CO_2$ absorbent. Hydrogen concentration of 98.2% on a dry basis was reached at $650^{\circ}C$ for the first cycle. This value is much higher than $H_2$ concentration of 73.6% in the reformer of conventional SMR (steam methane reforming) condition. The hydrogen concentration decreased because the $CO_2$ capture capacity decreased as the number of cycles increased. However, the average hydrogen concentration at 10th cycle was 82.5% and this value is also higher than that of SMR. Based on these results, we could conclude that the SMART system can replace SMR system to generate pure hydrogen without HTS (high tempeature shift), LTS (low temperature shift) and $CO_2$ separation process.

Process Design and Selection of Operating Conditions for SMART System (SMART 시스템의 공정설계 및 조업조건 선정)

  • Ryu, Ho-Jung
    • Transactions of the Korean hydrogen and new energy society
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    • v.18 no.1
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    • pp.1-11
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    • 2007
  • To check feasibility of SMART(Steam Methane Advanced Reforming Technology) system, conceptual design and sensitivity analysis of operating variables have been performed based on the design program of two-interconnected fluidized beds. Among three configurations of two-interconnected fluidized beds systems, the bubbling-bubbling system was selected as the best configuration. Process design results indicate that the SMART system is compact and feasible. Based on the selected operating conditions, the effects of variables such as process capacity, pressure, and weight percent of $CO_2$ absorbable component have been investigated as well.

A Study on Fostering Plan for the Hydrogen Industry in Changwon City (창원시 수소 산업 2040 중장기 육성계획 수립 연구)

  • PARK, MIN-JU;KIM, HAK-MIN;GU, YUN-JEONG;JEONG, CHANG-HOON;KANG, BOO MIN;HA, SEUNG WOO;JEONG, DAE-WOON
    • Transactions of the Korean hydrogen and new energy society
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    • v.31 no.6
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    • pp.509-521
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    • 2020
  • This study aims to propose a mid- to long-term fostering plan for the hydrogen industry customized to Changwon City by reviewing the government's policy and the status of the domestic and foreign hydrogen industry. The adopted methodologies were policy analysis, literature review, field investigation, and committee operation that could consider institutions, knowledge (technology), and networking between activity subjects. The short-term projects and long-term projects for the fostering plan are established using these methodologies. The short-term projects were structured so that the ongoing hydrogen industry fostering plan leads to a successful result, and the hydrogen mobility field is expanded to not only land vehicles but also marine and air vehicles. The long-term projects consist of a high proportion of the hydrogen utilization field to take advantage of the industrial strength of Changwon City, and a support system for new and turning companies for localization of parts was added to provide industrial competitiveness.

Perspective: Analysis of Conditions for High-efficiency/Eco-friendly Energy Production Devices for Smart Cities (스마트시티용 고효율/친환경 에너지생산장치의 조건 분석)

  • Sang Wook Kang;Jeong Uk Kim
    • Membrane Journal
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    • v.33 no.1
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    • pp.46-51
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    • 2023
  • The purpose of this study is to analyze the utilization forms of hydrogen fuel cells, which are the core of building a smart city, and suggest ways to solve them. In the case of power plants to utilize hydrogen fuel cell, it was analyzed as the most promising form of use in the future due to the advantage of being free from intermittence problems. However, despite many advantages, local residents' opposition continues to emerge due to concerns about explosions and the problem of carbon dioxide generation in the case of certain hydrogen production methods, and it is analyzed that resolving them will be the main key to establishing the smart city. Finally, by analyzing the current hydrogen production method and identifying the problems facing it, the solution for the complete construction of the smart city was presented.

Financial Analysis and Validity Study for the Introduction of Liquid Hydrogen in Changwon City (창원시 액화수소 도입에 따른 재무성 분석 및 타당성 검토)

  • KANG, BOO MIN;JEONG, CHANG-HOON;HA, SEUNG WOO;JIN, HONG-DEOK;KIM, HAK-MIN;JEONG, DAE-WOON
    • Transactions of the Korean hydrogen and new energy society
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    • v.33 no.4
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    • pp.293-300
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    • 2022
  • The Changwon city which announced 2040 hydrogen policy vision is planning to establish the new hydrogen-centered city. The building of plant which is available to produce the 5 ton/day of liquid hydrogen is promoted as one of the projects in order to achieve the vision. However, the analysis in terms of local economic and environmental aspects is insufficient because this liquid hydrogen plant is the first in Korea. Therefore, in this study, the financial feasibility of the liquid hydrogen plant project was analyzed by reviewing the benefits of liquid hydrogen supply and environmental improvement, and the feasibility of this project has been investigated which is being built based on the hydrogen industrial plan of Changwon city.

Optimization of Hydrogen Production Process using 50 Nm3/h Biogas (50 Nm3/h급 바이오가스 직접 이용 수소 생산 공정 최적화)

  • Gi Hoon Hong;DongKyu Lee;Hyeong Rae Kim;SangYeon Hwang;HyoungWoon Song;SungJun Ahn;SungWon Hwang
    • Journal of the Korean Institute of Gas
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    • v.28 no.1
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    • pp.44-52
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    • 2024
  • This study presents a novel approach to hydrogen production by biogas from organic waste without CO2 removal. A process model was developed to reduce the costs associated with biogas pretreatment and purification processes. Through optimization of heat exchange networks, the simulation aimed to minimize process costs, maximizing hydrogen production and flue gas temperature. The results reveal that the most efficient process model maximizes the flue gas temperature while following the constraint of the number of heat exchangers. These findings hold promise for contributing to the expansion of "Biogas-to-clean hydrogen" energy conversion technology.

Hydrogen Generation Characteristics of SMART Process with Inherent $CO_2/H_2$ Separation (CO$_2/H_2$ 원천분리 SMART 공정의 수소생산특성)

  • Ryu, Ho-Jung
    • 한국신재생에너지학회:학술대회논문집
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    • 2007.11a
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    • pp.55-58
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    • 2007
  • To check the feasibility of SMART (Steam Methane Advanced Reforming Technology)system, an experimental investigation was conducted. A fluidized bed reactor of diameter 0.052 m was operated cyclically up to the $10^{th}$ cycle, alternating between reforming and regeneration conditions. FCR-4 catalyst was used as the reforming catalyst and calcined limestone (domestic, from Danyang) was used as the $CO_2$ absorbent. Hydrogen concentration of 98.2% on a dry basis was reached at $650^{\circ}C$ for the first cycle. This value is much higher than $H_2$ concentration of 73.6% in the reformer of conventional SMR (steam methane reforming) system. However, the hydrogen concentration decreased because the $CO_2$ capture capacity decreased as the number of cycles increased.

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