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Cause Analysis and Countermeasure of Gypsum Rain in Coal-fired Power Plants 被引量:8
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作者 Qizhen Liu Yanjing Sun Yi Sun 《Journal of Environmental Protection》 2013年第1期1-4,共4页
Focusing on the phenomenon of gypsum rain while wet desulphurization(WFGD) were adopted in coal fired power plant without GGH, the paper studied and put forward the solutions : (1) desulfurization facilities related e... Focusing on the phenomenon of gypsum rain while wet desulphurization(WFGD) were adopted in coal fired power plant without GGH, the paper studied and put forward the solutions : (1) desulfurization facilities related equipment modification;(2) optimal operation of existing desulfurization facilities. 展开更多
关键词 Coal fired power plant GYPSUM RAIN GGH WET DESULPHURIZATION
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Mercury Emission From Coal-fired Power Plants in China 被引量:29
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作者 YIN Libao ZHUO Yuqun +3 位作者 XU Qisheng ZHU Zhenwu DU Wen AN Zhongyi 《中国电机工程学报》 EI CSCD 北大核心 2013年第29期I0001-I0014,共14页
燃煤是最大的人为汞排放源之一,燃煤电厂的汞排放控制问题也越来越为人们所关注。该文将目前公布的中国电厂的汞排放数据进行筛选汇总,得到18个电厂的汞排放数据,通过对比和分析,总结出了符合我国燃煤电厂特点的一般性汞排放规律。... 燃煤是最大的人为汞排放源之一,燃煤电厂的汞排放控制问题也越来越为人们所关注。该文将目前公布的中国电厂的汞排放数据进行筛选汇总,得到18个电厂的汞排放数据,通过对比和分析,总结出了符合我国燃煤电厂特点的一般性汞排放规律。结果表明:与美国煤种相比,我国的燃煤具有低氯、高灰的特性,这不利于汞的排放控制;循环流化床燃烧可能会因燃尽率的不同而较煤粉炉燃烧易获得较高的Hgp;空气污染控制设备的使用能够有效地减少汞排放,选择性催化还原+静电除尘器/布袋除尘器+石灰石-石膏湿法脱硫(SCR+ESP/FF+WFGD)组合的平均脱汞率可达71.48%;SCR的大规模应用可能会将汞大量转移到飞灰和脱硫石膏中,带来二次污染的问题。 展开更多
关键词 燃煤电厂 汞排放 中国 燃煤发电 微量元素 神经系统 排放源 污染物
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Progress and prospects of innovative coal-fired power plants within the energy internet 被引量:7
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作者 Yongping Yang Chengzhou Li +1 位作者 Ningling Wang Zhiping Yang 《Global Energy Interconnection》 2019年第2期160-179,共20页
The development of electrical engineering and electronic, communications, smart power grid, and ultra-high voltage transmission technologies have driven the energy system revolution to the next generation: the energy ... The development of electrical engineering and electronic, communications, smart power grid, and ultra-high voltage transmission technologies have driven the energy system revolution to the next generation: the energy internet. Progressive penetration of intermittent renewable energy sources into the energy system has led to unprecedented challenges to the currently wide use of coal-fired power generation technologies. Here, the applications and prospects of advanced coal-fired power generation technologies are analyzed. These technologies can be summarized into three categories:(1) large-scale and higher parameters coal-fired power generation technologies, including 620/650/700 oC ultra-supercritical thermal power and double reheat ultra-supercritical coal-fired power generation technologies;(2) system innovation and specific, highefficiency thermal cycles, which consist of renewable energy-aided coal-fired power generation technologies, a supercritical CO_2 Brayton cycle for coal-fired power plants, large-scale air-cooling coal-fired power plant technologies, and innovative layouts for waste heat utilization and enhanced energy cascade utilization;(3) coal-fired power generation combined with poly-generation technologies, which are represented by integrated gasification combined cycle(IGCC) and integrated gasification fuel cell(IGFC) technologies. Concerning the existing coal-fired power units, which are responsible for peak shaving, possible strategies for enhancing flexibility and operational stability are discussed. Furthermore, future trends for coal-fired power plants coupled with cyber-physical system(CPS) technologies are introduced. The development of advanced, coal-fired power generation technologies demonstrates the progress of science and is suitable for the sustainable development of human society. 展开更多
关键词 En ergy In ternet coal-fired power GEN eration FLEXIBILITY Cyber-physical system Smart power plant
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Investigation of the Contents of Natural Radionuclides in Coal and Ashes from Tuzla Coal-Fired Power Plants
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作者 Ema Hankic Amela Kasic Amira Kasumovic Feriz Adrovic 《材料科学与工程(中英文B版)》 2013年第7期475-478,共4页
关键词 天然放射性核素 燃煤电厂 能源生产 燃煤发电厂 总放射性 波斯尼亚 高清晰度 相对效率
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Extended application of carbon sorbent traps method in mercury concentration measurement in coal-fired power plants
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作者 ZHONG Li XIAO Ping JIANG Jianzhong GUO Tao GUO An 《热力发电》 CAS 北大核心 2014年第6期23-31,共9页
关键词 碳吸附剂 循环流化床 电力行业 湿法烟气脱硫
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COMPARATIVE RESEARCH ON THE CHARACTERISTICS OF THE FLYASH FROM COAL REFUSE-FIRED AND COAL-FIRED POWER PLANTS 被引量:1
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作者 余继峰 韩作振 王秀英 《Journal of Coal Science & Engineering(China)》 2000年第1期63-67,共5页
The physical,chemical and mineral facies properties of the flyash from Xiezhuang Coal Refuse Fired Power Plant have been studied by means of naked eyes,microscope,chemical composition analysis and XRD analysis,and com... The physical,chemical and mineral facies properties of the flyash from Xiezhuang Coal Refuse Fired Power Plant have been studied by means of naked eyes,microscope,chemical composition analysis and XRD analysis,and compared with that of the flyash from Taian Coal Fired Power Plant.The result shows that the flyash from coal refuse fired power plant is of better quality in making construction items,for being brighter in color,fine and high activity.Some ways of comprehensive utilization of the ash have been suggested in this paper. 展开更多
关键词 FLYASH coal refuse fired power plant mineral facies XRD
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Development of Carbon Dioxide Capture Technologies in Coal-Fired Power Plants
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作者 Gao Shiwang, Xu Shisen, Liu Lianbo, Niu Hongwei and Cai Ming Xi’an Thermal Power Research Institute Co., Ltd. Liu Lianbo 《Electricity》 2010年第4期50-54,共5页
With a particular reference to China Huaneng Group's practices in CO_2 capture, this article presents a brief ing on the current development of CO_2 capture technologies in coal-fired power plants both in China an... With a particular reference to China Huaneng Group's practices in CO_2 capture, this article presents a brief ing on the current development of CO_2 capture technologies in coal-fired power plants both in China and abroad. Sooner or later, the integration of CO_2 capture and storage (CCS) facility with coal-fired power plant will be inevitably put on the agenda of developers. 展开更多
关键词 coal-fired power plant EMISSION control CARBON dioxide CAPTURE
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Sliding Mode Predictive Control of Main Steam Pressure in Coal-fired Power Plant Boiler 被引量:4
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作者 史元浩 王景成 章云锋 《Chinese Journal of Chemical Engineering》 SCIE EI CAS CSCD 2012年第6期1107-1112,共6页
Since the combustion system of coal-fired boiler in thermal power plant is characterized as time varying, strongly coupled, and nonlinear, it is hard to achieve a satisfactory performance by the conventional proportio... Since the combustion system of coal-fired boiler in thermal power plant is characterized as time varying, strongly coupled, and nonlinear, it is hard to achieve a satisfactory performance by the conventional proportional integral derivative (PID) control scheme. For the characteristics of the main steam pressure in coal-fired power plant boiler, the sliding mode control system with Smith predictive structure is proposed to look for performance and robustness improvement. First, internal model control (IMC) and Smith predictor (SP) is used to deal with the time delay, and sliding mode controller (SMCr) is designed to overcome the model mismatch. Simulation results show the effectiveness of the proposed controller compared with conventional ones. 展开更多
关键词 coal fired power plant boiler combustion system main steam pressure sliding mode control Smith predictor internal model control
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Optimization of an Existing Coal-fired Power Plant with CO<sup>2</sup>Capture 被引量:2
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作者 Ying Wu Wenyi Liu Yong-ping Yang 《Energy and Power Engineering》 2013年第4期157-161,共5页
Nowadays, the worsening environmental issue caused by CO2 emission is greatly aggravated by human activity. Many CO2 reduction technologies are under fast development. Among these, monoethanolamine (MEA) based CO2 cap... Nowadays, the worsening environmental issue caused by CO2 emission is greatly aggravated by human activity. Many CO2 reduction technologies are under fast development. Among these, monoethanolamine (MEA) based CO2 capture technology has been paid great attention. However, when connecting the CO2 capture process with a coal-fired power plant, the huge energy and efficiency penalty caused by CO2 capture has become a serious problem for its application. Thus, it is of great significance to reduce the related energy consumption. Based on an existing coal-fired power plant, this paper proposes a new way for the decarburized retrofitting of the coal-fired power plant, which helps to improve the overall efficiency of the power plant with less energy and efficiency penalty. The decarburized retrofitting scheme proposed will provide a new route for the CO2 capture process in China. 展开更多
关键词 MEA CO2 CAPTURE Decarburized Retrofitting coal-fired power plant
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Atmospheric Dry Deposition in the Proximity of Oil-Fired Power Plants at Mexican Pacific Coast
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作者 R. M. Cerón J. G. Cerón +6 位作者 C. Aguilar C. Montalvo C. Carballo B. Cárdenas A. Ortinez M. Cocom J. Carrillo 《Journal of Environmental Protection》 2012年第9期1228-1237,共10页
Dry deposition samples were collected in a weekly basis during 2010 in a site located at the Mexican Pacific Coast: Manzanillo, Colima. Samples were collected with an automatic wet/dry deposition sampler using nylon f... Dry deposition samples were collected in a weekly basis during 2010 in a site located at the Mexican Pacific Coast: Manzanillo, Colima. Samples were collected with an automatic wet/dry deposition sampler using nylon filters as surrogate surfaces. Samples were extracted with deionized water and analyzed for pH, conductivity, Na+, K+, Ca2+, Mg2+, NH4-, NO3-, SO42- and Cl-. Nitrate and sulfate were the most abundant ions, contributing with 53% to the total ionic mass;and their levels exceeded the hemispheric background concentrations proposed for marine remote sites. The influence of the power plants burning combustoleo located upwind the sampling site was completely evident. From meteorological analysis, it could be observed that the sampling site was all time under the influence of power plants as a result of the effect of breezes. However, in spite of the high levels of NO3- and SO42- found in the samples collected, pH value average was almost neutral, with 28% of samples slightly acid. Potassium was the most abundant cation and from the quantification of the neutralization effect of the main alkaline components, the prevalence role of K+ was completely evident, suggesting the influence of the mining complex Pe?a Colorada located upwind the sampling site, where amyl xanthate potassium is used as collector in tailing dams. Dry deposition fluxes were estimated for all ions measured. Nitrogen dry deposition at Manzanillo is already in the upper extreme of the threshold value reported for sensible ecosystems. On the other hand, sulfur deposition exceeded slightly the critical load value reported for some ecosystems in Europe. Even at this moment, nitrogen and sulfur deposition is not a problem, it is necessary to take steps to avoid that total deposition of these elements exceeds critical loads, considering that results reported in this study not include the wet deposition fluxes. 展开更多
关键词 DRY Deposition DRY FLUXES Oil-fired power plants Combustoleo Mexico
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The flue dust emission of the coal fired power plants in Zhejiang Province attains target
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《Electricity》 1996年第1期54-54,共1页
According to statistics, the average dust collection efficiency of flue gas emission in the large and medium- sized power plants in Zhejiang Province at present has attained higher than 97% which surpasses the 95% sta... According to statistics, the average dust collection efficiency of flue gas emission in the large and medium- sized power plants in Zhejiang Province at present has attained higher than 97% which surpasses the 95% standard as stipulated by the Ministry of Electric Power. The dust collection efficiency of the Beilungang Power Plant has already attained 99.92%. In recent years, Zhejiang Electric Power Corporation has stipulated that all the newly constructed generating units shall be equipped with high efficiency electrostatic precipitator (ESP) while the existing power plants shall speed up their renovation work for their dust collectors. In combination with the fourth stage project of the Taizhou Power Plant, the improvement work of the dust 展开更多
关键词 The flue dust emission of the coal fired power plants in Zhejiang Province attains target
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The state-of-the-art of steel technology used for chinese power plants and its future
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作者 LIU Zhengdong,CHENG Shichang,TANG Guangbo,BAO Hansheng,YANG Gang and GAN Yong Central Iron and Steel Research Institute(CISRI),Beijing 100081,China 《Baosteel Technical Research》 CAS 2010年第S1期88-,共1页
The development and construction of Ultra Super Critical(USC) fossil fired power plants and advanced nuclear power plants are the most important and effective issue to improve national electricity structure in China a... The development and construction of Ultra Super Critical(USC) fossil fired power plants and advanced nuclear power plants are the most important and effective issue to improve national electricity structure in China and to fulfill the national emission aim which had been proposed and promised.Further, steel technology is one of the most imperative fundamentals to ensure the development and construction of USC fossil fired power plants and advanced nuclear power plants.This paper briefly introduced the state-of-the -art and achievement of steel technology used for USC fossil fired power plants and advanced nuclear power plants in China so far.Meanwhile,the authors also analyzed and discussed the potential research and development plans of the important steel technology in China in the near future. 展开更多
关键词 ultra super critical fossil fired power plant advanced nuclear power plant steel technology
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Economic analysis of atmospheric mercury emission control for coal-fired power plants in China 被引量:15
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作者 Maria Pia Ancora Lei Zhang +2 位作者 Shuxiao Wang Jeremy Schreifels Jiming Hao 《Journal of Environmental Sciences》 SCIE EI CAS CSCD 2015年第7期125-134,共10页
Coal combustion and mercury pollution are closely linked, and this relationship is particularly relevant in China, the world's largest coal consumer. This paper begins with a summary of recent China-specific studies ... Coal combustion and mercury pollution are closely linked, and this relationship is particularly relevant in China, the world's largest coal consumer. This paper begins with a summary of recent China-specific studies on mercury removal by air pollution control technologies and then provides an economic analysis of mercury abatement from these emission control technologies at coal-fired power plants in China. This includes a cost-effectiveness analysis at the enterprise and sector level in China using 2010 as a baseline and projecting out to 2020 and2030. Of the control technologies evaluated, the most cost-effective is a fabric filter installed upstream of the wet flue gas desulfurization system(FF + WFGD). Halogen injection(HI) is also a cost-effective mercury-specific control strategy, although it has not yet reached commercial maturity. The sector-level analysis shows that 193 tons of mercury was removed in 2010 in China's coal-fired power sector, with annualized mercury emission control costs of 2.7 billion Chinese Yuan. Under a projected 2030 Emission Control(EC) scenario with stringent mercury limits compared to Business As Usual(BAU) scenario, the increase of selective catalytic reduction systems(SCR) and the use of HI could contribute to 39 tons of mercury removal at a cost of 3.8 billion CNY. The economic analysis presented in this paper offers insights on air pollution control technologies and practices for enhancing atmospheric mercury control that can aid decision-making in policy design and private-sector investments. 展开更多
关键词 Atmospheric mercury coal-fired power plants China COST-EFFECTIVENESS Activated carbon and halogen injection
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The R&D of Flue Gas Pollutants Deep-Removal Technology for Coal-fired Power Plants 被引量:2
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作者 Xiao-lu Zhang 《Frontiers of Engineering Management》 2015年第4期359-363,394,共6页
The flue gas pollutants deep-removal technology(DRT) focusing on PM2.5removal is the prime method of further reducing pollutants emission from coal-fired power plants. In view of the four key technological challenges ... The flue gas pollutants deep-removal technology(DRT) focusing on PM2.5removal is the prime method of further reducing pollutants emission from coal-fired power plants. In view of the four key technological challenges in developing the DRT, studies were conducted on a series of purification technologies and the DRT was developed and successfully applied in 660 MW and 1000 MW coal-fired units. This paper analyzes the application results of the demonstration project, and proposes a roadmap for the follow-up researches and optimizations. 展开更多
关键词 coal-fired power plant pollutants emission reduction PM2 5 flue gas pollutants deep-removal
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Valuing Health Effects of Natural Radionuclides Releases from Yatagan Power Plant
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作者 Tayfun BUKE Aylin CiGdem KONE 《Energy and Power Engineering》 2010年第1期46-52,共7页
The objective of this paper is the valuation of radiological health effects of Yatagan Power Plant. To this aim the radiation dose calculations are carried out for the population living within 80 km radius of the plan... The objective of this paper is the valuation of radiological health effects of Yatagan Power Plant. To this aim the radiation dose calculations are carried out for the population living within 80 km radius of the plant. The average of the maximum measured specific isotopes 238U, 232Th and 226Ra in the flying ash samples are considered as radioactive sources. Based on the dose calculations, first the stochastic health effects and then monetary health effects are estimated. The estimated total collective dose and economic value of the pre-dicted health effects are 0.3098 man Sv/y and 14791 US$/y respectively. The results obtained from the dose calculations are lower than the limits of International Commission of Radiation Protection (ICRP) and it does not pose any risk for public health. Monetary value of health risks is also negligible in comparison to the av-erage yearly sales revenue of the plant which is 250 million US$. 展开更多
关键词 coal-fired power plants COLLECTIVE DOSE ATMOSPHERIC DISPERSION VALUING health effects
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Effect of Carbon Price Floor on Levelised Cost of Gas-Fired Generation Technology in the UK
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作者 Tianxiang Luan Kwoklum Lo 《World Journal of Engineering and Technology》 2016年第3期66-71,共7页
The UK government implements carbon price floor to provide long-term incentive to invest in low-carbon technology, thus, fossil-fuel power plants have to face increasing carbon price. This report addresses the effect ... The UK government implements carbon price floor to provide long-term incentive to invest in low-carbon technology, thus, fossil-fuel power plants have to face increasing carbon price. This report addresses the effect of carbon price floor on levelised cost of gas-fired generation technology through the levelised cost of electricity (LCOE) ap-proach with the estimation of carbon price floor. Finally, the comparison of levelised cost of electricity for all generation technology in the UK will be shown and discussed. 展开更多
关键词 Carbon Price Levelised Cost Gas-fired power plant
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大型燃煤发电机组低碳技术进展 被引量:2
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作者 谭厚章 王学斌 +2 位作者 杨富鑫 邓双辉 阮仁晖 《煤炭学报》 EI CAS CSCD 北大核心 2024年第2期1052-1066,共15页
当前我国碳排放总量约110亿t,其中约40%的CO_(2)由燃煤机组产生,如何降低燃煤发电机组的碳排放是实现双碳目标的关键。针对燃煤发电机组大规模减碳技术,重点介绍低碳/零碳燃料替代技术(生物质、污泥、氢/氨等)和CCUS技术的研究进展:燃... 当前我国碳排放总量约110亿t,其中约40%的CO_(2)由燃煤机组产生,如何降低燃煤发电机组的碳排放是实现双碳目标的关键。针对燃煤发电机组大规模减碳技术,重点介绍低碳/零碳燃料替代技术(生物质、污泥、氢/氨等)和CCUS技术的研究进展:燃煤电厂耦合生物质包括直接耦合和间接耦合,但均受制于生物质原料供应和价格,生物质“种植—收割—转运—储存—预处理—燃烧”全链条控制掺烧模式可有效解决上述问题。660 MW机组掺烧试验表明,CO_(2)排放可减少77.25万t/a;市政污泥含水率高达80%,进入锅炉前需干化处理,目前蒸汽或烟气干化均存在投资运行成本高、干化后的污泥水分较大且有臭气等问题,导致掺烧比例一般低于8%。基于生物质热源的污泥炭化技术可直接在污水厂生产无臭污泥炭,热值达10.26 MJ/kg左右,电厂掺烧比例可提高至20%~30%;掺烧氢/氨燃料需解决大比例掺烧下氨逃逸和NOx排放问题,国内已开展皖能集团300 MW和国家能源集团600 MW氨煤掺烧实验,通过燃烧调控可在NOx排放略微增加的情况下实现较高的NH3燃烬率,但商业化推广还受制于氢/氨成本;燃烧前脱碳技术(IGCC电站)的商业化运行案例极为有限,由于高居不下的成本,国外多个示范项目均已停运,推动该技术商业化需解决建设成本、发电成本和设备可靠性等问题。燃烧中碳捕集包括富氧燃烧和化学链燃烧,由于空分、再循环等过程能耗,常压富氧发电效率比空气燃烧低8%~12%,从常压富氧到加压富氧可进一步提高净发电效率;我国已建成全球最大的4 MW化学链燃烧示范装置,该技术也有望应用于气化领域;燃烧后碳捕集目前以溶液吸收技术为主,固体吸附技术的再生能耗更低,但大规模商业化需要继续降低能耗和成本。 展开更多
关键词 燃煤机组 CO_(2) 低碳/零碳燃料 CCUS
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“双碳”目标下燃煤电厂灵活性改造及政策建议 被引量:1
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作者 王志轩 张晶杰 +4 位作者 董博 石丽娜 李硕 杨帆 谷建功 《电力科技与环保》 2024年第3期213-220,共8页
双碳目标下,以新能源为主的可再生能源将实现规模化发展,煤电将向基础保障性和系统调节性电源并重转型。推动燃煤电厂灵活性改造,是增加新能源消纳能力、推动新能源高质量发展的重要举措。本文系统介绍了中国的煤电现状及新定位,梳理了... 双碳目标下,以新能源为主的可再生能源将实现规模化发展,煤电将向基础保障性和系统调节性电源并重转型。推动燃煤电厂灵活性改造,是增加新能源消纳能力、推动新能源高质量发展的重要举措。本文系统介绍了中国的煤电现状及新定位,梳理了中国“三改联动”中煤电灵活性改造进展情况,评价了灵活性改造实施效果,聚焦影响煤电机组灵活性运行的主要技术问题,研究分析了灵活性改造典型技术路线及其经济性。借鉴欧美提升煤电灵活性的市场经验,从加强规划引导、完善支持政策、发挥市场作用、确保运行安全等方面提出了推进灵活性改造、促进煤电产业转型发展的政策建议。 展开更多
关键词 煤电 定位 灵活性改造 技术经济性 政策建议
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某核电厂电气仪控房间火灾排烟温度分析 被引量:1
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作者 曹熔泉 徐志军 +1 位作者 张彩良 谢舒 《暖通空调》 2024年第1期37-40,共4页
对某核电厂电气厂房的2个电气仪控房间进行了火灾排烟温度模拟分析。模拟计算了排烟系统不同时刻启动时,这2个防火空间室内空气温度的变化情况。结果表明:排烟系统启动后房间空气温度迅速降低,然后逐渐升高,最后随着火灾热释放速率的降... 对某核电厂电气厂房的2个电气仪控房间进行了火灾排烟温度模拟分析。模拟计算了排烟系统不同时刻启动时,这2个防火空间室内空气温度的变化情况。结果表明:排烟系统启动后房间空气温度迅速降低,然后逐渐升高,最后随着火灾热释放速率的降低而逐渐降低;对于手动启动的排烟系统,需及时启动才能有效排除火灾中的烟气;需合理设置排烟防火阀,以保护排烟风机等。 展开更多
关键词 核电厂 防火空间 火灾 排烟温度 热释放速率
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软测量技术赋能燃煤电厂碳排放计量的研究进展
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作者 姚顺春 刘泽明 +7 位作者 卢志民 郭松杰 谢子立 李峥辉 黄泳如 李龙千 卢伟业 陈小玄 《洁净煤技术》 CAS CSCD 北大核心 2024年第8期18-31,共14页
火力发电企业作为我国能源结构的重要组成部分,长期以来是我国碳排放的主要来源,在我国和全球加速推动低碳经济发展的宏观环境下,火电企业积极响应国家“能耗双控”向“碳排放双控”转变的战略部署。在此背景下,精确计量燃煤电厂的碳排... 火力发电企业作为我国能源结构的重要组成部分,长期以来是我国碳排放的主要来源,在我国和全球加速推动低碳经济发展的宏观环境下,火电企业积极响应国家“能耗双控”向“碳排放双控”转变的战略部署。在此背景下,精确计量燃煤电厂的碳排放量变得至关重要。在燃煤电厂碳计量中,烟气流量影响燃煤发电中在线监测法的精度,而燃煤消耗量、燃煤元素碳含量以及飞灰碳含量共同决定核算法的可靠性。目前,大多数燃煤发电企业只对流量和燃煤消耗量进行实时监测,在现场恶劣的环境中对燃煤元素碳含量以及飞灰碳含量进行短周期、高频次的直接监测需要花费较大的人力以及物力,流量监测设备也易受烟道环境影响。而软测量技术以其高效和低成本的特点,可为传统碳排放计量过程中关键参数的监测提供一种替代方法。鉴于此,首先阐述了软测量模型的建立过程,包含数据预处理、辅助变量选择、软测量模型建立以及模型校正。数据预处理能够确保数据质量,提高建模效率;辅助变量选择是从大量潜在的变量中筛选出对目标变量的辅助变量,进一步提高建模效率;软测量模型建立主要是基于机理建模和数据驱动建模,是实现目标变量预测的核心;模型校正通过实际的离线或在线数据,对模型进行进一步优化,提高模型的预测精度。其次,针对碳计量相关参数,分析了烟气流量、燃煤消耗量、燃煤元素碳含量和飞灰碳含量监测存在的问题,论述了软测量技术在上述碳计量关键参数的国内外研究进展和应用,评估了机理建模和数据驱动建模技术的有效性、准确性和实用性。其中,机理分析建模主要基于电厂锅炉进出口的能量平衡以及烟风质量守恒等原理,有着确定的数学物理关系式,具有高度可解释性和稳定性,但是建模过程复杂,预测精度较低;数据驱动建模主要是利用各种机器学习方法,基于电厂分布式控制系统(Distributed control system,DCS)丰富的运行数据,对碳计量关键参数进行“黑箱建模”,克服了机理分析建模复杂的过程分析,精度相对较高,但是建模过程不明确,且模型对于不同机组的泛化能力较差。最后,对于软测量技术在碳排放计量领域的发展应用进行了总结与展望。对电厂各参数之间的时序结构、电厂自身计算能力的限制以及机理分析融合数据驱动方法的发展提出相关建议,并对国外二氧化碳预测性排放系统结合软测量技术在国内外燃煤电厂的应用进行展望。 展开更多
关键词 燃煤电厂 碳排放计量 软测量技术 在线监测法 核算法
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