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Wet flue gas desulfurization performance of 330 MW coal-fired power unit based on computational fluid dynamics region identification of flow pattern and transfer process
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作者 Jiangyuan Qu Nana Qi +2 位作者 Kai Zhang Lifeng Li PengchengWang 《Chinese Journal of Chemical Engineering》 SCIE EI CAS CSCD 2021年第1期13-26,共14页
Wet Flue Gas Desulfurization(WFGD)unit based upon spray scrubber has beenwidely employed to control SO_(2) emissions from flue gas in coal-fired power plant.To clarify the dependence of desulfurization performance on ... Wet Flue Gas Desulfurization(WFGD)unit based upon spray scrubber has beenwidely employed to control SO_(2) emissions from flue gas in coal-fired power plant.To clarify the dependence of desulfurization performance on inter-phase transfer behaviors with non-ideal contacting patterns of flue gas and slurry droplets,three regions in spray scrubber are distinguished in terms of gas-slurry flow structures using CFD method in the Eulerian-Lagrangian framework.A comprehensive model is established by involving the transfer process between two phases and chemical reactions in aqueous phase,which is validatedwith the measured data froma WFGD scrubber of 330 MW coal-fired power unit.Numerical results show that the overall uniformity degree of flue gas in whole scrubber is largely determined by the force-balanced droplets in the middle part of scrubber,which is dominated by counter-current mode.Both momentum transfer behavior and SO_(2) chemical absorption process present the synchronicity with the evolution of gas-slurry flow pattern,whilst the heat transfer together with H_(2)O evaporation has little effect on overall absorption process.Three regions are firstly defined as Gas Inlet Region(GIR),Dominant Absorption Region(DAR)and Slurry Dispersed Region(SDR)from the bottom to top of scrubber.SO_(2) is mainly scrubbed in DAR,which provides much more intensive interaction between two phases compared to GIR or SDR.A better understanding of the desulfurization process is obtained from the fundamental relationship between transport phenomena and chemical reactions based upon the complicated hydrodynamics of gas-slurry two-phase flow,which should be useful for designing and optimizing the scrubber in coal-fired power unit. 展开更多
关键词 wet flue gas desulfurization gas-liquid flow Eulerian-Lagrangian model Flow pattern Transport processes ABSORPTION
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Effect of wet flue gas desulfurization(WFGD) on fine particle(PM_(2.5)) emission from coal-fired boilers 被引量:8
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作者 Sen Yao Shuiyuan Cheng +3 位作者 Jianbing Li Hanyu Zhang Jia Jia Xiaowei Sun 《Journal of Environmental Sciences》 SCIE EI CAS CSCD 2019年第3期32-42,共11页
In this study, the characteristics of fine particles before and after wet flue gas desulfurization(WFGD) in three coal-fired heating boilers in northern China were investigated by using a dilution-based emission sampl... In this study, the characteristics of fine particles before and after wet flue gas desulfurization(WFGD) in three coal-fired heating boilers in northern China were investigated by using a dilution-based emission sampling experimental system. The influences of the WFGD process on the mass and number concentrations as well as the chemical composition of fine particles were analyzed. The removal efficiency of desulfurization processes on particulate matter mass was 30.06%–56.25% for the three study units. The WFGD had a great influence on the size distributions of particle mass concentration and number concentration. A significant increase in the number and mass concentration of particles in the size range of 0.094–0.946 μm was observed. The watersoluble ion content accounted for a very large proportion of PM_(2.5) mass, and its proportion in PM_(2.5) increased from 28.39%–41.08% to 48.96%–61.21% after the WFGD process for the three units. The desulfurizing process also drastically increased the proportion of cation component(Ca^(2+) for unit A, Mg^(2+) for unit B, and Na+for unit C) and the proportion of SO_4^(2-) in PM_(2.5), and it increased the CE/AE values of PM_(2.5) from 0.82–0.98 to 0.93–1.27 for the three study units. 展开更多
关键词 PM2.5 wet flue gas desulfurization Size distribution NUMBER CONCENTRATION
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Transformation and removal of ammonium sulfate aerosols and ammonia slip from selective catalytic reduction in wet flue gas desulfurization system 被引量:4
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作者 Teng Cheng Xincheng Zhou +2 位作者 Linjun Yang Hao Wu Hongmei Fan 《Journal of Environmental Sciences》 SCIE EI CAS CSCD 2020年第2期72-80,共9页
Selective catalytic reduction(SCR) denitration may increase the emission of NH4+and NH3.The removal and transformation characteristics of ammonium sulfate aerosols and ammonia slip during the wet flue gas desulfurizat... Selective catalytic reduction(SCR) denitration may increase the emission of NH4+and NH3.The removal and transformation characteristics of ammonium sulfate aerosols and ammonia slip during the wet flue gas desulfurization(WFGD) process, as well as the effect of desulfurization parameters, were investigated in an experimental system equipped with a simulated SCR flue gas generation system and a limestone-based WFGD system.The results indicate that the ammonium sulfate aerosols and ammonia slip in the flue gas from SCR can be partly removed by slurry scrubbing, while the entrainment and evaporation of desulfurization slurry with accumulated NH4+will generate new ammoniumcontaining particles and gaseous ammonia.The ammonium-containing particles formed by desulfurization are not only derived from the entrainment of slurry droplets, but also from the re-condensation of gaseous ammonia generated by slurry evaporation.Therefore,even if the concentration of NH4+in the desulfurization slurry is quite low, a high level of NH4+was still contained in the fine particles at the outlet of the scrubber.When the accumulated NH4+in the desulfurization slurry was high enough, the WFGD system promoted the conversion of NH3 to NH4+and increased the additional emission of primary NH4+aerosols.With the decline of the liquid/gas ratio and flue gas temperature, the removal efficiency of ammonia sulfate aerosols increased, and the NH4+emitted from entrainment and evaporation of the desulfurization slurry decreased.In addition, the volatile ammonia concentration after the WFGD system was reduced with the decrease of the NH4+concentration and p H values of the slurry. 展开更多
关键词 Selective catalytic reduction (SCR) wet flue gas desulfurization (WFGD) AMMONIUM SULFATE Ammonia slip Emission characteristics
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Effects of Magnesium and Ferric Ions on Crystallization of Calcium Sulfate Dihydrate Under the Simulated Conditions of Wet Flue-gas Desulfurization 被引量:16
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作者 GAO Xiang HUO Wang ZHONG Yi LUO Zhong-yang CEN Ke-fa NI Ming-jiang CHEN Le-ming 《Chemical Research in Chinese Universities》 SCIE CAS CSCD 2008年第6期688-693,共6页
The influences of magnesium and ferric ions in their different ratios on the rate of gypsum crystallization were studied under the conditions similar to those of wet flue-gas desulfurization(WFGD). The results show th... The influences of magnesium and ferric ions in their different ratios on the rate of gypsum crystallization were studied under the conditions similar to those of wet flue-gas desulfurization(WFGD). The results show that addition of both Mg2+ and Fe3+ increased induction time and decreased the growth efficiency up to 50% compared with the baseline(without impurities) depending on the concentration and the type of impurity. The effects of Mg2+ and Fe3+ on the surface energy and the rate of nucleation were estimated by employing the classical nucleation theory. The surface energy decreased by 8% and 14% with the addition of 0.02 mol/L magnesium or ferric ions, respectively, compared to the baseline. Mg2+ and Fe3+ made the growth rate of the (020), (021) and (040) faces of gypsum crystal a much greater reduction, which leads to the formation of needle crystals compared to the baseline which favors the formation of plate or flakes. Furthermore, an edge detection program was developed to quantify the effects of impurities on the filtration rate of gypsum product. The results show that the inhibition efficiency of the presence of 0.02 mol/L Mg2+ and Fe3+ on the filtration rate of gypsum crystal ranges from 22% to 39%. 展开更多
关键词 硫酸钙 形态学 湿气脱硫 过滤率
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Investigation on the relationship between the fine particle emission and crystallization characteristics of gypsum during wet flue gas desulfurization process 被引量:8
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作者 Danping Pan Hao Wu Linjun Yang 《Journal of Environmental Sciences》 SCIE EI CAS CSCD 2017年第5期303-310,共8页
The relationship between the fine particles emitted after desulfurization and gypsum crystals in the desulfurization slurry was investigated,and the crystallization characteristics varying with the operation parameter... The relationship between the fine particles emitted after desulfurization and gypsum crystals in the desulfurization slurry was investigated,and the crystallization characteristics varying with the operation parameters and compositions of the desulfurization slurry were discussed.The results showed that the fine particles generated during the desulfurization process were closely related to the crystal characteristics in the desulfurization slurry by comparison of their morphology and elements. With the higher proportion of fine crystals in the desulfurization slurry,the number concentration of fine particles after desulfurization was increased and their particle sizes were smaller,indicating that the optimization of gypsum crystallization was beneficial for the reduction of the fine particle emission. The lower p H value and an optimal temperature of the desulfurization slurry were beneficial to restrain the generation of fine crystals in the desulfurization slurry. In addition,the higher concentrations of the Fe^(3+)ions and the F^- ions in the desulfurization slurry both promoted the generation of fine crystals with corresponding change of the morphology and the effect of the Fe^(3+) ions was more obvious.With the application of the desulfurization synergist additive,it was beneficial for the inhibition of fine crystals while the thinner crystals were generated. 展开更多
关键词 弄湿烟道气体 desulfurization 好粒子 石膏结晶化 排放
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Simultaneous desulfurization and denitrification of sintering flue gas via composite absorbent 被引量:27
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作者 Jie Wang Wenqi Zhong 《Chinese Journal of Chemical Engineering》 SCIE EI CAS CSCD 2016年第8期1104-1111,共8页
Experiments on simultaneous absorption of SO_2 and NO_X from sintering flue gas via a composite absorbent NaClO_2/NaClO were carried out. The effects of various operating parameters such as NaClO_2 concentration(ms), ... Experiments on simultaneous absorption of SO_2 and NO_X from sintering flue gas via a composite absorbent NaClO_2/NaClO were carried out. The effects of various operating parameters such as NaClO_2 concentration(ms), NaClO concentration(mp), molar ratio of NaClO_2/NaClO(M), solution temperature(TR), initial solution pH, gas flow(Vg) and inlet concentration of SO_2(CS) and NO(CN) on the removal efficiencies of SO_2 and NO were discussed. The optimal experimental conditions were determined to be initial solution pH = 6, TR=55 °C and M = 1.3 under which the average efficiencies of desulfurization and denitrification could reach99.7% and 90.8%, respectively. Moreover, according to the analysis of reaction products, it was found that adding NaClO to NaClO_2 aqueous solution is favorable for the generation of ClO_2 and Cl_2 which have significant effect on desulfurization and denitrification. Finally, engineering experiments were performed and obtained good results demonstrating that this method is practicable and promising. 展开更多
关键词 Simultaneous desulfurization and DENITRIFICATION SINTERING flue gas COMPOSITE ABSORBENT
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Calcium sulfate whisker prepared by flue gas desulfurization gypsum:A physical–chemical coupling production process 被引量:10
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作者 Jing Gao Qiang Li Fuli Liu 《Chinese Journal of Chemical Engineering》 SCIE EI CAS CSCD 2020年第8期2221-2226,共6页
In this paper,the solid waste desulfurization gypsum produced by coal-fired power plants was used as a raw material to prepare calcium sulfate whiskers with high application prospects.Calcium sulfate whiskers with uni... In this paper,the solid waste desulfurization gypsum produced by coal-fired power plants was used as a raw material to prepare calcium sulfate whiskers with high application prospects.Calcium sulfate whiskers with uniform morphology and high aspect ratio can be prepared by hydrothermal method in sulfuric acid solution.A new process of desulfurization gypsum activated by high-energy grinding to reduce the reaction temperature and sulfuric acid concentration was developed.Through the comparison of product morphology,the best grinding time was determined to be 3.5 h.The mechanism of desulfurization gypsum through physical–chemical coupling to reduce energy consumption was clarified.The activation of desulfurization gypsum by grinding and the acidic environment provided by the sulfuric acid solution made the calcium sulfate solution reached rapid saturation and accelerated the nucleation rate.By calculating the conversion and crystallization rate of calcium sulfate whiskers,it was found that there were obvious"autocatalytic"kinetic characteristics during the crystallization process. 展开更多
关键词 flue gas desulfurization gypsum Calcium sulfate whiskers Crystallization kinetic Physical–chemical coupling
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Simultaneous desulfurization and denitrification of flue gas by pre-ozonation combined with ammonia absorption 被引量:5
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作者 Baowei Wang Shumei Yao Yeping Peng 《Chinese Journal of Chemical Engineering》 SCIE EI CAS CSCD 2020年第9期2457-2466,共10页
A process of simultaneous desulfurization and denitrification of flue gas was conducted in this study.The flue gas containing 200 mg·m^-3NO,1000-4000 mg·m^-3SO(2,)3%-9%O(2)and 10%-20%CO(2)was first oxidized ... A process of simultaneous desulfurization and denitrification of flue gas was conducted in this study.The flue gas containing 200 mg·m^-3NO,1000-4000 mg·m^-3SO(2,)3%-9%O(2)and 10%-20%CO(2)was first oxidized b(y)O3 and then absorbed by ammonia in a bubbling reactor.Increasing the ammonia concentration or the SO2 content in flue gas can promote the absorption of NOx and extend the effective absorption time.On the contrary,both increasing the absorbent temperature or the O(2)content shorten the effective absorption time of NO((x.))The change of solution pH had substantial influence on NOx absorption.In the presence of CO(2)the NOx removal efficiency reached 89.2%when the absorbent temperature was raised to 60℃and the effective absorption time can be maintained for 8 h,which attribute to the buffering effect in the absorbent.Besides,both the addition of Na(2)S2 O3 and urea can promote the NOx removal efficiency when the absorbent temperature is 25℃and the addition of Na(2)S2 O3 had achieved better results.The advantage of adding Na(2)S2 O3 became less evident at higher absorbent temperature and coexistence of CO(2.)In all experiments,SO(2)removal efficiency was always above 99%,and it was basically not affected by the above factors. 展开更多
关键词 flue gas Ammonia absorption desulfurization DENITRIFICATION PRE-OZONATION
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Manganese leaching in high concentration flue gas desulfurization process with semi-oxidized manganese ore 被引量:4
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作者 Dong Sun Guangzhi Xin +3 位作者 Lu Yao Lin Yang Xia Jiang Wenju Jiang 《Chinese Journal of Chemical Engineering》 SCIE EI CAS CSCD 2020年第2期571-578,共8页
Manganese leaching during high concentration flue gas desulfurization process with semi-oxidized manganese ore was studied in this paper.It was found that there were different reaction pathways among which MnO2,Mn2O3 ... Manganese leaching during high concentration flue gas desulfurization process with semi-oxidized manganese ore was studied in this paper.It was found that there were different reaction pathways among which MnO2,Mn2O3 and MnCO3 in semi-oxidized manganese ore during flue gas desulphurization and manganese leaching.High SO2 concentration facilitated redox reaction between MnO2 and SO2,and high concentration of H2SO4 accelerated MnCO3/Mn2O3 leaching from semi-oxidized ore.Kinetics study showed that manganese leaching in flue gas desulfurization process with semi-oxidized ore was controlled by a mixed-control model,that is the surface chemical reaction and mass diffusion dominated both the oxidation of SO2 and manganese leaching process.The apparent activation energy was 13.05 k J·mol-1 and the reaction orders with respect to SO2 and H2SO4 concentration were 1.38 and 0.10,respectively.Finally,a semi-empirical rate equation based on shrinking core model was derived to describe the process. 展开更多
关键词 Semi-oxidized MANGANESE ore flue gas desulfurization MANGANESE LEACHING Kinetics study
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Cold-modeling study of a circulating fluidized bed reactor for flue gas desulfurization (FGD)
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作者 Qian, Feng Liu, Tong-Guang Zhang, Zhen-Fang 《Journal of Environmental Sciences》 SCIE EI CAS CSCD 2000年第2期88-94,共7页
IntroductionInthecoolsidesorbentinjectiondesulfurization,powderedlimeandwatersprayareinjectedintothefluegasb... IntroductionInthecoolsidesorbentinjectiondesulfurization,powderedlimeandwatersprayareinjectedintothefluegasbeforeitentersthep?.. 展开更多
关键词 CIRCULATING fluidized BED REACTOR flue gas desulfurization COLD MODELING STUDY CLC number: X701 Document code: A
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Study on Flue Gas Desulfurization Process with Selective SO2 Removal by N-formylmorpholine
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作者 Long Jian Wang Jin +2 位作者 Fan Chen Yang Minglei Zhong Weimin 《China Petroleum Processing & Petrochemical Technology》 SCIE CAS 2019年第2期85-94,共10页
Absorptive separation for resource utilization by selective SO2 removal from flue gas is a potential method applicable in practice. A flue gas desulfurization process for SO2 utilization by selective absorption in a l... Absorptive separation for resource utilization by selective SO2 removal from flue gas is a potential method applicable in practice. A flue gas desulfurization process for SO2 utilization by selective absorption in a lab-scale absorption tower at atmospheric pressure using N-formylmorpholine (NFM) as the absorbent is developed to capture and concentrate the SO2 from flue gas, in which the CO2 content is several orders higher than that of SO2. The investigation of the effects of different operating conditions on the SO2 removal efficiency shows that the SO2 removal efficiency can be obviously enhanced by increasing NFM concentration, or decreasing the absorption temperature, the superficial gas velocity, the gas-liquid ratio, or the SO2 concentration in absorption solution. Under the optimum operating conditions (covering a temperature of 40 °C, a superficial gas velocity of <0.0165 m/s, a gas-liquid ratio of 200—250, a SO2 concentration in lean NFM solution of 0—10 mg/L, and a NFM concentration of 3 mol/L), the SO2 removal rate reaches over 99.5% while the absorption of CO2 is negligible. Similarly, the SO2 removal rate is as high as 99.5% obtained in consecutive absorption-desorption cycles. Desorption experiment results indicate that the absorption of sulfur dioxide is completely reversible and the release of SO2 from NFM is very easy and rapid at 104 °C. The absorption simulation result for desulfurization of flue gas vented from the industrial catalytic cracking regenerator shows that 98.0% of SO2 can be absorbed in the absorber and most of them are released in the desorber. The experimental and simulated results show that the desulfurization ability and regenerability of NFM solution is encouraging for the development of FGD process to capture the SO2 from flue gas. 展开更多
关键词 flue gas desulfurization SELECTIVE SO2 removal N-formylmorpholine ABSORPTION simulation
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The Selection and Application of Anticorrosive Materials for Flue Gas Desulfurization (FGD) System in Cement Plant
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作者 Yuyun Liao 《Journal of Materials Science and Chemical Engineering》 2020年第4期79-90,共12页
This paper combined with the actual case of flue gas desulfurization (FGD) system in cement Plant, analyzes the corrosion environment in each area of the FGD system, and selects appropriate anticorrosive materials for... This paper combined with the actual case of flue gas desulfurization (FGD) system in cement Plant, analyzes the corrosion environment in each area of the FGD system, and selects appropriate anticorrosive materials for different corrosion environment, so as to provide operating experience and reference for the safe, stable and efficient operation of the FGD system. 展开更多
关键词 Cement Plant flue gas desulfurization SYSTEM Corrosion Environment SELECTION of ANTICORROSIVE MATERIALS
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Flue Gas Desulfurization Testing andIts Engineering Practice
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作者 LuoYonglu 《Electricity》 1999年第4期21-25,共5页
关键词 OH In SO flue gas desulfurization Testing andIts Engineering Practice
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Liming Characteristics of a High-Calcium Dry Flue Gas Desulfurization By-Product and a Class-C Fly Ash
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作者 Jason R. Burgess-Conforti David M. Miller +2 位作者 Kristofor R. Brye Lisa S. Wood Erik D. Pollock 《Journal of Environmental Protection》 2016年第11期1592-1604,共13页
Due to coal’s availability and low cost, coal combustion continues to be the United States’ primary energy source. However, coal combustion produces large quantities of waste material. Some coal combustion by-produc... Due to coal’s availability and low cost, coal combustion continues to be the United States’ primary energy source. However, coal combustion produces large quantities of waste material. Some coal combustion by-products (CCBs) have chemical and physical characteristics that make them potentially useful as soil amendments. The objectives of this study were to characterize a relatively new, high-calcium dry flue gas desulfurization (DFGD) by-product and compare its agronomic liming potential to a Class-C fly ash (FA) and reagent-grade calcium carbonate (CaCO3). Calcium car-bonate equivalence (CCE), degree of fineness (DOF), and effective neutralizing value (ENV) for each CCB were determined using standard methods. The CCBs and CaCO3 were also incubated with an acidic (~4.5) clay sub-soil at application rates equiva-lent to 0, 0.5, 1, and 2 times the soil’s lime requirement and compared to an una-mended control. Soil pH was then measured periodically during a 40-day incubation. The ENV of 79.4% for the DFGD by-product and 57.3% for the FA were comparable to those of commercially available liming materials, but were significantly lower (P < 0.05) than that of reagent-grade CaCO3. After 40 days of incubation at the 0.5× ap-plication rate, both CCBs raised the pH of the clay soil to only 5.0, while the CaCO3 raised the pH to 6.5. After 40 days at the 1× rate, all three materials had raised the soil pH to between 6.5 and 7.0, although the FA increased the soil pH more slowly than did the other two materials. At the 2× rate, both CCBs increased the soil pH to between 7.5 and 8.0, while the CaCO3 increased the soil pH to only 7.0. Both CCBs appear to be useful as soil liming materials, although care should be taken to avoid over-application, as this may make the soil too alkaline for optimum plant growth. 展开更多
关键词 Coal Combustion By-Products Agricultural Lime Fly Ash flue gas desulfurization
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Fluoride Ion Adsorption Effect and Adsorption Mechanism of Self-Supported Adsorbent Materials Based on Desulfurization Gypsum-Aluminate Cement
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作者 Xuefeng Song Minjuan Sun +1 位作者 Juan He Lei Wang 《Journal of Renewable Materials》 EI 2023年第12期4079-4095,共17页
The adsorption method has the advantages of low cost,high efficiency,and environmental friendliness in treating fluorinated wastewater,and the adsorbent material is the key.This study combines the inherent anion-excha... The adsorption method has the advantages of low cost,high efficiency,and environmental friendliness in treating fluorinated wastewater,and the adsorbent material is the key.This study combines the inherent anion-exchange adsorption properties of layered double hydroxides(LDHs).Self-supported porous adsorbent materials loaded with AFm and AFt were prepared from a composite cementitious system consisting of calcium aluminate cement(CAC)and flue gas desulfurization gypsum(FGDG)by chemical foaming technique.The mineral composition of the adsorbent material was characterized by X-ray diffraction(XRD)and Scanning electron microscopy(SEM).Through the static adsorption experiment,the adsorption effect of the mineral composition of the adsorbent on fluoride ions was deeply analyzed,and the adsorption mechanism was revealed.XRD and SEM showed that the main hydration phases of the composite cementitious system consisting of CAC and FGDG are AFm,AFt,AH_(3),and CaSO_(4)·2H_(2)O.FGDG accelerates the hydration process of CAC and inhibits the transformation of AFt to AFm.The AFt content increased,and the AFm content decreased or even disappeared as the amount of FGDG increased.Static adsorption experiment results showed that AFm and AFt in adsorbent materials could significantly enhance the adsorption of fluoride ions.The adsorption of F^(−)in aqueous solution by PAG tends more towards monolayer adsorption with a theoretical maximum capacity of 108.70 mg/g and is similar to the measured value of 112.77 mg/g. 展开更多
关键词 flue gas desulfurization gypsum(FGDG) Calcium aluminate cement(CAC) AFM AFt Fluoride ions adsorption
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基于深度AttLSTM网络的脱硫过程建模
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作者 刘泉伯 李晓理 王康 《北京工业大学学报》 CAS CSCD 北大核心 2024年第2期140-151,共12页
脱硫过程是具有高度动态非线性和较大延迟时间的复杂工业过程,为了解决烟气脱硫过程的建模问题,设计了注意力机制下的深度长短期记忆(attention mechanism-based long short-term memory,AttLSTM)网络,并基于该网络设计自动编码器,完成... 脱硫过程是具有高度动态非线性和较大延迟时间的复杂工业过程,为了解决烟气脱硫过程的建模问题,设计了注意力机制下的深度长短期记忆(attention mechanism-based long short-term memory,AttLSTM)网络,并基于该网络设计自动编码器,完成脱硫过程异常点的检测。该文首次提出使用AttLSTM网络自编码器对脱硫过程进行离群点检测,并且该网络模型同样首次应用于脱硫过程的辨识任务中。从更深的意义上讲,该文尝试使用深度学习模型对复杂系统进行辨识,所建立的AttLSTM网络之前未出现在系统辨识领域,该网络的出现可以丰富辨识模型的选择,同时为人工智能技术在系统辨识领域和控制领域的应用与推广提供参考。实验结果表明,相比于之前文献出现的脱硫过程建模方法,所提方法在不同性能指标上均具有更好的表现,由此可以证明深度AttLSTM网络在脱硫场景下的有效性。 展开更多
关键词 湿法烟气脱硫 过程建模 长短期记忆网络 注意力机制 自动编码器 大气污染
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Model Free Adaptive Predictive Control of Desulfurization Slurry pH Based on CPS Framework
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作者 Jian Liu Xiaoli Li +2 位作者 Kang Wang Fuqiang Wang Guimei Cui 《Journal of Beijing Institute of Technology》 EI CAS 2020年第4期544-555,共12页
In order to improve the slurry pH control accuracy of the absorption tower in the wet flue gas desulfurization process,a model free adaptive predictive control algorithm for the desulfurization slurry pH which is base... In order to improve the slurry pH control accuracy of the absorption tower in the wet flue gas desulfurization process,a model free adaptive predictive control algorithm for the desulfurization slurry pH which is based on a cyber physical systems framework is proposed.First,aiming to address system characteristics of non-linearity and pure hysteresis in slurry pH change process,a model free adaptive predictive control algorithm based on compact form dynamic linearization is proposed by combining model free adaptive control algorithm with model predictive control algorithm.Then,by integrating information resources with the physical resources in the absorption tower slurry pH control process,an absorption tower slurry pH optimization control system based on cyber physical systems is constructed.It is turned out that the model free adaptive predictive control algorithm under the framework of the cyber physical systems can effectively realize the high-precision tracking control of the slurry pH of the absorption tower,and it has strong robustness. 展开更多
关键词 wet flue gas desulfurization slurry pH cyber physical systems model free adaptive predictive control tracking control
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高炉热风炉烟气脱硫工艺选择
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作者 夏登松 《冶金动力》 2024年第2期97-101,共5页
阐述了高炉热风炉烟气排放的特点,对水泥、电力、钢铁等行业中几种常用的烟气脱硫工艺进行简要介绍。通过对比分析,认为钙基固定床烟气脱硫工艺更适用于烟气波动大、SO_(2)浓度低的热风炉烟气,为其他钢铁厂的高炉热风炉烟气脱硫工艺选... 阐述了高炉热风炉烟气排放的特点,对水泥、电力、钢铁等行业中几种常用的烟气脱硫工艺进行简要介绍。通过对比分析,认为钙基固定床烟气脱硫工艺更适用于烟气波动大、SO_(2)浓度低的热风炉烟气,为其他钢铁厂的高炉热风炉烟气脱硫工艺选择提供借鉴。 展开更多
关键词 高炉热风炉烟气 湿法脱硫 干法脱硫 钙基固定床脱硫
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Resource utilization of flue gas calcium-based desulfurization ash:a comprehensive review
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作者 Dong-xiang Meng Ru-fei Wei +2 位作者 Fei-hu Zhang Hong-ming Long Yuan-yuan Zhou 《Journal of Iron and Steel Research(International)》 SCIE EI CAS CSCD 2023年第3期405-418,共14页
Calcium-based desulfurization ash(CDA)is mainly produced in dry and semi-dry flue gas desulfurization processes.The property of CDA is extremely unstable because its main component,calcium sulfite,makes it difficult t... Calcium-based desulfurization ash(CDA)is mainly produced in dry and semi-dry flue gas desulfurization processes.The property of CDA is extremely unstable because its main component,calcium sulfite,makes it difficult to be directly applied to the field of building materials.The modification of desulfurization ash can be realized by high-temperature oxidation and wet oxidation.After modification,CDA can be widely used in building materials.Hydrothermal oxidation has broad development prospects because it can complete the oxidation of CDA and the removal of impurity elements at the same time.CDA can be used to prepare high value-added products of calcium sulfate whiskers and ecological rubber fillers. 展开更多
关键词 Calcium-based desulfurization ash Oxidation modification Building material Calcium sulfate whisker flue gas desulfurization
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基于LSTM-XGBoost组合的脱硫效率模型预测
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作者 易中彪 《电工技术》 2024年第2期32-36,共5页
在石灰石-石膏湿法脱硫系统中影响脱硫效率的主要因素有浆液pH值、液气比(L/G)、钙硫比(Ca/S)、烟气流量和原烟气SO_(2)浓度等。基于电厂实际运行数据,利用LSTM-XGBoost组合预测算法来预测脱硫系统的脱硫效率,并采用平均绝对误差MAE、... 在石灰石-石膏湿法脱硫系统中影响脱硫效率的主要因素有浆液pH值、液气比(L/G)、钙硫比(Ca/S)、烟气流量和原烟气SO_(2)浓度等。基于电厂实际运行数据,利用LSTM-XGBoost组合预测算法来预测脱硫系统的脱硫效率,并采用平均绝对误差MAE、均方误差MSE、均方根误差RMSE和决定系数R^(2)等模型评价指标对其准确性进行验证。实验证明,基于LSTM-XGBoost组合预测的脱硫效率与电厂实际脱硫效率非常接近,精确度高,对火力发电具有指导意义。 展开更多
关键词 石灰石-湿法烟气脱硫 脱硫效率预测 LSTM-XGBoost组合预测算法
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