CN106986413A - UV/H based on Response Surface Method2O2Process parameter optimizing method - Google Patents

UV/H based on Response Surface Method2O2Process parameter optimizing method Download PDF

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CN106986413A
CN106986413A CN201710321378.5A CN201710321378A CN106986413A CN 106986413 A CN106986413 A CN 106986413A CN 201710321378 A CN201710321378 A CN 201710321378A CN 106986413 A CN106986413 A CN 106986413A
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target organic
design
dosage
response surface
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CN106986413B (en
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贾瑞宝
宋武昌
孙韶华
冯桂学
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Shandong Province Urban Water Supply And Drainage Water Quality Monitoring Center
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    • CCHEMISTRY; METALLURGY
    • C02TREATMENT OF WATER, WASTE WATER, SEWAGE, OR SLUDGE
    • C02FTREATMENT OF WATER, WASTE WATER, SEWAGE, OR SLUDGE
    • C02F1/00Treatment of water, waste water, or sewage
    • C02F1/30Treatment of water, waste water, or sewage by irradiation
    • C02F1/32Treatment of water, waste water, or sewage by irradiation with ultraviolet light
    • CCHEMISTRY; METALLURGY
    • C02TREATMENT OF WATER, WASTE WATER, SEWAGE, OR SLUDGE
    • C02FTREATMENT OF WATER, WASTE WATER, SEWAGE, OR SLUDGE
    • C02F1/00Treatment of water, waste water, or sewage
    • C02F1/72Treatment of water, waste water, or sewage by oxidation
    • C02F1/722Oxidation by peroxides
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F30/00Computer-aided design [CAD]

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  • Life Sciences & Earth Sciences (AREA)
  • Organic Chemistry (AREA)
  • Chemical & Material Sciences (AREA)
  • Physics & Mathematics (AREA)
  • Water Supply & Treatment (AREA)
  • Environmental & Geological Engineering (AREA)
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  • Hydrology & Water Resources (AREA)
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  • Health & Medical Sciences (AREA)
  • General Physics & Mathematics (AREA)
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  • Evolutionary Computation (AREA)
  • Computer Hardware Design (AREA)
  • Treatment Of Water By Oxidation Or Reduction (AREA)
  • Physical Water Treatments (AREA)

Abstract

The invention discloses a kind of UV/H2O2 process parameter optimizing methods based on Response Surface Method, including:(1) the mixed mark experiments of the RSM of design object organic matter removal;(2) the mixed mark experiments of the RSM that target organic is removed;(3) UV/H2O2 advanced oxidations pilot-plant, provided with multiple adding of agent points, is respectively used to add H2O2 and the target organic mark-on with water test;(4) target organic removes model, carries out multiple regression fitting to experimental data using Design Expert softwares, sets up regression equation;(5) regression equation carries out variance and correlation analysis using the ANOVA of response surface design secondary model;(6) technological parameter is determined.This invention simplifies the frequent adjusting process parameter of practical engineering application process, model can be with UV/H after setting up2O2The linkage of advanced oxidation reactor robot control system(RCS), realizes automatically adjusting for technological parameter, effectively reduces cost.

Description

UV/H based on Response Surface Method2O2Process parameter optimizing method
Technical field
The present invention relates to a kind of water process UV/H2O2Advanced oxidation processes parameter optimization method, it is more particularly to a kind of to utilize Response Surface Method determines a variety of hardly degraded organic substances of processing and required UV dosage and H2O2The method of dosage.
Background technology
High-level oxidation technology (Advance Oxidation Processes, abbreviation AOPs), also known as advanced oxidation processes, It is the activity that one kind makes full use of hydroxyl radical free radical (OH), the water technology of quick exhaustive oxidation organic pollution.Wherein, UV/H2O2Advanced oxidation processes, to the chloroform in water, dichloroacetic acid, Atrazine, o-dichlorohenzene, phthalic acid diformazan The hardly degraded organic substances such as ester, bisphenol-A have good removal effect.But in practice, UV/H2O2It is optimal to there is UV in technique Dosage determines difficult, H2O2Throwing amount is big, utilization rate is low and remaining H2O2The problems such as being difficult to processing.Research shows that oxidation operation reacts Speed is directly proportional to UV dosage or luminous intensity, but UV dosage is higher, and power consumption is higher, and use cost is higher;And H2O2Dosage is present One critical value, H is increased less than this value2O2Dosage can improve treatment effect, and H is increased higher than this value2O2Dosage can then be reduced Treatment effect;Humic acid and SO in water4 2-、NO3-Deng inorganic ions, OH can be also produced under uv illumination, so as to strengthen oxidation effect Rate;But it is also free radical activity component simultaneously, certain OH can be consumed, is unfavorable for the degraded of organic pollution.As can be seen here, It is badly in need of providing a kind of UV/H2O2When handling gas chromatography, required cost-effective UV dosage and H2O2The determination side of dosage Method.
Response surface design design method (RSM), the correlation of each factor and experimental result (response) is intended with multinomial The regression model of conjunction, by the relation function between each factor and experimental result, passes through the sound of analytic function as evaluation function Answer face, study between each factor and response, the correlation of each factor between any two, be a kind of conventional process parameter optimizing Method.
RSM has been used for US/UV/Fenton, UV/H2O2, the senior oxidation processes antibiotic such as photochemical catalytic oxidation, nitrophenol, The optimization of the technological parameters such as dyeing waste water, pharmacy waste water, starch wastewater.But this method sets up multinomial generally directed to single organic matter Formula regression equation, and the economic factor of each technological parameter is not considered;For handling during gas chromatography, it is more difficult to it is determined that most passing through Help effective technological parameter.
The content of the invention
The technical problems to be solved by the invention are that the defect existed for prior art determines that processing is a variety of there is provided one kind UV/H during organic matter2O2Advanced oxidation processes parameter optimization method, to reach the plurality of target organic matter removal effect of setting.
To solve this technical problem, the invention provides a kind of UV/H based on Response Surface Method2O2Process parameter optimizing Method, comprises the following steps:
(1) the mixed mark experiments of the RSM of design object organic matter removal:Using supporting UV/H2O2Advanced oxidation pilot-plant is carried out Experiment;Target organic is set up one by one to remove model and examine its conspicuousness, validity, analyzes respective optimal processing parameter;It is excellent Change design and remove the optimum condition of plurality of target organic matter, and carry out model checking, determine cost-effective technological parameter;
(2) the mixed mark experiments of the RSM that the target organic is removed:To H2O2At the beginning of dosage, UV dosage and target organic The factors such as beginning concentration and its level are designed;Using Design Expert softwares, using Box-Behnken designs, if The mixed mark experiments of RSM are counted, and use supporting UV/H2O2Advanced oxidation pilot-plant carries out experiment;
(3) UV/H2O2Advanced oxidation pilot-plant, provided with multiple adding of agent points, is respectively used to add H2O2And match somebody with somebody The target organic mark-on of water test, using Practical Project accessing pending water as raw water;
(4) target organic removes model, using target organic clearance as response Y1, Y2……Yn, with H2O2 Dosage A, UV dosage B and target organic initial concentration C1, C2……CnFor independent variable, using Design-Expert softwares Multiple regression fitting is carried out to experimental data, regression equation is set up:
Y1=k1,1+k1,2A+k1,3B+k1,4C1+k1,5AB+k1,6AC1+k1,7BC1+k1,8A2+k1,9B2+k1,10C1 2(formula 1)
Yn=kn,1+kn,2A+kn,3B+kn,4Cn+kn,5AB+kn,6ACn+kn,7BCn+kn,8A2+kn,9B2+kn,10Cn 2(formula 2)
Wherein, k1,1……k1,10, kn,1……kn,10It is constant;
(5) regression equation should carry out variance and correlation analysis, analysis using the ANOVA of response surface design secondary model The fitting coefficient and amendment fitting coefficient of regression model;If model effectively if can be used for process parameter optimizing, model is invalid, weighs Multiple experiment;
(6) technological parameter determines method:Using Design Expert softwares, increase UV lamp power consumption cost m1And H2O2 Reagent cost m2For modifying factor, to be most difficult to the clearance Y of organics removalxFor desired value, other target organic clearances are set It is set to model interval interior, passes through the technological parameter that Optimization optimization designs remove plurality of target organic matter;Corresponding H2O2 Dosage A and UV dosage B totle drilling cost minimum values are optimal parameter, f (A, B)=min (m1A+m2B);And investigation is satisfied with angle value weighing apparatus Its relation with target value is measured, the optimal processing parameter obtained according to model carries out experiment and model is verified.
The UV/H2O2Advanced oxidation pilot-plant include be sequentially connected water pump, electromagnetic flowmeter, pipe-line mixer and UV reactor, is provided with multiple toss areas, is provided with UV reactor between the electromagnetic flowmeter and pipe-line mixer Multiple sample points.
The UV reactor includes ultraviolet light intensity and popped one's head in and ultraviolet lamp tube, the ultraviolet light intensity probe and ultraviolet lamp tube It is arranged in sleeve pipe;Described ultraviolet lamp tube is low-pressure lamp.
Beneficial effect:This invention simplifies the frequent adjusting process parameter of practical engineering application process, model can be with after setting up UV/H2O2The linkage of advanced oxidation reactor robot control system(RCS), realizes automatically adjusting for technological parameter, is gone in guarantee target organic Cost is effectively reduced while except rate, there is highly important directive significance for the operation of Practical Project.
Brief description of the drawings
Fig. 1 is the structural representation of pilot-plant of the present invention.
In figure:1 water pump, 2 electromagnetic flowmeters, 3 pipe-line mixers, 4 UV reactors, 5 toss areas, 6 sample points, 7 purples Outer light intensity probe, 8 ultraviolet lamp tubes, 9 sleeve pipes.
Embodiment
Below in conjunction with the accompanying drawings and embodiment is specifically described to the present invention.
UV/H of the present invention based on Response Surface Method2O2Process parameter optimizing method, comprises the following steps:
(1) the mixed mark experiments of the RSM of design object organic matter removal:Using supporting UV/H2O2Advanced oxidation pilot-plant is carried out Experiment;Target organic is set up one by one to remove model and examine its conspicuousness, validity, analyzes respective optimal processing parameter;It is excellent Change design and remove the optimum condition of plurality of target organic matter, and carry out model checking, determine cost-effective technological parameter;
(2) the mixed mark experiments of the RSM that the target organic is removed:To H2O2At the beginning of dosage, UV dosage and target organic The factors such as beginning concentration and its level are designed;Using Design Expert softwares, using Box-Behnken designs, if The mixed mark experiments of RSM are counted, and use supporting UV/H2O2Advanced oxidation pilot-plant carries out experiment;
(3) UV/H2O2Advanced oxidation pilot-plant, provided with multiple adding of agent points, is respectively used to add H2O2And match somebody with somebody The target organic mark-on of water test, using Practical Project accessing pending water as raw water;
(4) target organic removes model, using target organic clearance as response Y1, Y2……Yn, with H2O2 Dosage A, UV dosage B and target organic initial concentration C1, C2……CnFor independent variable, using Design-Expert softwares Multiple regression fitting is carried out to experimental data, regression equation is set up:
Y1=k1,1+k1,2A+k1,3B+k1,4C1+k1,5AB+k1,6AC1+k1,7BC1+k1,8A2+k1,9B2+k1,10C1 2(formula 1)
Yn=kn,1+kn,2A+kn,3B+kn,4Cn+kn,5AB+kn,6ACn+kn,7BCn+kn,8A2+kn,9B2+kn,10Cn 2(formula 2)
Wherein, k1,1……k1,10, kn,1……kn,10It is constant;
(5) regression equation should carry out variance and correlation analysis, analysis using the ANOVA of response surface design secondary model The fitting coefficient and amendment fitting coefficient of regression model;If model effectively if can be used for process parameter optimizing, model is invalid, weighs Multiple experiment;
(6) technological parameter determines method:Using Design Expert softwares, increase UV lamp power consumption cost m1And H2O2 Reagent cost m2For modifying factor, to be most difficult to the clearance Y of organics removalxFor desired value, other target organic clearances are set It is set to model interval interior, passes through the technological parameter that Optimization optimization designs remove plurality of target organic matter;Corresponding H2O2 Dosage A and UV dosage B totle drilling cost minimum values are optimal parameter, f (A, B)=min (m1A+m2B);And investigation is satisfied with angle value weighing apparatus Its relation with target value is measured, the optimal processing parameter obtained according to model carries out experiment and model is verified.
Fig. 1 show the structural representation of pilot-plant of the present invention.
The UV/H2O2Advanced oxidation pilot-plant, disposal ability 5m3/ h, using Practical Project accessing pending water as raw water.
The UV/H2O2Advanced oxidation pilot-plant includes water pump 1, electromagnetic flowmeter 2, the pipe-line mixer 3 being sequentially connected With UV reactor 4, multiple toss areas 5 are provided between the electromagnetic flowmeter 2 and pipe-line mixer 3, in ultraviolet reaction Device 4 is provided with multiple sample points 6.
The UV reactor 4 includes ultraviolet light intensity probe 7 and ultraviolet lamp tube 8, the ultraviolet light intensity probe 7 and ultraviolet Fluorescent tube 8 is arranged in sleeve pipe 9;Described ultraviolet lamp tube 8 is low-pressure lamp, is equipped with ultraviolet ray intensity detector, can pass through chain of command Plate adjusts the operating power of uviol lamp, UV dosage needed for adjustment.
The embodiment of the present invention:
The present invention is bent using response by taking ground depth (GSM) and the different two kinds of target organics of down alcohol (2-MIB) of dimethyl as an example Face method optimization UV/H2O2The cost-effective technological parameter that advanced oxidation processes are removed to it.
(1) to H2O2Concentration, UV dosage and the factor of GSM and 2-MIB initial concentrations three and its level are designed (table 1). Using Design Expert softwares, using Box-Behnken designs, the mixed mark experiments of design RSM.
Table 1GSM and 2-MIB response surface analysis factor and level
To H2O2Concentration, UV dosage, GSM or 2-MIB initial concentrations make such as down conversion:
A, B, C=(Xi-Xi0)/S (formula 3)
In formula, A, B, C is each independent variable encoded radio, and Xi is each independent variable actual value, each independent variable at point centered on Xi0 Actual value, S is the change step of independent variable.
(2) UV/H is used2O2Advanced oxidation pilot-plant, treatment scale is 5m3/ h, water outlet is filtered as raw water using certain water factory, The mixed marks of GSM and 2-MIB are added, mark experiment is mixed according to the RSM of design and carries out 17 groups of experiments, experimental result is as shown in tables 2 and 3.
Table 2GSM Response Surface Method design and experimental result
The 2-MIB of table 3 Response Surface Method design and experimental result
Note:Absolute error=actual value-predicted value;Relative error=absolute error/actual value.
(3) using GSM and 2-MIB clearances as response (Y1, Y2), with H2O2Dosage (A), UV dosage (B) and target Organic matter initial concentration (C1, C2 ... Cn) is independent variable, experimental data is carried out polynary time using Design-Expert softwares Return fitting, set up regression equation:
Y1=86.68+19.25A+6.17B-5.78C1-2.75AB+7.25AC1+5.10BC1
-8.69A2-3.24B2-241C2(formula 4)
Y2=95.36+17.00A+9.77B-9.98C2+1.04AB+10.95AC2+5.00BC2
-11.48A2-17.83B2-2.93C2 2(formula 5)
Measured value within ± 2.0%, shows that Regression Model Simulator degree is higher with predicted value error.
(4) using the ANOVA of response surface design secondary model, variance and correlation analysis are carried out to Y1 and Y2 regression equations, P≤0.0001 of Y1 and Y2 models, shows that model is statistically significant, highly significant;The fitting coefficient of regression model It is equal with amendment fitting coefficient>0.95, further illustrate that models fitting goodness is preferable.
(5) Design Expert softwares, increase UV lamp power consumption cost and H are used2O2Reagent cost is modifying factor, with most Difficult organics removal 2-MIB clearance 90% is desired value, and GSM clearances pass through in being set as that model is interval Optimization optimization designs remove GSM and 2-MIB optimal processing parameter (table 4), f (A, B)=min (0.0109A+ 0.00016B), H2O2(27.5%, solution) price is in terms of 3000 yuan/t, and commercial power is in terms of 0.8 yuan/kWh;It is satisfied with angle value 1, the optimal processing parameter obtained according to model test and model is verified, experiment measured value and the relative of model predication value are missed Difference is within ± 2%;It is suitable effective to illustrate the model.
The optimal processing parameter that the 2-MIB of table 4 is removed
This invention simplifies the frequent adjusting process parameter of practical engineering application process, model can be with UV/H after setting up2O2It is senior The linkage of oxidation reactor robot control system(RCS), realizes automatically adjusting for technological parameter, while target organic clearance is ensured Cost is effectively reduced, there is highly important directive significance for the operation of Practical Project.
The embodiment above of the present invention, is merely illustrative, be not it is only, it is all within the scope of the present invention or it is equivalent this Change in the range of invention is by present invention encirclement.

Claims (3)

1. a kind of UV/H based on Response Surface Method2O2Process parameter optimizing method, it is characterised in that:Comprise the following steps:
(1) the mixed mark experiments of the RSM of design object organic matter removal:Using supporting UV/H2O2Advanced oxidation pilot-plant is carried out real Test;Target organic is set up one by one to remove model and examine its conspicuousness, validity, analyzes respective optimal processing parameter;Optimization Design removes the optimum condition of plurality of target organic matter, and carries out model checking, determines cost-effective technological parameter;
(2) the mixed mark experiments of the RSM that the target organic is removed:To H2O2Dosage, UV dosage and target organic are initially dense The factors such as degree and its level are designed;Using Design Expert softwares, using Box-Behnken designs, design The mixed mark experiments of RSM, and use supporting UV/H2O2Advanced oxidation pilot-plant carries out experiment;
(3) UV/H2O2Advanced oxidation pilot-plant, provided with multiple adding of agent points, is respectively used to add H2O2And water distribution examination The target organic mark-on tested, using Practical Project accessing pending water as raw water;
(4) target organic removes model, using target organic clearance as response Y1, Y2……Yn, with H2O2Add Measure A, UV dosage B and target organic initial concentration C1, C2……CnFor independent variable, using Design-Expert softwares to reality Test data and carry out multiple regression fitting, set up regression equation:
Y1=k1,1+k1,2A+k1,3B+k1,4C1+k1,5AB+k1,6AC1+k1,7BC1+k1,8A2+k1,9B2+k1,10C12 (formulas 1)
Yn=kn,1+kn,2A+kn,3B+kn,4Cn+kn,5AB+kn,6ACn+kn,7BCn+kn,8A2+kn,9B2+kn,10Cn2 (formulas 2)
Wherein, k1,1……k1,10, kn,1……kn,10It is constant;
(5) regression equation should carry out variance and correlation analysis using the ANOVA of response surface design secondary model, and analysis is returned The fitting coefficient and amendment fitting coefficient of model;If model effectively if can be used for process parameter optimizing, model is invalid, repeats reality Test;
(6) technological parameter determines method:Using Design Expert softwares, increase UV lamp power consumption cost m1And H2O2Medicament Cost m2For modifying factor, to be most difficult to the clearance Y of organics removalxFor desired value, other target organic clearances are set as In model is interval, the technological parameter of plurality of target organic matter is removed by Optimization optimization designs;Corresponding H2O2Add It is optimal parameter, f (A, B)=min (m to measure A and UV dosage B totle drilling cost minimum values1A+m2B);And investigation is satisfied with angle value and weighs it With the relation of target value, the optimal processing parameter obtained according to model carries out experiment and model is verified.
2. the UV/H according to claim 1 based on Response Surface Method2O2Process parameter optimizing method, it is characterised in that:Institute State UV/H2O2Advanced oxidation pilot-plant includes water pump (1), electromagnetic flowmeter (2), pipe-line mixer (3) and the purple being sequentially connected Outside line reactor (4), is provided with multiple toss areas (5), in ultraviolet between the electromagnetic flowmeter (2) and pipe-line mixer (3) Reactor (4) is provided with multiple sample points (6).
3. the UV/H according to claim 2 based on Response Surface Method2O2Process parameter optimizing method, it is characterised in that:Institute Belonging to UV reactor (4) includes ultraviolet light intensity probe (7) and ultraviolet lamp tube (8), the ultraviolet light intensity probe (7) and uviol lamp Pipe (8) is arranged in sleeve pipe (9);Described ultraviolet lamp tube (8) is low-pressure lamp.
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CN108628272A (en) * 2018-06-28 2018-10-09 上海电力学院 The process parameter optimizing method that optimum seeking method based on cost is coupled with law of planning
CN109002685A (en) * 2018-06-28 2018-12-14 南京大学 The degradation prediction technique of artificial sweetener in ultraviolet/sodium peroxydisulfate removal secondary effluent
CN109142647A (en) * 2018-10-25 2019-01-04 农业部规划设计研究院 A kind of scaling method of compost moisture content online monitoring instruments
CN109271753A (en) * 2018-11-29 2019-01-25 东北大学 The process parameter optimizing method of vanadium wastewater ammonia nitrogen recycling based on response surface analysis
CN110013870A (en) * 2019-04-13 2019-07-16 安徽工程大学 A kind of silver & strontium/titanium dioxide-graphene carbonitride composite photocatalyst material preparation and its application
WO2023165001A1 (en) * 2022-03-03 2023-09-07 北京工业大学 Composite sewage denitrification process device and operation parameter optimization method

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Cited By (7)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN108628272A (en) * 2018-06-28 2018-10-09 上海电力学院 The process parameter optimizing method that optimum seeking method based on cost is coupled with law of planning
CN109002685A (en) * 2018-06-28 2018-12-14 南京大学 The degradation prediction technique of artificial sweetener in ultraviolet/sodium peroxydisulfate removal secondary effluent
CN109002685B (en) * 2018-06-28 2021-11-16 南京大学 Degradation prediction method for removing artificial sweetener in secondary effluent by ultraviolet/sodium persulfate
CN109142647A (en) * 2018-10-25 2019-01-04 农业部规划设计研究院 A kind of scaling method of compost moisture content online monitoring instruments
CN109271753A (en) * 2018-11-29 2019-01-25 东北大学 The process parameter optimizing method of vanadium wastewater ammonia nitrogen recycling based on response surface analysis
CN110013870A (en) * 2019-04-13 2019-07-16 安徽工程大学 A kind of silver & strontium/titanium dioxide-graphene carbonitride composite photocatalyst material preparation and its application
WO2023165001A1 (en) * 2022-03-03 2023-09-07 北京工业大学 Composite sewage denitrification process device and operation parameter optimization method

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