Content of the invention
In view of this, the application proposes the generation method and apparatus of a kind of hydrogen resources scheduling scheme, is intended to realize passing through hydrogen
Gas resource dispatching model generates hydrogen scheduling scheme, simplifies the generation process of scheduling scheme, reduces scheduling scheme and generates institute's used time
Between, and, reduce and use hydrogen cost, improve the purpose of hydrogen utilization efficiency.
To achieve these goals, it is proposed that scheme as follows:
A kind of generation method of hydrogen resources scheduling scheme, comprising:
Obtain and produce the product consumption hydrogen data of consumption hydrogen production device, consume planning data and tune in hydrogen production device technological parameter and database
Degrees of data;
Produce consumption hydrogen data and default product consumption hydrogen production device price model according to described, generate product consumption hydrogen production device and produce consumption valency
Lattice, and according to described technological parameter, described planning data and scheduling data and the forecast model preset, generate Preset Time
The hydrogen demand amount of section, the input quantity of described product consumption hydrogen production device price model is for producing consumption hydrogen data, and described product consumes hydrogen production device price
The output quantity of model for produce consumption hydrogen production device produce consumption price and, the input quantity of described forecast model is technological parameter, planning data
With scheduling data, the output quantity of described forecast model is the hydrogen demand amount of preset time period;
Produce consumption price, described hydrogen demand amount and the hydrogen resources scheduling model preset according to the described consumption hydrogen production device that produces,
Generating scheduling scheme, the input quantity of described hydrogen resources scheduling model produces consumption price and described hydrogen demand for producing consumption hydrogen production device
Amount, the output quantity of described hydrogen resources scheduling model is scheduling scheme.
Preferably, after described generation scheduling scheme, also include:
By described scheduling scheme output display.
Preferably, the described consumption hydrogen production device price model that produces includes:
Consumption hydrogen production device price model:
Wherein, CeFor consuming the consumption hydrogen cost of hydrogen production device, unit/Nm3, CdFor electricity price, unit/KWh-1, CpRatio level pressure heat for gas
Hold, J*kg-1*K-1, T is compressor inlet gas temperature, and K, η are compressor efficiency, and γ is suction port of compressor gas level pressure thermal capacitance
With constant temperature heat capacity ratio, PoFor compressor delivery pressure, Pa, PiFor compressor inlet pressure, Pa, ρ are gas under the state of suction port of compressor
The density of body, kg*m-3, ρoFor the density of gas under compressor outlet state, kg*m-3;
Hydrogen production bioreactor price model:
Wherein CuFor the product hydrogen cost of hydrogen production bioreactor, unit/Nm3, CH is cost of material, unit, and CE is cost of supplementary product, and unit, CN is
Fuel cost, unit, CP is power cost, unit, and CG is wage cost, unit, and CF is Welfare Cost, unit, and CZ is manufacturing cost, unit,
FuFor hydrogen production bioreactor yield, Nm3。
Preferably, the preset procedures of described forecast model includes:
According to linear regression model (LRM), sectional linear fitting model, principal component model, partial least square model structure,
Artificial nerve network model or fuzzy neural network model, generate described forecast model.
Preferably, described hydrogen resources scheduling model includes:
Object function and constraints, described constraints includes universal constraining condition, device constraints and demand about
Bundle condition, the generation process of described scheduling scheme includes, obtains and meet target letter in the feasible zone being determined by constraints
The process of the optimal solution of number;
Object function:
Wherein CuFor the product hydrogen cost of hydrogen production bioreactor u, unit/Nm3, Fu,u_d,tFor consumption hydrogen device u_d in t institute dispatching cycle
The amounts of hydrogen from hydrogen producing device u of consumption, Nm3·h-1, CeFor consuming the consumption hydrogen cost of hydrogen production device u_d, unit/Nm3, FU_d, comp, t
Belonging to consumption hydrogen production device u_d, new hydrogen gas compressor is at the hydrogen treat amount of t dispatching cycle, Nm3·h-1, FHL, u, tFor hydrogen production bioreactor u
At the hydrogen gas automatic blow down amount of t dispatching cycle, Nm3·h-1;
Universal constraining condition:
Wherein Fu,tBy the hydrogen producing device u amounts of hydrogen that t is produced in dispatching cycle, Fu,u_d,tAdjusting for consumption hydrogen device u_d
The amounts of hydrogen from hydrogen producing device u that the cycle t of spending is consumed, ECuRepresent that the consumption hydrogen production device of the hydrogen of device u is originated from all uses
Set,Represent arbitrary hydrogen production bioreactor,Represent arbitrary cycle;
Device constraints includes:
Wherein Fu,t,maxMaximum for hydrogen source u supplies hydrogen amount, Fcompj,tFor inputting flow, the F of compressorjcomp,tFor from compression
The flow of machine output, hydrogen stream stock purity, yi that ycomp is input compressor are the hydrogen stream stock purity from compressor output,Represent arbitrary cycle;
Demand constraint includes:
Wherein Fu_d,tFor consumption hydrogen production device u_d in the amounts of hydrogen needed for dispatching cycle t, i.e. consume the hydrogen of hydrogen production device preset time period
Gas demand, Fu,u_d,tBy the consumption hydrogen device u_d amounts of hydrogen from hydrogen producing device u that t is consumed in dispatching cycle, Cu represents
Promising consumption hydrogen production device u_d hydrogen supply hydrogen production bioreactor set, yuFor hydrogen production bioreactor u institute hydrogen producing purity, yu_dFor consumption hydrogen production device u_
Hydrogen purity requirement needed for d,Represent arbitrary cycle.
A kind of generating means of hydrogen resources scheduling scheme, comprising:
Data capture unit, for obtaining product consumption hydrogen data, consumption hydrogen production device technological parameter and the data producing consumption hydrogen production device
Planning data and scheduling data in storehouse;
Produce consumption price signal generating unit, for producing consumption hydrogen data and default product consumption hydrogen production device price model according to described,
Generating and producing consumption hydrogen production device product consumption price, the input quantity of described product consumption hydrogen production device price model consumes hydrogen data for producing, and described product consumes hydrogen
The output quantity of device price model produces consumption price for producing consumption hydrogen production device;
Hydrogen demand amount predicting unit, for according to described technological parameter, described planning data and scheduling data and pre-
If forecast model, generate preset time period hydrogen demand amount, the input quantity of described forecast model is technological parameter, quota
According to scheduling data, the output quantity of described forecast model is the hydrogen demand amount of preset time period;
Scheduling scheme signal generating unit, for producing consumption price, described hydrogen demand amount and pre-according to the described consumption hydrogen production device that produces
If hydrogen resources scheduling model, generate scheduling scheme, the input quantity of described hydrogen resources scheduling model for produce consumption hydrogen production device produce
Consumption price and described hydrogen demand amount, the output quantity of described hydrogen resources scheduling model is scheduling scheme.
Preferably, the generating means of hydrogen resources scheduling scheme also includes:
Display unit, for carrying out output display by described scheduling scheme.
Preferably, described consumption price signal generating unit of producing includes:
Produce hydrogen price and generate subelement, for producing, according to described, product hydrogen data and the hydrogen production bioreactor valency that consumption hydrogen data include
Lattice model, generates the product hydrogen cost of hydrogen production bioreactor, and described hydrogen production bioreactor price model is
Wherein CuFor the product hydrogen cost of hydrogen production bioreactor, unit/Nm3, CH is cost of material, unit, and CE is cost of supplementary product, and unit, CN is
Fuel cost, unit, CP is power cost, unit, and CG is wage cost, unit, and CF is Welfare Cost, unit, and CZ is manufacturing cost, unit,
FuFor hydrogen production bioreactor yield, Nm3;
Consumption hydrogen price generates subelement, for producing, according to described, consumption hydrogen data and the consumption hydrogen production device valency that consumption hydrogen data include
Lattice model, generates the consumption hydrogen cost of consumption hydrogen production device, and described consumption hydrogen production device price model is
Wherein, CeFor consuming the consumption hydrogen cost of hydrogen production device, unit/Nm3, CdFor electricity price, unit/KWh-1, CpRatio level pressure heat for gas
Hold, J*kg-1*K-1, T is compressor inlet gas temperature, and K, η are compressor efficiency, and γ is suction port of compressor gas level pressure thermal capacitance
With constant temperature heat capacity ratio, PoFor compressor delivery pressure, Pa, PiFor compressor inlet pressure, Pa, ρ are gas under the state of suction port of compressor
The density of body, kg*m-3, ρoFor the density of gas under compressor outlet state, kg*m-3。
Preferably, the generating means of hydrogen resources scheduling scheme, also includes:
Forecast model signal generating unit, for according to linear regression model (LRM), sectional linear fitting model, principal component analysis mould
Type, partial least square model structure, artificial nerve network model or fuzzy neural network model, generate described forecast model.
Preferably, described scheduling scheme signal generating unit includes:
Constraints subelement, including universal constraining condition, device constraints and demand constraint, can for determination
Row territory, described universal constraining condition is
Wherein Fu,tBy the hydrogen producing device u amounts of hydrogen that t is produced in dispatching cycle, Fu,u_d,tAdjusting for consumption hydrogen device u_d
The amounts of hydrogen from hydrogen producing device u that the cycle t of spending is consumed, ECuRepresent that the consumption hydrogen production device of the hydrogen of device u is originated from all uses
Set,Represent arbitrary hydrogen production bioreactor,Represent arbitrary cycle;
Described device constraints is
Wherein Fu,t,maxMaximum for hydrogen source u supplies hydrogen amount, Fcompj,tFor inputting flow, the F of compressorjcomp,tFor from compression
The flow of machine output, hydrogen stream stock purity, yi that ycomp is input compressor are the hydrogen stream stock purity from compressor output,Represent arbitrary cycle;
Demand constraint is
Wherein Fu_d,tFor consumption hydrogen production device u_d in the amounts of hydrogen needed for dispatching cycle t, i.e. consume the hydrogen of hydrogen production device preset time period
Gas demand, Fu,u_d,tBy the consumption hydrogen device u_d amounts of hydrogen from hydrogen producing device u that t is consumed in dispatching cycle, Cu represents
Promising consumption hydrogen production device u_d hydrogen supply hydrogen production bioreactor set, yuFor hydrogen production bioreactor u institute hydrogen producing purity, yu_dFor consumption hydrogen production device u_
Hydrogen purity requirement needed for d,Represent arbitrary cycle;
Object function subelement, for obtaining the optimum meeting object function in the feasible zone being determined by constraints
Solving, described object function is
Wherein CuFor the product hydrogen cost of hydrogen production bioreactor u, unit/Nm3, Fu,u_d,tFor consumption hydrogen device u_d in t institute dispatching cycle
The amounts of hydrogen from hydrogen producing device u of consumption, Nm3·h-1, CeFor consuming the consumption hydrogen cost of hydrogen production device u_d, unit/Nm3, FU_d, comp, t
Belonging to consumption hydrogen production device u_d, new hydrogen gas compressor is at the hydrogen treat amount of t dispatching cycle, Nm3·h-1, FHL, u, tFor hydrogen production bioreactor u
At the hydrogen gas automatic blow down amount of t dispatching cycle, Nm3·h-1。
From above-mentioned technical scheme it can be seen that the generation method of disclosure a kind of hydrogen resources scheduling scheme and dress
Put, utilize that presets to produce the product consumption hydrogen data consuming hydrogen production device price model and acquisition, generate and produce consumption hydrogen production device product consumption price;And root
According to the technological parameter obtaining, planning data, scheduling data and the forecast model preset, the hydrogen generating preset time period needs
The amount of asking;The hydrogen demand amount of hydrogen resources scheduling model, product consumption hydrogen production device product consumption price and preset time period that recycling is preset,
Obtain scheduling scheme, and then instruct dispatcher to carry out the configuration of hydrogen resources, it is achieved scheduling scheme automatically generate process, subtract
Few scheduling scheme generates the time used, and, it is to avoid occur that hydrogen pipe network transfinites phenomenon, reduces use owing to people lacks experience
Hydrogen cost, improves hydrogen utilization efficiency.
Detailed description of the invention
Below in conjunction with the accompanying drawing in the embodiment of the present application, the technical scheme in the embodiment of the present application is carried out clear, complete
Describe, it is clear that described embodiment is only some embodiments of the present application wholely, rather than whole embodiments.Based on
Embodiment in the application, it is every other that those of ordinary skill in the art are obtained under the premise of not making creative work
Embodiment, broadly falls into the scope of the application protection.
The present embodiment discloses a kind of generation method of hydrogen resources scheduling scheme, shown in Figure 1, comprising:
Step S11: obtain plan in product consumption hydrogen data, consumption hydrogen production device technological parameter and the database producing consumption hydrogen production device
Data and scheduling data.
Step S12: the producing of consumption hydrogen production device of producing according to obtaining consumes hydrogen data and default product consumption hydrogen production device price model,
Generate product consumption hydrogen production device and produce consumption price, and according to planning data and scheduling in the technological parameter consuming hydrogen production device obtaining, database
Data and the forecast model preset, generate the hydrogen demand amount of preset time period, produces the input quantity of consumption hydrogen production device price model
For producing the product consumption hydrogen data of consumption hydrogen production device, the output quantity producing consumption hydrogen production device price model produces consumption price for producing consumption hydrogen production device, it was predicted that
Technological parameter, planning data and the scheduling data that the input quantity of model is consumption hydrogen production device, it was predicted that when the output quantity of model is for presetting
Between the hydrogen demand amount of section.
Step S13: produce, according to generate, the hydrogen demand amount that consumption hydrogen production device produces consumption price and preset time period, and preset
Hydrogen resources scheduling model, generate scheduling scheme, the input quantity of hydrogen resources scheduling model for produce consumption hydrogen production device produce consumption price
And the hydrogen demand amount of the preset time period of consumption hydrogen production device, the output quantity of hydrogen resources scheduling model is scheduling scheme.
The present embodiment discloses a kind of generation method of hydrogen resources scheduling scheme, utilizes the product consumption hydrogen production device price mould preset
The product consumption hydrogen data of type and acquisition, generate and produce consumption hydrogen production device product consumption price;And according to the technological parameter obtaining, planning data, tune
Degrees of data and the forecast model preset, generate the hydrogen demand amount of preset time period;The hydrogen resources scheduling that recycling is preset
Model, the hydrogen demand amount producing consumption hydrogen production device product consumption price and preset time period, obtain scheduling scheme, instruct dispatcher to carry out
The configuration of hydrogen resources, it is achieved scheduling scheme automatically generate process, reduce scheduling scheme and generate the time used, and, it is to avoid
Occur that hydrogen pipe network transfinites phenomenon, reduces and uses hydrogen cost, improves hydrogen utilization efficiency owing to people lacks experience.
After scheduling scheme generates, the output display of scheme can also be scheduling by display or printing device.
Produce consumption hydrogen production device price model and include consumption hydrogen production device price model and hydrogen production bioreactor price model.By the product obtaining
The consumption hydrogen data that consumption hydrogen data include and consumption hydrogen production device price model, obtain consuming the consumption hydrogen cost of hydrogen production device.By the product obtaining
Consume product hydrogen data and the hydrogen production bioreactor price model that hydrogen data include, obtain the product hydrogen cost of hydrogen production bioreactor.Below for consumption hydrogen
Device price model and hydrogen production bioreactor model describe in detail.Consumption hydrogen production device price model:
Wherein, CeFor consuming the consumption hydrogen cost of hydrogen production device, unit/Nm3;CdFor electricity price, unit/KWh-1;CpRatio level pressure heat for gas
Hold, J*kg-1*K-1;T is compressor inlet gas temperature, K;η is compressor efficiency;γ is suction port of compressor gas level pressure thermal capacitance
With constant temperature heat capacity ratio;PoFor compressor delivery pressure, Pa;PiFor compressor inlet pressure, Pa;ρ is gas under the state of suction port of compressor
The density of body, kg*m-3;ρoFor the density of gas under compressor outlet state, kg*m-3。
Hydrogen production bioreactor price model:
Wherein CuFor the product hydrogen cost of hydrogen production bioreactor, unit/Nm3;CH is cost of material, unit;CE is cost of supplementary product, unit;CN is
Fuel cost, unit;CP is power cost, unit;CG is wage cost, unit;CF is Welfare Cost, unit;CZ is manufacturing cost, unit;
FuFor hydrogen production bioreactor yield, Nm3。
Gather history value and the instantaneous value of each consumption hydrogen production device technological parameter, and Aspen PIMS (Process
Industry Modeling System, flow process simulation system) and Aspen Petroleum Scheduler (oil refining is dynamic
State dispatching patcher) in planning data with scheduling data, then in conjunction with according to linear regression model (LRM), sectional linear fitting model,
One in principal component model, partial least square model structure, artificial nerve network model and fuzzy neural network model,
The forecast model generating, calculates hydrogen demand amount in following preset time period.
The generation process of scheduling scheme is i.e. obtained in the feasible zone being determined by constraints and is met object function
The process of excellent solution, constraints includes universal constraining condition, device constraints and demand constraint, below for constraint bar
Part and object function describe in detail.Object function:
Wherein CuFor the product hydrogen cost of hydrogen production bioreactor u, unit/Nm3;Fu,u_d,tFor consumption hydrogen device u_d in t institute dispatching cycle
The amounts of hydrogen from hydrogen producing device u of consumption, Nm3·h-1;CeFor consuming the consumption hydrogen cost of hydrogen production device u_d, unit/Nm3;FU_d, comp, t
Belonging to consumption hydrogen production device u_d, new hydrogen gas compressor is at the hydrogen treat amount of t dispatching cycle, Nm3·h-1;FHL, u, tFor hydrogen production bioreactor u
At the hydrogen gas automatic blow down amount of t dispatching cycle, Nm3·h-1。
Universal constraining condition:
Wherein Fu,tBy the hydrogen producing device u amounts of hydrogen that t is produced in dispatching cycle;Fu,u_d,tAdjusting for consumption hydrogen device u_d
The amounts of hydrogen from hydrogen producing device u that the cycle t of spending is consumed;ECuRepresent that the consumption hydrogen production device of the hydrogen of device u is originated from all uses
Set;Represent arbitrary hydrogen production bioreactor;Represent arbitrary cycle.
Device constraints includes:
Wherein Fu,t,maxMaximum for hydrogen source u supplies hydrogen amount;Fcompj,tFor inputting the flow of compressor;Fjcomp,tFor from compression
The flow of machine output;Ycomp is the hydrogen stream stock purity of input compressor;Yi is the hydrogen stream stock purity from compressor output;Represent arbitrary cycle.
Demand constraint includes:
Wherein Fu_d,tFor consumption hydrogen production device u_d in the amounts of hydrogen needed for dispatching cycle t, i.e. consume the hydrogen of hydrogen production device preset time period
Gas demand;Fu,u_d,tBy the consumption hydrogen device u_d amounts of hydrogen from hydrogen producing device u that t is consumed in dispatching cycle;Cu represents
Promising consumption hydrogen production device u_d hydrogen supply hydrogen production bioreactor set;yuFor hydrogen production bioreactor u institute hydrogen producing purity;yu_dFor consumption hydrogen production device u_
Hydrogen purity requirement needed for d;Represent arbitrary cycle.
The present embodiment discloses the generating means of a kind of hydrogen resources scheduling scheme, shown in Figure 2, comprising:
Data acquisition list 11, for obtaining product consumption hydrogen data, consumption hydrogen production device technological parameter and the data producing consumption hydrogen production device
Planning data and scheduling data in storehouse.
Produce and consume price signal generating unit 12, for according to the product consumption hydrogen data obtaining product consumption hydrogen production device and default product consumption hydrogen
Device price model, generates and produces consumption hydrogen production device product consumption price, and the input quantity producing consumption hydrogen production device price model is product consumption hydrogen production device
Producing consumption hydrogen data, the output quantity producing consumption hydrogen production device price model produces consumption price for producing consumption hydrogen production device.
Hydrogen demand amount predicting unit 13, for according to the consumption technological parameter of hydrogen production device, planning data and scheduling data, with
And the forecast model preset, generate the hydrogen demand amount of preset time period, it was predicted that the input quantity of model is the technique of consumption hydrogen production device
Parameter, planning data and scheduling data, it was predicted that the output quantity of model is the hydrogen demand amount of preset time period.
Scheduling scheme signal generating unit 14, for according to produce consumption hydrogen production device produce consumption price, preset time period hydrogen demand amount,
And the hydrogen resources scheduling model preset, generating scheduling scheme, the input quantity of hydrogen resources scheduling model is for producing consumption hydrogen production device
Producing consumption price and the hydrogen demand amount of consumption hydrogen production device preset time period, the output quantity of hydrogen resources scheduling model is scheduling scheme.
The present embodiment discloses the generating means of a kind of hydrogen resources scheduling scheme, produces what consumption price signal generating unit utilization was preset
Produce the product consumption hydrogen data of consumption hydrogen production device price model and acquisition, generate product consumption hydrogen production device and produce consumption price;The prediction of hydrogen demand amount is single
Unit, according to the technological parameter obtaining, planning data, scheduling data and the forecast model preset, generates the hydrogen of preset time period
Gas demand;Scheduling scheme signal generating unit utilizes the hydrogen resources scheduling model preset, produces consumption hydrogen production device product consumption price and preset
The hydrogen demand amount of time period, obtains scheduling scheme, for instructing dispatcher to carry out the configuration of hydrogen resources, it is achieved dispatching party
Case automatically generate process, reduce scheduling scheme and generate the time used, and, it is to avoid owing to people lacks experience, hydrogen pipe occurs
Net transfinites phenomenon, reduces and uses hydrogen cost, improves hydrogen utilization efficiency.
The generating means of hydrogen resources scheduling scheme can also include display unit, aobvious for scheduling scheme carries out output
Show.
Product consumption price signal generating unit includes: produces hydrogen price and generates subelement, for the product hydrogen including according to product consumption hydrogen data
Data and hydrogen production bioreactor price model, generate the product hydrogen cost of hydrogen production bioreactor, and consumption hydrogen price generates subelement, for according to product
Consume consumption hydrogen data and the consumption hydrogen production device price model that hydrogen data include, generate the consumption hydrogen cost of consumption hydrogen production device.
The generating means of hydrogen resources scheduling scheme can also include forecast model signal generating unit, for according to linear regression
Model, sectional linear fitting model, principal component model, partial least square model structure, artificial nerve network model and mould
Stick with paste the one in neural network model, generate described forecast model.
Scheduling scheme signal generating unit includes constraints subelement and object function subelement, and constraints subelement includes
Universal constraining condition, device constraints and demand constraint, be used for determining feasible zone, object function subelement, be used for
By obtaining the optimal solution meeting object function in the feasible zone that constraints determines.
For device embodiment, owing to it essentially corresponds to embodiment of the method, so related part sees method in fact
The part executing example illustrates.Device embodiment described above is only schematically, wherein said as separating component
The unit illustrating can be or may not be physically separate, as the parts that unit shows can be or also permissible
It not physical location, i.e. may be located at a place, or can be distributed on multiple NE yet.Can be according to actual
Need to select some or all of module therein to realize the purpose of the present embodiment scheme.Those of ordinary skill in the art are not
It in the case of paying creative work, is i.e. appreciated that and implements.
Term " includes ", "comprising" or its any other variant are intended to comprising of nonexcludability, so that bag
Include process, method, article or the equipment of a series of key element and not only include those key elements, but also include being not expressly set out
Other key elements, or also include the key element intrinsic for this process, method, article or equipment.There is no more restriction
In the case of, the key element being limited by statement " including ... ", it is not excluded that including the process of described key element, method, thing
Product or equipment there is also other identical element.
In this specification, each embodiment uses the mode gone forward one by one to describe, and what each embodiment stressed is and other
The difference of embodiment, between each embodiment, identical similar portion sees mutually.
Described above to the disclosed embodiments, makes professional and technical personnel in the field be capable of or uses the application.
Multiple modifications to these embodiments will be apparent from for those skilled in the art, as defined herein
General Principle can realize in the case of without departing from spirit herein or scope in other embodiments.Therefore, the application
It is not intended to be limited to the embodiments shown herein, and be to fit to and principles disclosed herein and features of novelty phase one
The scope the widest causing.