CN107122530A - The method of simulation asphalt pavement construction effect on environment based on discrete event - Google Patents
The method of simulation asphalt pavement construction effect on environment based on discrete event Download PDFInfo
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Abstract
The invention discloses a kind of method of the simulation asphalt pavement construction effect on environment based on discrete event, bituminous paving paving hazard and each elementary event key elements of EZStrobe are combined, the Discrete Event Models of asphalt pavement construction are built;And NONROAD energy consumptions and pollutant emission computation model are built, based on the energy consumption of each construction procedure of above-mentioned model analysis, the pollutant emission under different construction procedures is contrasted, the pollutant emission of each construction equipment is counted;Based on result, protobitumen pavement construction scheme is optimized.The present invention improves for asphalt pavement construction scheme and provides a kind of method for numerical simulation, can rationally estimate energy consumption and the pollutant emission of bituminous pavement paving work progress, Asphalt Pavement Construction Technique scheme can also be optimized based on this.Simply, conveniently, the result of acquisition is more accurate for method disclosed by the invention.
Description
Technical field
The invention belongs to digital simulation technical field, it is related to a kind of method for simulating asphalt pavement construction effect on environment.
Background technology
Road is the important component in infrastructure construction system, to the economic development of countries and regions, social progress and
People's living standard plays an important role in terms of improving, but the fast-developing ring for bringing sternness simultaneously of road construction
Border problem, such as energy resource consumption, greenhouse gas emission, land seizure.Paving for bituminous paving is infrastructure construction process
In an important ring, the discharge of the energy and greenhouse gases of asphalt pavement construction consumption has a certain impact to atmospheric environment;
In addition, laying equipment can also produce various air pollutants in work progress.Therefore, the energy of bituminous paving pavement process is studied
Consumption and pollutant emission trend, and then reasonably plan arrangement and method for construction, set up low-carbon construction technology to realizing that green traffic has
Positive meaning.
The influence case study on bituminous coat project to environment is mostly based on the life cycle management of engineering at present, uses
Be generally in-site measurement combination document analysis, empirical equation calculating method, energy consumption and emissions data to work progress can not
It is objective, handled exactly;The uncertainty and complexity of road construction process are additionally, since, directly measures apply at the scene
The energy consumption and discharge cost prohibitive of work process.The current this construction process of asphalt pavement pair for being related to plurality of devices cooperating
The understanding research of ambient influnence is deep not enough, also just because of this, also lacks feasible simulation calculating bituminous pavement paving and apply now
The energy consumption of work process and the scheme of pollutant emission.
The content of the invention
To solve the above problems, the invention discloses a kind of simulation asphalt pavement construction based on discrete event to environment shadow
Loud method, with probability-distribution function and logical statement by the construction procedure abstract of bituminous paving, the discrete thing of Graphics Applicationization
Part simulation softward EZStrobe constructs bituminous paving and mated formation Discrete Event Models, and the implantation of NONROAD computation models is realized not
With the dynamic calculation of pollutant, and probability statistics can be carried out to the simulation emission result of different condition of construction.
In order to achieve the above object, the present invention provides following technical scheme:
A kind of method of the simulation asphalt pavement construction effect on environment based on discrete event, comprises the following steps:
Step 1, each construction equipment parameter and each construction procedure data are determined according to paving scheme;
Step 2, each construction equipment parameter and each construction procedure data in bituminous paving paving hazard step 1 obtained,
Combined with each elementary event key elements of EZStrobe, build the Discrete Event Models of asphalt pavement construction;
Step 3, NONROAD energy consumptions and pollutant emission computation model, base are built using Output functions in EZStrobe
The energy consumption of each construction procedure is calculated in the energy consumption and pollutant emission computation model, each pollutant is always discharged, difference construction step
Suddenly the pollutant emission under, the pollutant emission of each construction equipment;
Step 4, according to the result calculated in step 3, protobitumen pavement construction scheme is optimized.
It is preferred that, construction procedure includes dumper in mixing building wait, charging, dumper transport, haul in the step 1
Car is waited, dumper inclines material, paver work, paver wait, road roller compacting, dumper return;Construction procedure packet
Include the step duration.
It is preferred that, the step 3 specifically includes following steps:
NONROAD energy consumptions and discharge computation model are built using Output functions in EZStrobe, in Discrete Event Models
Input functions define the occurrence or function of time parameter, loading coefficient, power, combined emission factors, in Output functions
Energy consumption, each pollutant emission function are defined respectively, and the numerical computation method of function is obtained by NONROAD databases, simulated
Cheng Hou, EZStrobe output energy consumption, pollutant emission total value, and each construction procedure energy consumption and discharge.
It is preferred that, the NONROAD databases include:
The formula of equipment energy consumption:
EC=BSFCPFl·t
In above formula, ECThat is energy consumption, unit liter;BSFC is brake specific fuel consumption, is disappeared per hour per power equivalent under fully loaded
The fuel oil number of consumption, unit is L/hp*h;P is brake specific fuel consumption rated power;FlIt is loading coefficient, refers to actual power and specified work(
The ratio between rate;T is the paving equipment operating time;
Discharge formula:
Q=Re×P×Fl×t
Q is discharge, unit of gram in above formula;ReFor combined emission factors, unit is g/hphr.
It is preferred that, the optimization process in the step 4 includes:To the construction technology and/or construction equipment on protobitumen road surface
It is adjusted, using scheme asphalt pavement construction after model calculating adjustment to energy consumption and the influence of pollutant emission.
Compared with prior art, the invention has the advantages that and beneficial effect:
The present invention improves for asphalt pavement construction scheme and provides a kind of method for numerical simulation, solves existing bituminous paving and applies
The deficiency of work process effect on environment data prediction model missing, by applying before and after Asphalt Pavement Construction Technique scheme optimization
Influence of the work process to environment carries out discrete event simulation, establishes the asphalt pavement construction based on discrete event simulation to environment
The dynamic model of influence, can quantify energy consumption and the pollutant emission of construction process of asphalt pavement, can realize and bituminous paving is applied
The accurate processing of the energy consumption and pollutant emission data of work process.The present invention can rationally estimate bituminous pavement paving work progress
Energy consumption and pollutant emission, Asphalt Pavement Construction Technique scheme can also be optimized based on this.While method disclosed by the invention
Simply, conveniently, the result of acquisition is more accurate, according to result of calculation of the present invention, can use optimal asphalt pavement construction
Scheme, more energy-conserving and environment-protective.
Brief description of the drawings
Fig. 1 is flow chart of steps of the present invention;
Fig. 2 is two paving machines while the bituminous pavement paving flow chart of running hours;
Fig. 3 is asphalt pavement construction Discrete Event Models schematic diagram;
Fig. 4 is the total emission transaction result of each pollutant;
Fig. 5 is each construction procedure pollutant emission analog result;
Fig. 6 is each construction equipment pollutant emission analog result;
Fig. 7 is each construction procedure simulation of energy consumption result;
Fig. 8 is paving Discrete Event Models after improvement construction technology;
Fig. 9 contrasts to improve analog result before and after construction technology, wherein, Fig. 9 (a) is each construction procedure simulation of energy consumption result
Contrast, Fig. 9 (b) contrasts for pollutant emission analog result;
Figure 10 contrasts to improve each construction procedure pollutant emission analog result before and after construction technology, wherein, Figure 10 (a) is
Each construction procedure CO2Emission transaction Comparative result, Figure 10 (b) is each construction procedure NOXEmission transaction Comparative result;
Figure 11 is analog result contrast before and after construction equipment is improved, wherein, each construction procedure energy consumption comparisons of Figure 11 (a), figure
11 (b) gross contamination emission Comparative result.
Embodiment
The technical scheme provided below with reference to specific embodiment the present invention is described in detail, it should be understood that following specific
Embodiment is only illustrative of the invention and is not intended to limit the scope of the invention.
The method and step flow for the simulation asphalt pavement construction effect on environment in discrete event that Fig. 1 provides for the present invention
Figure, comprises the following steps:
Step 1, each construction equipment parameter is determined according to paving flow.
Fig. 2 be bituminous pavement paving flow, the construction equipment being directed to have dumper, paving machine, steel roller,
Rubber-tyred roller, design parameter (model, power (hp), discharge standard, capacity, the degree (km/h)) such as table 1 below of these equipment:
Table 1
Bituminous paving paving hazard is related to the cooperating of plurality of devices, and master operation is dumper in mixing building etc.
Treat, feed, dumper is transported, dumper is waited, dumper inclines, and material, paver are worked, paver is waited, road roller is compacted, transported
Truck return etc..The model that paves substantially each construction procedure duration under various Construction Conditions is needed to put forward a hypothesis, passed through
Set corresponding probability-distribution function mode determine the time required to and loading coefficient, and then the randomness of construction simulation process and
Variability.
Each construction procedure duration and loading coefficient such as table 2 below.Mixing building distance is set in the present embodiment to pave place
Averge distance carried 15km, dumper full load condition speed is 30km/h, and zero load is 60km/h, and the distance that disposably paves is 20m, is chosen
Dumper is 4, pave 1000 tons of asphalt.
Process | Duration/min | Loading coefficient |
Mixing building is waited | - | 0.1 |
Charging | Tri(2.5,3.0,3.5) | 0.25 |
Transport | Tri(28.0,30.0,32.0) | 0.45 |
Dumper is waited | - | 0.1 |
Discharging | Tri(1.5,2.0,2.5) | 0.25 |
Return | Tri(14.0,15.0,16.0) | 0.25 |
Pave 1 | Tri(9.0,10.0,11.0) | 0.45 |
Pave 2 | Tri(2.5,3.0,3.5) | 0.3 |
Paver is waited | - | 0.1 |
Compacting 1 | Tri(7.5,8.5,9.5) | 0.4 |
Compacting 2 | Tri(4.0,4.5,5.0) | 0.65 |
Compacting 3 | Tri(3.0,3.5,4.0) | 0.4 |
Table 2
Wherein, mixing building is waited, dumper is waited and paver wait need to simulate queue in software and obtain,
Tri represents triangle probability distribution function, by taking " charging " as an example, and Tri (2.5,3.0,3.5) is to represent charging to take in 2.5min
Between~3.5min, its occurrence random distribution in the interval according to triangle probability function.
Step 2, discrete event modeling
The event that EZStrobe discrete event simulations software takes out construction procedure is combined into one in an orderly manner with being connected
Event system, the method that software dry run flow uses cycle criterion, by the occurrence condition of cycle criterion event and to meter
Calculation value is cumulative to realize energy consumption and the accumulation calculating of pollutant emission and output in construction process of asphalt pavement, and asphalt road is built with this
Face is mated formation Discrete Event Models.Specifically, by the bituminous paving paving hazard abstract shown in Fig. 2, with reference to each of the determination of table 2
Process parameter and each elementary event key elements of EZStrobe, you can the Discrete Event Models of asphalt pavement construction are built, such as Fig. 3 institutes
Show.Since event charging Load, transport Travel, discharging Dump, the Pave that paves, compacting Compact are according to condition carried out successively
And Return is returned, by taking object " Load " as an example, dumper is represented in mixing building charging event, " Triangular [2.5,
3.0,3.5] it is " dumper charging spent time, left side connection arrow connection " AsphToPave " is by mixing that mixing building is produced
Material quantity is closed, ">0,12 ", which represents each Load events, enters guild from mixing building compound 12 tons of asphalts of transport.The model
The definition of its dependent variable is similar with Load events.Paving process is divided into two groups of events, respectively Pave1 and Pave2, Pave1
Worked while paver feeds when representing dumper discharging, Pave2 represents paver and paved remaining asphalt.Except respectively holding
Act outside part, several queued events are also included in the model, WtDump is used to simulate dumper arrival paving site waiting discharging
Process;ManeuvSpc is used to simulate to situation is waited during paver discharging, is worth and is in idle condition for 1 interval scale paver,
It can otherwise need to wait for current dumper discharging to paver discharging and complete, after paver finishes mixture laying, can carry out
Discharging next time (after the completion of Pave2 events, ManeuvSpc values Jia 1);Pavelength is then used to control road roller pressing practical work part
Beginning condition, after making reaches certain distance, that is, carry out Compact1 first pressing, Compact2 press again, Compact3 final pressure,
Three Continuous compacting operations.
Step 3, discharge computation model and energy consumption calculation model are built
This step uses Output functions in EZStrobe to build NONROAD energy consumptions and pollutant emission computation model.
Step 3.1, each calculation formula is determined according to NONROAD databases, obtains each parameter value.In NONROAD energy consumption moulds
In type, mainly counted according to energy consumption parameter (BSFC, power, combined emission factors), time parameter and loading coefficient parameter
Calculate energy consumption and the discharge of construction procedure.
Each calculation formula is as follows in NONROAD databases:
For estimating the formula of paving equipment energy consumption:
EC=BSFCPFl·t
In above formula, ECThat is energy consumption, unit liter;BSFC is brake specific fuel consumption, is disappeared per hour per power equivalent under fully loaded
The fuel oil number of consumption, unit is L/hp*h;P is brake specific fuel consumption rated power;FlIt is loading coefficient, refers to actual power and specified work(
The ratio between rate;T is the paving equipment operating time.
Q=Re×P×Fl×t
Q is discharge, unit of gram in above formula;ReFor combined emission factors.CO, NOx and particulate pollutant PM10Row
Putting the factor can find in NONROAD databases.
CO2Combined emission factors calculation formula:
CO2=(BSFC453.6-HC) 0.8744/12
HC, CO, NO of distinct device are consulted in NONROAD databasesX、PM10Emission factor and BSFC values, calculate
The CO of each step2、HC、CO、NOX、PM10Combined emission factors, as a result such as table 3 below:
Table 3
Step 3.2, discharge computation model is built
After the completion of road pavement Discrete Event Models are built, you can built using Output functions in EZStrobe
NONROAD energy consumptions and discharge computation model.Determined by table 1 and table 2 time parameter, loading coefficient, power, comprehensive discharge because
Son can define occurrence or function by Input functions in Discrete Event Models EZStrobe, therefore need to only calculate every event row
Put value and add up.Each pollutant emission function defined in Output functions, its numerical computations is with reference to the pollutant in step 3.1
Discharge Q formula, after the completion of simulation, EZStrobe can export pollutant emission total value, and each construction procedure discharge.
With CO2Exemplified by discharge is calculated, according to representative charging (LoadEmission), transport (TravelEmission), return
Return (ReturnEmission), discharging (DumpEmission), pave (PaveEmission), be compacted (CompactEmis), etc.
The CO in (the TruckIdleEmis, PaverIdleEmis) stage of time2Emission amount calculation function is simulated successively, each construction procedure
In use pollutant emission Q formula in step 3.1, Parameters in Formula takes the respective value of current construction procedure.After the completion of,
EZStrobe can export CO2Discharge total value, and each construction procedure CO2Discharge.CO2Total emission volumn (ToTCO2) calculate function
Such as according to formula:
ToTCO2=LoadEmission+TravelEmission+ReturnEmission+DumpEmission
+Pave1Emission+Pave2Emission+Compact1Emis+Compact2Emis+
Compact3Emis+Compact3Emis+TruckIdleEmis+PaverIdleEmis
The total emission result of each pollutant using the discharge computation model simulation of foundation is as shown in Figure 4.It can be seen that, construction equipment
CO in greenhouse gas emission2Proportion highest, the CO that the 1000 tons of asphalts that pave are produced2At 4 tons or so;Pollutant is arranged
Put predominantly NOX, its discharge capacity in 12kg or so, next to that CO, HC and particulate pollutant, respectively 2.1kg, 1.8kg,
0.2kg。
Analog result statistics is carried out to the pollutant that each construction procedure is produced, as shown in figure 5, pollutant emission is main next
Transport is in source and paves, and the two accounts for more than the 50% of total amount, and the pollutant that truck Light Condition, loading, discharging are produced is minimum.
In addition, returning, compacting and paving machine waiting process also generate certain pollutant.
The pollutant emission ratio that each work progress is produced is different, paves, the pollutant that compacting process is produced is mainly
NOX, account for 50% of total release or so.Transportation primary discharge CO2, its total emission volumn also accounts for total CO2The 50% of discharge capacity is left
It is right.The two originates for main discharge.
Pollutant emissions different to each apparatus, which are made, to be counted as shown in fig. 6, dumper is the main next of discharge with paving machine
Source, the former is CO2Discharge be up to 2.5 tons, the latter NOXDischarge capacity be 7.5kg, the 60% and 70% of total amount is accounted for respectively.Steel wheel pressure
The discharge capacity of road machine is larger compared to rubber-tyred roller.
Step 3.3, energy consumption calculation model is built
Using the computational methods of NONROAD energy consumption formula, the event for being related to energy resource consumption in each construction procedure is defined, with reference to
Analogue data and variable in EZStrobe, definition calculate similar Output functions with pollutant emission.By table 1 and table 2
Identified BSFC, time parameter, loading coefficient, power, combined emission factors can be in Discrete Event Models EZStrobe
Input functions define occurrence or function, therefore need to only calculate the energy consumption of each construction stage and add up.Defined in Output functions
The energy consumption function of each construction stage, including charging (Load), transport (Travel), return to (Return), discharging and (Dump, pave
(Pave), compacting (Compact), waiting (TIdle, PIdle) stage, its numerical computations is with reference to the energy consumption E in step 3.1C's
Formula, after the completion of simulation, EZStrobe can export the simulation of energy consumption result in asphalt pavement construction each stage.
Each construction procedure energy consumption result such as Fig. 7 simulated using the energy consumption calculation model of foundation.As a result show, often pave
1000 tons of asphalts, the diesel consumption that each paving equipment is produced is about 1500L, and being mainly derived from for energy resource consumption was transported
Journey, the diesel oil that the process is consumed is 663L, accounts for the 44% of total amount.In addition, the energy of paving process and dumper return course
Source is consumed also than larger, and the 32% and 12% of total amount is accounted for respectively.
Step 4, arrangement and method for construction improves Comparative result
Start with terms of construction technology and equipment two and arrangement and method for construction is improved.
From aforementioned analog analysis result, transportation and the main energy consumption source that paving process is work progress, and
It is higher that both account for gross contamination thing discharge ratio.Therefore, corresponding special construction process optimization can be taken to reduce discharge.
Original construction technology is changed to the new technology that uninterruptedly paves:When compound will pave completion, the haul of waiting
Car can be slowly interfaced close to paver, and then paver promotes dumper to advance.Because paver is in continuous work all the time
Make state, the discharge of paving machine Light Condition can be greatly reduced.Using this construction technology, in terms of transport, self-unloading card can be avoided
Collision, the extruding of vertical direction of the car in discharging to paver horizontal direction, reduce compound and unload impact caused by material bin,
It can also avoid, because improper operation makes compound unrestrained etc., making the more preferable smooth operations of paver;, can be to stand at the aspect that paves
Paving machine is continuously and smoothly fed to be paved with ensureing that paver is continuously continual.According to the uninterrupted work progress that paves, according to step
Discrete Event Models after rapid 2 pairs of improvement are modeled, such as Fig. 8.
Repeat step 3 obtains energy consumption and discharge computation model, and energy consumption discharge is carried out to the arrangement and method for construction after improvement and is calculated, is obtained
Contrasted to analog result with basic model energy consumption discharge result of calculation.From Fig. 9 (a), the continuous type mode that paves only exists
Paving process and dumper and paving machine waiting process slightly reduce energy consumption.From the construction work after Fig. 9 (b), improvement
Skill is to reducing NOXThere is obvious effect, every 1000 tons of compounds can reduce 2kg discharges, while greenhouse can be reduced slightly
Gas CO2Discharge capacity.
With CO2And NOXExemplified by, as seen from Figure 10, pollutant is arranged when the continuous type mode of paving significantly reduces waiting state
Put, the discharge of paving process also has a certain degree of reduction.In addition, the raising for the efficiency that paves reduces the dumper waiting stage
Discharge, but it is less to the contribution of overall emission reduction.With CO2Discharge contrasts similar, NOXEmission reduction also occur mainly in paving machine wait
State, waiting process NOXDischarge be greatly reduced, the pollutant emission of paving process is greatly reduced.
In terms of construction equipment, dumper and the main source that paving machine is that work progress is discharged to dumper and are paved the way
Machine is adjusted, and Main way is the appropriate capacity for increasing laying equipment.New laying equipment parameter and each equipment NONROAD moulds
The calculating parameter such as table 4 below of type discharge:
Table 4
New energy consumption and discharge computation model, simulation of energy consumption comparing result after being improved are built with the parameter that improves equipment
As shown in figure 11.As shown in Figure 11 (a), increase dumper and paving machine place capacity significantly reduce transport, return and
The energy consumption of paving process, saves diesel consumption 50% or so.As shown in Figure 11 (b), the capacity of appropriate increase laying equipment can subtract
Few greenhouse gases CO2With HC discharge, the former CER is 25% or so, and the latter is 17% or so;However, CO, NOXAnd particle
Pollutant emission increased.
In summary, the present invention solves the problem of existing construction process of asphalt pavement effect on environment data are estimated.Tool
When body carries out scheme optimization, if being improved construction technology, need to build corresponding Discrete Event Models;If to construction equipment
It is improved, then needs that new NONROAD databases insertion is built to new energy consumption discharge computation model by the parameter that improves equipment.
As needed, construction technology and construction equipment can also be simultaneously improved, now needs to build new Discrete Event Models
Computation model is discharged with new energy consumption.
Technological means disclosed in the present invention program is not limited only to the technological means disclosed in above-mentioned embodiment, in addition to
Constituted technical scheme is combined by above technical characteristic.It should be pointed out that for those skilled in the art
For, under the premise without departing from the principles of the invention, some improvements and modifications can also be made, these improvements and modifications are also considered as
Protection scope of the present invention.
Claims (5)
1. a kind of method of the simulation asphalt pavement construction effect on environment based on discrete event, it is characterised in that including as follows
Step:
Step 1, each construction equipment parameter and each construction procedure data are determined according to paving scheme;
Step 2, each construction equipment parameter and each construction procedure data in bituminous paving paving hazard step 1 obtained, with
Each elementary event key elements of EZStrobe are combined, and build the Discrete Event Models of asphalt pavement construction;
Step 3, NONROAD energy consumptions and pollutant emission computation model are built using Output functions in EZStrobe, based on institute
The energy consumption that energy consumption calculates each construction procedure with pollutant emission computation model is stated, each pollutant is always discharged, under different construction procedures
Pollutant emission, the pollutant emission of each construction equipment;
Step 4, according to the result calculated in step 3, protobitumen pavement construction scheme is optimized.
2. the method for the simulation asphalt pavement construction effect on environment according to claim 1 based on discrete event, it is special
Levy and be:In the step 1 construction procedure include dumper mixing building wait, charging, dumper transport, dumper wait,
Dumper inclines, and material, paver are worked, paver is waited, road roller is compacted, dumper is returned;Construction procedure data are held including step
The continuous time.
3. the method for the simulation asphalt pavement construction effect on environment according to claim 1 based on discrete event, it is special
Levy and be:
The step 3 specifically includes following steps:
NONROAD energy consumptions and discharge computation model are built using Output functions in EZStrobe, in Discrete Event Models Input
Function defines the occurrence or function of time parameter, loading coefficient, power, combined emission factors, in Output functions respectively
Energy consumption, each pollutant emission function are defined, the numerical computation method of function is obtained by NONROAD databases, after the completion of simulation,
EZStrobe output energy consumption, pollutant emission total value, and each construction procedure energy consumption and discharge.
4. the method for the simulation asphalt pavement construction effect on environment according to claim 3 based on discrete event, it is special
Levy and be:
The NONROAD databases include:
The formula of equipment energy consumption:
EC=BSFCPFl·t
In above formula, ECThat is energy consumption, unit liter;BSFC is brake specific fuel consumption, equivalent to the combustion under fully loaded per hour per power consumption
Oily number, unit is L/hp*h;P is brake specific fuel consumption rated power;FlLoading coefficient, refer to actual power and rated power it
Than;T is the paving equipment operating time;
Discharge formula:
Q=Re×P×Fl×t
Q is discharge, unit of gram in above formula;ReFor combined emission factors, unit is g/hphr.
5. the method for the simulation asphalt pavement construction effect on environment according to claim 1 based on discrete event, it is special
Levy and be:
Optimization process in the step 4 includes:Construction technology and/or construction equipment to protobitumen road surface are adjusted, profit
With scheme asphalt pavement construction after model calculating adjustment to energy consumption and the influence of pollutant emission.
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韩雨: "《路面生命周期能耗与污染物排放模型与计算方法研究》", 《中国优秀硕士学位论文全文数据库 工程科技Ⅱ辑》 * |
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CN108920867A (en) * | 2018-07-23 | 2018-11-30 | 江苏瑞沃建设集团有限公司 | A kind of sheet pavement in-situ heat regeneration arrangement and method for construction Multipurpose Optimal Method |
CN108920867B (en) * | 2018-07-23 | 2023-06-16 | 江苏瑞沃建设集团有限公司 | Multi-objective optimization method for asphalt pavement in-situ thermal regeneration construction scheme |
CN116430020A (en) * | 2023-06-07 | 2023-07-14 | 北京工业大学 | Asphalt-based material ecological performance evaluation method |
CN116430020B (en) * | 2023-06-07 | 2023-10-24 | 北京工业大学 | Asphalt-based material ecological performance evaluation method |
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