Tramcar timing energy-saving operation optimization method and system based on double-layer algorithm

A tram and operation optimization technology, which is applied in the field of urban rail transit train timing energy-saving operation optimization method and its system, can solve the problems of relying on engineering experience, affecting the value of optimization functions, and poor results, etc. Optimize the effect of low difficulty

Active Publication Date: 2020-09-18
NANJING UNIV OF SCI & TECH
View PDF2 Cites 4 Cited by
  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

[0003]The energy-saving operation optimization of existing tram vehicles has the following problems: (1) The energy-saving operation optimization of existing tram vehicles usually only includes single-section operation optimization or One of the full-line optimization, without combining the two optimizations, the effect is not good; (2) When performing single-interval time-energy consumption dual-objective optimization, use the weighted sum method and the minimum-maximum method to pass each optimization goal Equipped with corresponding weight coefficients, multiple optimization objectives are combined into one function, multiple constraints are added to the function through the penalty function method, and it is transformed into a single-objective optimization problem without constraints
However, this optimization method has great limitations, the key lies in the setting of its weight, the weight distribution affects the value of the optimization function, but the artificial weight distribution is very subjective, depends on a large amount of engineering experience, and is relatively lacking in rigor sex and science

Method used

the structure of the environmentally friendly knitted fabric provided by the present invention; figure 2 Flow chart of the yarn wrapping machine for environmentally friendly knitted fabrics and storage devices; image 3 Is the parameter map of the yarn covering machine
View more

Image

Smart Image Click on the blue labels to locate them in the text.
Viewing Examples
Smart Image
  • Tramcar timing energy-saving operation optimization method and system based on double-layer algorithm
  • Tramcar timing energy-saving operation optimization method and system based on double-layer algorithm
  • Tramcar timing energy-saving operation optimization method and system based on double-layer algorithm

Examples

Experimental program
Comparison scheme
Effect test

Embodiment

[0082] In order to verify the effectiveness of the scheme of the present invention, taking a certain tram line in urban rail transit as an example, the timing energy-saving operation optimization of trams based on the double-layer algorithm is carried out, and the specific steps are as follows:

[0083] First, the tram kinematics model, on-board supercapacitor bank model and energy consumption calculation model are established, and the parameters of the tram vehicle and supercapacitor bank that are actually required to be measured are imported into the model.

[0084] Secondly, within the allowable range of the train, according to the given value of the speed command, the speed curve is combined to generate;

[0085] Thirdly, the tram single-section operation optimization based on the multi-objective genetic algorithm is carried out to generate the Pareto frontier curve about time-energy consumption. The specific steps are as follows:

[0086] Step 1: Input the algorithm param...

the structure of the environmentally friendly knitted fabric provided by the present invention; figure 2 Flow chart of the yarn wrapping machine for environmentally friendly knitted fabrics and storage devices; image 3 Is the parameter map of the yarn covering machine
Login to view more

PUM

No PUM Login to view more

Abstract

The invention discloses a tramcar timing energy-saving operation optimization method and a tramcar timing energy-saving operation optimization system based on a double-layer algorithm. The tramcar timing energy-saving operation optimization method comprises the following steps that a tramcar kinematics model, a vehicle-mounted super capacitor bank model and an energy consumption calculation modelare established; a speed curve is combined and generated according to the speed command given value; tramcar single-interval operation optimization is carried out based on a multi-objective genetic algorithm, and a Pareto leading edge curve about time-energy consumption is generated; whole-line timing energy-saving operation optimization of the tramcar is carried out based on a dynamic programmingalgorithm, and the total operation energy consumption is reduced on the basis that the total operation time of the whole line is not changed. According to the method, the running energy consumption of the train section can be effectively reduced, the optimal configuration of the train running timetable can be realized, and the train running cost is reduced.

Description

technical field [0001] The invention relates to the technical field of urban rail transit, in particular to a method for optimizing the timing and energy-saving operation of urban rail transit trains and a system thereof. Background technique [0002] Under the severe challenges of environmental protection, energy security and other issues, the rational use of new energy technologies and the development of green and fast urban transportation have become an important development strategy for my country's transportation industry. The development of new energy trams is to solve the above problems an effective method. For urban rail transit trains, their energy consumption costs account for about 50% of the total cost of urban rail transit, and operating energy consumption is the main part of energy consumption costs. Energy consumption is the research focus of reducing the total cost of urban rail transit, and it has very important practical significance for reducing the operat...

Claims

the structure of the environmentally friendly knitted fabric provided by the present invention; figure 2 Flow chart of the yarn wrapping machine for environmentally friendly knitted fabrics and storage devices; image 3 Is the parameter map of the yarn covering machine
Login to view more

Application Information

Patent Timeline
no application Login to view more
Patent Type & Authority Applications(China)
IPC IPC(8): G06F30/20G06N3/12G06Q50/26G06F111/06
CPCG06F30/20G06N3/126G06Q50/26G06F2111/06
Inventor 哈进兵陈嘉诚胡文斌胡恺元陈伟栋
Owner NANJING UNIV OF SCI & TECH
Who we serve
  • R&D Engineer
  • R&D Manager
  • IP Professional
Why Eureka
  • Industry Leading Data Capabilities
  • Powerful AI technology
  • Patent DNA Extraction
Social media
Try Eureka
PatSnap group products