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内容概要:本文构建了双层复杂网络模型和基于评估指标系统的SI流行病模型,旨在为特斯拉充电站网络建设提供宏观指导。具体方法包括确定长途旅行者对超级充电站的需求(权重中间性和车辆密度)、短期旅行者对目的地充电站的需求(分配比例)。同时,提出了一套分类系统来帮助各国制定充电站增长计划。 适合人群:城市规划师、交通研究人员、电力工程技术人员。 使用场景及目标:适用于各国政府在规划全国范围内充电站布局时进行决策支持,确保充电桩的数量和分布能够满足不同类型的电动车使用者需求,加速电动汽车的全面普及。 其他说明:文中还探讨了新兴技术(如共享汽车、自动驾驶)对电动车推广的影响以及重型卡车充电设施的需求特点。
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For office use only
T1
T2
T3
T4
Team Control Number
82794
Problem Chosen
D
For office use only
F1
F2
F3
F4
2018 Mathematical Contest in Modeling (MCM/ICM) Summary Sheet
How to achieve the full adoption of all-electric vehicles
Summary
We construct two models to facilitate the construction of the Tesla network from a macro
perspective, a double-layer complex network to measure the network topology and a SI epi-
demic model based on the evaluation index system(SI-EI)to identify the key factors in the
building process.
The double-layer complex network can be used to determine the number, location and
distribution of chargeing stations. People are divided into long-distance and short-distance
travelers. The number of charging stations are determined mainly by Vehicle Density, Daily
Mileage and Range Anxiety: (1) the outer layer is to study the demands of long-distance trav-
elers for supercharge stations
,
with introduced Weighted Betweenness to measure whether a
city is a traffic hub, which is the reference to arrange the location; (2) the inner layer is to study
the demands of the remaining three cases, and arrange location according to Vehicle Densi-
ty. The distribution is based on the number of the above four cases. We introduce Reachable
Level, Permeability and Long-distance travel demand rate into SI-EI model to measure daily
infection rate λ, and apply the traditional SI model to determine the key factors.
For problem 1, there are 8.08 million destination charging stations and 2.16 million super-
charge stations in the final network architecture. It takes 108 years to reach fully automobile
electrification for constructed networks while it takes 36 years to construct networks.
For problem 2, we choose Ireland. There are 78 thousand destination charging stations
and 20.8 thousand supercharge stations in the final network architecture. The optimal invest-
ment plan is to establish a 2: 1 ratio between the scale of the site and the present required
scale, and to establish charging stations by mixing the ratio of the city to the rural area to 3:
2. The conclusion is mainly building destination charging stations when Permeability is less
than 30%, and building supercharge stations in cities when Permeability is less than 50%but
more than 30%, otherwise building supercharge stations in roads.
For problem 3, we build a classification system to have a weak traffic network.
For problem 4, technology that would hinder EVs’spread include: car-share, ride-share
services and hyperloop. While technology that would boost EVs’spread include: self-driving
cars, rapid battery-swap stations for electric cars, and flying cars
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Contents
1
Overview 1
1.1
Background
..............................................................................................................................
1
1.2
Restatement of Problem
.........................................................................................................
1
1.3
Illustration
................................................................................................................................
2
2
Notations 2
3
Assumptions and Justification 2
4
Double-Layer Complex Network 3
4.1
Model Overview and Analysis
.............................................................................................
3
4.2
Inner Layer: Distribution of Charging Stations over a County
........................................
4
4.2.1
Distribution of Destination Charging Stations overa County
.............................
4
4.2.2
Distribution of Supercharging Stations overa County
.........................................
5
4.3
Outer Layer: Distribution of Charging Stations from Countyto County
.......................
7
5
SI epidemic model based on the evaluationindex system 9
5.1
Model Overview and Analysis
.............................................................................................
9
5.2
Establishment of Evaluation Index System
.........................................................................
9
5.2.1
Analysis of User’s Demands
.....................................................................................
9
5.2.2
The Measure of Index
..............................................................................................
10
5.3
SI Epidemic Model
................................................................................................................
11
6
Application and Analysis 12
6.1
Task 1:Explore the network of Tesla charging stations in theUnited States
.................
12
6.1.1
The number and distribution of charging stations
..............................................
12
6.1.2
Prediction
..................................................................................................................
13
6.2
Task 2: Analysis the network of Tesla built in Ireland
.....................................................
14
6.2.1
2a: The number, placement and distribution of charging stations and key
factors
.........................................................................................................................
14
6.2.2
2b: Our proposed charging station plan
...............................................................
16
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6.2.3
2c: Our proposed growth plan timeline
................................................................
17
6.2.4
Analysis of key factors
.............................................................................................
17
6.3
Task 3: A weak traffic network classification system
......................................................
18
6.4
Task 4: The impact of technology on EVs’ spread
............................................................
19
7
Sensitivity Analysis 19
8
Comment on Heavy Trucks 20
9
Analysis of the Model 20
9.1
Strengths
.................................................................................................................................
20
9.2
Weaknesses
.............................................................................................................................
20
10
Task 5: Handout 21
Appendices 23
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Team # 82794
Page
1
of 24
1
Overview
1.1
Background
The world is fascinated by reducing the use of fossil fuels, including gasoline for vehicles.
Whether motivated by the environment or by the economics, consumers are starting to migrate
to electric vehicles. The migration from gasoline and diesel vehicles to electric vehicles is not
simple and can’t happen overnight. The location and convenience of charging stations is critical
as early adopters and eventually mainstream consumers volunteer to switch. When nations
plan this transition, they need to do:
•
Build a sufficient number of vehicle charging stations in all the right places;
•
Consider the final network of charging stations
•
Consider the growth and evolution of the network of charging stations overtime.
As nations seek to develop policies that promote the migration towards electric vehicles,
they will need to design a plan that works best for their individual country.
1.2
Restatement of Problem
We need to determine the final architecture of the charging network to support the full
adoption of all-electric vehicles. And we will identify the key factors that will be important
as they plan their timeline for an eventual ban or dramatic reduction of gasoline and diesel
vehicles.
Our specific tasks are the following:
•
Explore the current and growing network of Tesla charging stations in the UnitedStates.
•
Select one of the following nations(South Korea, Ireland, or Uruguay). Build the network
considering the number and distribution of charging stations, determine the growth plan
and propose the timeline for the full evolution to electric vehicles in this country. And
identify the key factors.
•
Identify the key factors that trigger the selection of different approaches to growing the
network in different countries. Discuss the feasibility of creating a classification system
that would help a nation determine the general growth model.
•
Comment on how other transportation options might impact our analyses of the increas-
ing use of electric vehicles with the development of technology.
•
Prepare a one-page handout written for the leaders of a wide range of countries who are
attending an international energy summit.
精品数模资料,各类比赛优秀论文、学习教程、写作模板与经验技巧、matlab程序代码资料等,尽在淘宝店铺:闵大荒工科男的杂货铺!
Team # 82794
Page
2
of 24
1.3
Illustration
•
Two types of charging stations
Tesla currently offers two types of charging stations: (1) destination charging and (2) su-
percharging. Supercharging stations are usually built along the main road. Supercharg-
ing can quickly charge the vehicle while people take a quick break. Destination charging
stations are built at places, including nearby company, shopping center and parking lots.
•
Distribution of charging stations
The meaning of the distribution of charging stations is the differences in the distribution
of rural areas, suburban areas, and urban areas. The differences include the number of
charging stations, distribution of two types of charging stations and soon.
•
Explanations for county
There are two explanations for county[6], one is that the county is composed of city[7] and
country side, the other is that the county is composed of urban, suburban and rural areas.
•
A charging station contains only one charger
Because our model calculates the number of chargers needed, while the number of charg-
ing stations depends on how many chargers a site contains. The specific number of dis-
tribution involves the use of power networks and land resources, which we won’t take
into accounts too much about.
2
Notations
Here we list the symbols and notations used in this paper, as shown in Table 1. Some of
them will be defined later in the following sections.
Table 1: Notations
Symbol Description
λ
The daily contact rate
i
The current number of EVs
M
sum
The total number of traditional vehicles and EVs
D The total satisfaction
3
Assumptions and Justification
•
Focus only on personal passenger vehicles.
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