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The International Journal Of Engineering And Science (IJES)
||Volume||2 ||Issue|| 11||Pages|| 05-07||2013||
ISSN(e): 2319 – 1813 ISSN(p): 2319 – 1805

Optimal Model of the Multi-Item Transportation
With Different Trucks
Gao Yunjing, Chen Xiang, Pi Huihuang
Zhen Jiang Watercraft College, Zhenjiang, China

-------------------------------------------------ABSTRACT---------------------------------------------------------Aimed at the low efficiency of the road transportation, the optimal model with the maximization of the
loading capacity rate and the volume capacity rate was established, which is based on the characteristic of the
muti-item transportation.

KEY WORDS: loading of goods; muti-item; transportation; optimization.
---------------------------------------------------------------------------------------------------------------------------------------Date of Submission: 06 November 2013
Date of Acceptance: 20 November 2013
---------------------------------------------------------------------------------------------------------------------------------------

1. INTRODUCTION
Almost all of the city logistics transportation is completed on the road. This is because, compared with
the railway transportation, road transportation can provide more convenient, lower cost and higher levels of
distribution service. However, in comparison with other modes of transportation, the road transportation existed
a lot of problems such as low loading rate, high cost and so on.In the distribution center, how to make full use of
the trucks’ loading weight and capacity under the premise of meeting a variety of loading limitations, can bring
great benefits for the enterprise and society. It has a double meaning. From the company's perspective, correct
and reasonable arrangements for cargo loading can improve the loading capacity rate, reduce the empty-loaded
rate, reduce the damage to the goods, reduce the transportation costs, improve the quality of customer service
and economic benefits of the company, finally achieving the scientific management. From the social’s
perspective, reasonable loading can improve the utilization rate of trucks, reduce the road occupancy, short the
time of transportation. Then the goods will be timely to the customer. Our society will become more and more
harmonious.Due to the complexity of its theory and the wide application in real life, the loading problem has
attracted a lot of Chinese and foreign scholars to participate and have obtained a more effective progress. For
details about loading problem see the paper of Dowland and other scholars [1-4]. These studies have different
considerations on weight, volume, center of gravity and other constraints, but did not consider the problem of
some goods can not be mixed.According to the number of trucks which will be loaded, the loading problem can
be divided into single-truck loading and multi-truck loading. The problem considered in this paper is the
multi-truck loading with different models of truck.
Given a different kinds and different sizes batch of goods which are to be loaded, the optimal model is
set up aimed at the minimum number of trucks. With the volume constraint, weight constraint, some of the
goods can not be mixed taken into consideration, and the value of the goods themselves are not taken into
account, this model can tell us the suitable number of trucks as well as the quantity and the type of goods loaded
on every truck.
1 Assumptions
(1) All the goods arrive at the same destination;
(2) Any goods can be placed in any type of truck;
(3) The extrusion deformation of goods can be ignored;
(4) The volume or weight of any good can not exceed the maximum loading capacity of any truck;
(5) The total volume or weight of goods which are loaded on the same truck can not be more than the
maximum loading capacity of this truck;
(6) Some goods can not be mixed, such as food and chemical products. Then we need to consider the
quarantine restrictions;
Dividing the goods into heavy and light based on their weight. When packing, the heavy goods can be
calculated by 80% of the truck loading weight. The light goods can be calculated by 50% of the truck
loading weight or 80% of the truck volume, the calculation method in this paper is 50% of the truck
loading weight[5].
(8) Tthe same kind of good is best loaded on the same truck.

www.theijes.com

The IJES

Page 5
Optimal Model Of The Multi-Item…

II.

MODELING AND ANALYSIS

2.1 Symbols assumption
n : Total number of the goods to be loaded
m i :Quality of the good i , i  1 , 2 ,  , n
v i : Volume of the good i , i  1 , 2 ,  , n ;
r pi : Whether good p and good i are mixed or not.

r pi  1 means good p and good i can be mixed, otherwise r pi  0 . p , i  1, 2 ,  , n

m :Total number of the trucks can be loaded
G j :Maximum load of truck j ,
V j :Volume of truck j ,

j  1, 2 ,  , m

j  1, 2 ,  , m

x ij :Decision variable.
x ij  1 means good i is loaded into truck

j , otherwise x ij =0. i  1 , 2 ,  , n , j  1 , 2 ,  , m

Y j : Depending on the state of x ij .
n

If



x ij  0 ,then Y j  1 , it means the truck

j has been used, otherwise Y j  0

[5]

.

i 1

 :Truck loading capacity utilization rate, 80% for heavy goods and 50% for light goods.

2.2 Modeling
Based on the above assumptions, mathematical model is set up as follows.
The optimization objective is to minimize the number of trucks, so the objective function can be expressed
as:
m

min

Y

j

j 1

The model should satisfy the following conditions:
(1) Every good must be loaded on one of the trucks.
m



x ij  1 ,

i  1, 2 ,  , n .

j 1

(2) The weight of the goods loaded on the same truck can not exceed the maximum loading capacity of this
truck.
n



m i x ij   G j , j  1 , 2 ,  , m .

i 1

(3) The volume of the goods loaded on the same truck can not exceed the volume of this truck.
n



v i x ij  V j , j  1 , 2 ,  , m .

i 1

(4) x ij  1 means good i is loaded into truck j , otherwise x ij =0.
x ij  0 或 1 , i  1 , 2 ,  , n , j  1 , 2 ,  , m .

(5)

The loading scheme should satisfy the separation limited of different goods.
x ik x jk (1  rij )  0 , k  1, 2 ,  , m ; i , j  1, 2 ,  , n .

(6) The value of Y j depends on the state of x ij .
n

If



x ij  0 ,then Y j  1 , otherwise Y j  0 .

i 1

www.theijes.com

The IJES

Page 6
Optimal Model Of The Multi-Item…
III. LOADING OPTIMIZATION AND SIMULATION EXAMPLE
Suppose there is a batch of goods. The weight of goods and the type of trucks are described in the
following table. In the case of some kinds of goods cannot be mixed, the requirement is to
minimize the number of selected trucks and to make full use of the loading capacity of the truck.
Table 1
Types

Light goods

Table 2
Types
1
2
3

Total weight (t)
3260.0
42.0
170.0
178.0
87.5
7.8

1
2
3
4
5
6

Heavy goods

Remarks
The heavy goods and
the light goods can not
be mixed.

The type of trucks can be used for loading
Long * wide * high (mm)
8830*2100*2480
10155*2490*2870
1968*2438*1219
Table 3

Types
Number

The weight of goods

Loading capacity (kg)
5990
17800
3000

The optimization results

1
25

2
146

3
8

IV. CONCLUSION
This paper studies the complex constraints of truck loading optimization problem. Considering the
practical constraints, such as truck loading capacity, volume constraint, goods separation constraint and loading
utilization, the optimization model was set up, and its feasibility has been proved by an example. It can be
directly used in practical application.

REFERENCES
[1]
[2]
[3]
[4]
[5]
[6]

Pisinger D. Heuristics for the Container Loading Problem. European Journal of Operational Research, 2002.
huang WQ,He K. A Caving Degree Approach for the Single Container Loading Problem. European Journal of Operation
Reseach,2009.
Xu Tianliang, Liu Xiaoqun. Optimization for the loading of multi-category goods [J]. Huazhong Univ. of Sci. & Tech (Nature
Science Edition), 2003, 31.
Qin Yunmei, Wang Lingling. Research on optimal model for freight matching [J]. Journal of Guangxi University of Technology,
2007, 18.
Du Wen, Li Bing. Scheduling problem of the multi-item transportation with container [J]. China Journal of Highway and
Transport, 2003, 16.
Huo Jiazhen, Chen Yao. Study on System for Optimizing Multi-Sized Products Loading[J]. Journal of Tongji University (Nature
Science),2005,8.

www.theijes.com

The IJES

Page 7

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The International Journal of Engineering and Science (The IJES)

  • 1. The International Journal Of Engineering And Science (IJES) ||Volume||2 ||Issue|| 11||Pages|| 05-07||2013|| ISSN(e): 2319 – 1813 ISSN(p): 2319 – 1805 Optimal Model of the Multi-Item Transportation With Different Trucks Gao Yunjing, Chen Xiang, Pi Huihuang Zhen Jiang Watercraft College, Zhenjiang, China -------------------------------------------------ABSTRACT---------------------------------------------------------Aimed at the low efficiency of the road transportation, the optimal model with the maximization of the loading capacity rate and the volume capacity rate was established, which is based on the characteristic of the muti-item transportation. KEY WORDS: loading of goods; muti-item; transportation; optimization. ---------------------------------------------------------------------------------------------------------------------------------------Date of Submission: 06 November 2013 Date of Acceptance: 20 November 2013 --------------------------------------------------------------------------------------------------------------------------------------- 1. INTRODUCTION Almost all of the city logistics transportation is completed on the road. This is because, compared with the railway transportation, road transportation can provide more convenient, lower cost and higher levels of distribution service. However, in comparison with other modes of transportation, the road transportation existed a lot of problems such as low loading rate, high cost and so on.In the distribution center, how to make full use of the trucks’ loading weight and capacity under the premise of meeting a variety of loading limitations, can bring great benefits for the enterprise and society. It has a double meaning. From the company's perspective, correct and reasonable arrangements for cargo loading can improve the loading capacity rate, reduce the empty-loaded rate, reduce the damage to the goods, reduce the transportation costs, improve the quality of customer service and economic benefits of the company, finally achieving the scientific management. From the social’s perspective, reasonable loading can improve the utilization rate of trucks, reduce the road occupancy, short the time of transportation. Then the goods will be timely to the customer. Our society will become more and more harmonious.Due to the complexity of its theory and the wide application in real life, the loading problem has attracted a lot of Chinese and foreign scholars to participate and have obtained a more effective progress. For details about loading problem see the paper of Dowland and other scholars [1-4]. These studies have different considerations on weight, volume, center of gravity and other constraints, but did not consider the problem of some goods can not be mixed.According to the number of trucks which will be loaded, the loading problem can be divided into single-truck loading and multi-truck loading. The problem considered in this paper is the multi-truck loading with different models of truck. Given a different kinds and different sizes batch of goods which are to be loaded, the optimal model is set up aimed at the minimum number of trucks. With the volume constraint, weight constraint, some of the goods can not be mixed taken into consideration, and the value of the goods themselves are not taken into account, this model can tell us the suitable number of trucks as well as the quantity and the type of goods loaded on every truck. 1 Assumptions (1) All the goods arrive at the same destination; (2) Any goods can be placed in any type of truck; (3) The extrusion deformation of goods can be ignored; (4) The volume or weight of any good can not exceed the maximum loading capacity of any truck; (5) The total volume or weight of goods which are loaded on the same truck can not be more than the maximum loading capacity of this truck; (6) Some goods can not be mixed, such as food and chemical products. Then we need to consider the quarantine restrictions; Dividing the goods into heavy and light based on their weight. When packing, the heavy goods can be calculated by 80% of the truck loading weight. The light goods can be calculated by 50% of the truck loading weight or 80% of the truck volume, the calculation method in this paper is 50% of the truck loading weight[5]. (8) Tthe same kind of good is best loaded on the same truck. www.theijes.com The IJES Page 5
  • 2. Optimal Model Of The Multi-Item… II. MODELING AND ANALYSIS 2.1 Symbols assumption n : Total number of the goods to be loaded m i :Quality of the good i , i  1 , 2 ,  , n v i : Volume of the good i , i  1 , 2 ,  , n ; r pi : Whether good p and good i are mixed or not. r pi  1 means good p and good i can be mixed, otherwise r pi  0 . p , i  1, 2 ,  , n m :Total number of the trucks can be loaded G j :Maximum load of truck j , V j :Volume of truck j , j  1, 2 ,  , m j  1, 2 ,  , m x ij :Decision variable. x ij  1 means good i is loaded into truck j , otherwise x ij =0. i  1 , 2 ,  , n , j  1 , 2 ,  , m Y j : Depending on the state of x ij . n If  x ij  0 ,then Y j  1 , it means the truck j has been used, otherwise Y j  0 [5] . i 1  :Truck loading capacity utilization rate, 80% for heavy goods and 50% for light goods. 2.2 Modeling Based on the above assumptions, mathematical model is set up as follows. The optimization objective is to minimize the number of trucks, so the objective function can be expressed as: m min Y j j 1 The model should satisfy the following conditions: (1) Every good must be loaded on one of the trucks. m  x ij  1 , i  1, 2 ,  , n . j 1 (2) The weight of the goods loaded on the same truck can not exceed the maximum loading capacity of this truck. n  m i x ij   G j , j  1 , 2 ,  , m . i 1 (3) The volume of the goods loaded on the same truck can not exceed the volume of this truck. n  v i x ij  V j , j  1 , 2 ,  , m . i 1 (4) x ij  1 means good i is loaded into truck j , otherwise x ij =0. x ij  0 或 1 , i  1 , 2 ,  , n , j  1 , 2 ,  , m . (5) The loading scheme should satisfy the separation limited of different goods. x ik x jk (1  rij )  0 , k  1, 2 ,  , m ; i , j  1, 2 ,  , n . (6) The value of Y j depends on the state of x ij . n If  x ij  0 ,then Y j  1 , otherwise Y j  0 . i 1 www.theijes.com The IJES Page 6
  • 3. Optimal Model Of The Multi-Item… III. LOADING OPTIMIZATION AND SIMULATION EXAMPLE Suppose there is a batch of goods. The weight of goods and the type of trucks are described in the following table. In the case of some kinds of goods cannot be mixed, the requirement is to minimize the number of selected trucks and to make full use of the loading capacity of the truck. Table 1 Types Light goods Table 2 Types 1 2 3 Total weight (t) 3260.0 42.0 170.0 178.0 87.5 7.8 1 2 3 4 5 6 Heavy goods Remarks The heavy goods and the light goods can not be mixed. The type of trucks can be used for loading Long * wide * high (mm) 8830*2100*2480 10155*2490*2870 1968*2438*1219 Table 3 Types Number The weight of goods Loading capacity (kg) 5990 17800 3000 The optimization results 1 25 2 146 3 8 IV. CONCLUSION This paper studies the complex constraints of truck loading optimization problem. Considering the practical constraints, such as truck loading capacity, volume constraint, goods separation constraint and loading utilization, the optimization model was set up, and its feasibility has been proved by an example. It can be directly used in practical application. REFERENCES [1] [2] [3] [4] [5] [6] Pisinger D. Heuristics for the Container Loading Problem. European Journal of Operational Research, 2002. huang WQ,He K. A Caving Degree Approach for the Single Container Loading Problem. European Journal of Operation Reseach,2009. Xu Tianliang, Liu Xiaoqun. Optimization for the loading of multi-category goods [J]. Huazhong Univ. of Sci. & Tech (Nature Science Edition), 2003, 31. Qin Yunmei, Wang Lingling. Research on optimal model for freight matching [J]. Journal of Guangxi University of Technology, 2007, 18. Du Wen, Li Bing. Scheduling problem of the multi-item transportation with container [J]. China Journal of Highway and Transport, 2003, 16. Huo Jiazhen, Chen Yao. Study on System for Optimizing Multi-Sized Products Loading[J]. Journal of Tongji University (Nature Science),2005,8. www.theijes.com The IJES Page 7