Figure 1 represents an assembly line balancing problem. This is a famous problem studied in Ray Wild. We have adopted it for the purpose of explaining how the proposed model works. The numerical figure within a circle represents the task number.

Figure 1: Precedence diagram of workelements.
In Table 1, the above mentioned problem is summarizedintermsof workelements, immediate predecessor(s), expected task durations and their variances. We assume independent normality for each task duration. Using the above table, we can easily get the minimum number of workstation,
as 5. So, minimum trial cycle time,
, comes out as
, i.e.
time units.
Table 1: Precedence relation and task times of work elements.
Work Element( ) |
Immediate Predecessor |
Expected Activity Time ( ) |
Variance of activity time ( ) |
1 |
- |
6 |
0.09 |
2 |
- |
5 |
0.0625 |
3 |
- |
8 |
0.16 |
4 |
1 |
9 |
0.2025 |
5 |
1, 2 |
5 |
0.0625 |
6 |
2 |
4 |
0.04 |
7 |
3 |
5 |
0.0625 |
8 |
3 |
6 |
0.09 |
9 |
4 |
10 |
0.25 |
10 |
5, 6 |
5 |
0.0625 |
11 |
8 |
6 |
0.09 |
12
|
10, 7 |
2 |
0.01 |
13 |
12 |
5 |
0.0625 |
14 |
13 |
4 |
0.04 |
15 |
9, 11, 14 |
12 |
0.36 |
16 |
15 |
10 |
0.25 |
17 |
16 |
5 |
0.0625 |
18 |
16 |
15 |
0.5625 |
19 |
16 |
10 |
0.25 |
20 |
17 |
5
|
0.0625 |
21 |
18, 19, 20 |
6 |
0.09 |
Table 2: Trial Configurations
Trial Cycle Time |
Sl |
Work Station 1 |
Work Station 2 |
Work Station 3 |
Work Station 4 |
Work Station 5 |
 |
31 |
1 |
1,3,2,5,8 |
6,4,10,11,7,12 |
13,9,14,15 |
16,19,17, 20 |
18,21 |
0.873450476 |
2 |
1,3,8,2,7
|
6,11,5,10,4,12 |
13,9,14,15 |
16,17,19, 20 |
18,21 |
0.873450476 |
3 |
2,3,7,8,1
|
11,6,4,5, 10,12 |
9,13,14,15 |
16,18,17 |
20,19, 21 |
0.853130899 |
4 |
2,3,1,7,8,
|
5,11,6,10,12,13,14 |
4,9,15 |
16,18,17 |
20,19, 21 |
0.852897841 |
5 |
2,3,7,8,11
|
1,4,6,5,10,12 |
9,13,14,15 |
16,19,17, 20 |
18,21 |
0.873450476 |
6 |
3,1,7,8,11
|
2,6,5,10, 12,4 |
9,13,14,15 |
16,19,17, 20 |
18,21 |
0.871655455 |
7 |
3,7,8,1,2
|
5,6,10,12,13,14,11 |
4,9,15 |
16,19,17, 20 |
18,21 |
0.873211867 |
8 |
2,3,1,5,8
|
11,6,10,4,7,12 |
13,9,14,15 |
16,18,17 |
19,20 21 |
0.853130899 |
9 |
3,7,8,11,2
|
6,1,5,4,10,12 |
13,14,9,15 |
16,18,17 |
19,20, 21 |
0.853130899 |
10 |
1,2,3,8,11
|
4,6,7,5,10,12 |
13,14,9,15 |
16,17,18 |
20,19, 21 |
0.851377636 |
32 |
1 |
1,2,6,5,10 |
3,7,12,8,4 |
11,9,13,14 |
15,16,17, 20 |
19,18, 21 |
0.7750863 |
2 |
2,6,1,5,10
|
4,3,8,7,12 |
13,11,14,9 |
15,16,19 |
17,18, 20,21 |
0.771341063 |
3 |
2,6,1,5,10
|
3,8,11,4 |
7,12,9,13,14 |
15,16,19 |
18,17, 20,21 |
0.778812826 |
4 |
1,2,6,5,10
|
4,3,8,11 |
9,7,12,13,14 |
15,16,17, 20 |
19,18, 21 |
0.782594343 |
5 |
2,1,5,6,10
|
3,4,7,12, 13 |
14,8,11,9 |
15,16,17, 20 |
18,19, 21 |
0.783706858 |
6 |
2,6,3,7,1
|
5,10,12,13,8,14 |
4,11,9 |
15,16,17, 20 |
18,19, 21 |
0.786286827 |
7 |
2,1,6,3,5
|
7,10,12,13,14,8 |
11,4,9 |
15,16,19 |
18,17, 20,21 |
0.782487468 |
33 |
1 |
2,3,1,8,7 |
6,11,4,5,10,12 |
9,13,14,15 |
16,18,17 |
19,20, 21 |
0.853130899 |
2 |
3,2,1,8,11
|
6,5,7,4, 10,12 |
13,14,9,15 |
16,19,17, 20 |
18,21 |
0.871655455 |
3 |
3,7,8,2,11
|
6,1,5,10, 12,4 |
9,13,14,15 |
16,18,17 |
20,19, 21 |
0.853130899 |
4 |
3,1,7,8,2
|
4,11,5,6, 10,12 |
9,13,14,15 |
16,17,19, 20 |
18,21 |
0.873450476 |
5 |
1,2,5,3,8
|
6,4,7,11, 10,12 |
13,14,9,15 |
16,19,17, 20 |
18,21 |
0.873450476 |
6 |
3,8,1,2,11
|
7,4,6,5,10,12 |
9,13,14,15 |
16,19,17, 20 |
18,21 |
0.871655455 |
7 |
2,6,3,8,7
|
1,5,4,9 |
11,10,12, 13,14 |
15,16,17, 20 |
18,19, 21 |
0.769756335 |
8 |
3,7,2,6,8
|
1,4,9,5 |
11,10,12, 13,14 |
15,16,19 |
18,17, 20,21 |
0.766036852 |
9 |
3,8,1,4
|
9,2,5,6,10 |
11,7,12,13,14 |
15,16,19 |
18,17, 20,21 |
0.776466963 |
10 |
1,3,2,6,8
|
5,10,4,9 |
11,7,12,13,14 |
15,16,17, 20 |
19,18, 21 |
0.779904332 |
11 |
2,6,1,3,8
|
4,5,7,9 |
11,10,12, 13,14 |
15,16,19 |
18,17, 20,21 |
0.776135813 |
12 |
1,2,4,6,5
|
3,7,8,9 |
11,10,12,13,14 |
15,16,17, 20 |
19,18, 21 |
0.78007511 |
13 |
1,2,6,4,5
|
10,9,3,8 |
11,7,12,13,14 |
15,16,19 |
18,17, 20,21 |
0.776305766 |
14
|
2,1,4,5,6
|
10,9,3,8 |
7,11,12,13,14 |
15,16,17, 20 |
18,19, 21 |
0.78007511 |
15 |
2,6,3,8,1
|
4,5,7,9 |
10,11,12, 13,14 |
15,16,17, 20 |
19,18, 21 |
0.779904332 |
16 |
1,3,4,8
|
7,2,5,9,6 |
10,12,11, 13,14 |
15,16,17, 20 |
19,18, 21 |
0.780237089 |
17 |
2,1,4,6,5
|
3,7,10,12,13,14 |
9,8,11 |
15,16,19 |
18,17, 20,21 |
0.77973899 |
34 |
1 |
3,7,8,1,11 |
2,6,5,4,10, 12 |
9,13,14,15 |
16,19,17, 20 |
18,21 |
0.871655455 |
2 |
3,7,8,11,1
|
2,5,6,10,4, 12 |
13,9,14,15 |
16,18,17 |
19,20, 21 |
0.851377636 |
3 |
3,2,8,1,11
|
7,5,6,4,10, 12 |
13,9,14,15 |
16,18,17 |
19,20, 21 |
0.851377636 |
4 |
2,3,8,11,1
|
6,5,7,10, 12,13,14 |
4,9,15 |
16,17, 20, 19 |
18,21 |
0.86378678 |
5 |
3,2,8,11,1
|
7,5,4,6,10, 12 |
13,9,14,15 |
16,19,17, 20 |
18,21 |
0.871655455 |
6 |
3,1,8,11,2
|
6,7,5,10, 12,13,14 |
4,9,15 |
16,17,18 |
20,19, 21 |
0.843692015 |
7 |
3,8,11,1,7
|
2,5,6,10, 12,13,14 |
4,9,15 |
16,19,17, 20 |
18,21 |
0.86378678 |
8 |
3,7,8,1,11
|
2,6,5,10, 12,13,14 |
4,9,15 |
16,18,17 |
20,19,21 |
0.843692015 |
35 |
1 |
2,1,6,4,3 |
7,9,8,11,5 |
10,12,13, 14,15 |
16,19,17, 20 |
18,21 |
0.788077309 |
2 |
2,1,6,3,4
|
8,11,5,9, 10 |
7,12,13, 14,15 |
16,17,19, 20 |
18,21 |
0.788077309 |
Table 3: Final Optimum Configuration
C |
Work Station 1 |
Work Station 2 |
Work Station 3 |
WorkStation 4 |
Work Station 5 |
 |
31 |
2, 3, 7, 8, 11 |
1, 4, 6, 5, 10, 12 |
9, 13, 14,15 |
16, 19, 17, 20 |
18, 21 |
0.873450476 |
Now, we consider in the final solution the Cycle time
as 35 time units. So, the trial cycle time starts from 29 time units and goes upto 35 time units. For the given problem, we get no feasible solution for the trial cycle times as 29 and 30 time units. For the rest of the cycle times we get feasible solutions. These trial configurations are presented in Table 2.
The final solution based on optimization criterion is presented in Table 3 for trial cycle time as 31 time units.
In the optimum configuration it is found that the optimum value of
is
having the configuration of 5 workstations with work elements
assigned to workstation 1 , work elements
assigned to workstation 2, work elements
assigned to workstation 3 , work elements
assigned to workstation 4 and work elements
assigned to workstation 5 .