Implementation of Genetic Algorithm Integrated with the Deep Neural Network for Estimating at Completion Simulation

Table 1

The biodata of the inspected construction projections.

Project name	Total area (m^2)	Underground floors	Ground floors	Buildings	Start date	Finish date	Duration (days)	Contract amount ($)	Prediction periods
A	7,854	2	2	2	4/22/2007	4/17/2008	361	4,319,000	9
B	6,238	1	1	1	01/03/2008	10/24/2009	295	3,512,900	12
C	7,284	0	1	1	09/28/2006	08/31/2007	337	5,119,050	10
D	6,824	0	2	1	02/15/2005	01/17/2006	336	4,519,050	13
E	6,453	1	1	2	06/05/2005	07/02/2006	392	4,812,800	10
F	7,471	2	1	2	10/05/2008	08/12/2009	312	3,627,300	12
G	7,864	1	1	1	03/03/2009	01/27/2010	330	4,423,050	11
H	6,678	1	1	1	05/01/2007	02/24/2008	299	3,627,300	9
I	9,340	1	2	3	06/23/2007	08/13/2008	417	6,339,350	11
J	10,628	0	2	2	10/09/2004	11/29/2005	416	6,128,150	13
K	8,245	0	1	3	08/15/2010	07/13/2011	332	5,111,350	11
L	8,782	0	2	3	01/10//2006	01/05/2007	360	3,914,600	12
M	6,625	1	2	1	01/01/2008	02/28/2009	424	7,529,350	14
N	5,441	1	1	2	08/25/2007	08/18/2008	359	5,223,100	13
O	5,730	1	1	1	04/01/2005	02/27/2006	332	5,522,500	14
Total									174
Training									131
Testing									43