The Simulation of Implications of Sensor Technology on the New Product Development to Solve Lot-Sizing Problems with Fuzzy Approach

Table 5

Variable level estimation and their effect on objective function with a lower demand level and .

Objective function	Number of periods	X1	X2	X3	X4	X5				Inv4	Inv5	P1	P2	P3	P4	P5
-775,726	2	3028	589				0	151				21.7	20.1
2,628,204	4	840	3190	2288	1864		0	360	275	384		15.5	8.7	0.8	7.8
4,520,129	4	1323	5581	1835	4539		0	32	195	281		2	12.9	17.6	1.6
105,343,900	5	3237	894	3511	2163	2336	0	196	231	232	410	17	13.8	12.9	13.6	1.6
39,017,830	3	4314	2567	616			0	165	49			1.8	16.6	10.2
139,707,800	5	270	4416	5159	3622	1723	0	34	33	399	293	6.2	1.4	15.9	9.3	15
-529,911	2	436	742				0	143				30.6	9.6
-2,223,997	2	4670	729				0	265				22.2	2.1
-798,267	3	5175	6007	2222			0	10	79			8.1	5.6	8.5
-2,985,145	3	2941	1159	5906			0	129	13			16.7	13.1	4.5
64,563,470	3	1755	1535	5600			0	29	312			6.8	12.1	2.6
-672,829	3	1289	4656	6055			0	219	329			27.2	20.7	8.9
-672,829	3	4144	5889	3277			0	130	7			30.4	19.3	9.3
-592,877	3	5635	350	1073			0	43	200			0.8	12.3	3.1
33,379,380	3	2339	1688	1394			0	381	210			17.4	4.9	0
-5,022,771	2	3782	4667				0	383				24.5	13.9
25,935,700	3	4147	5435	2820			0	84	294			10.5	1.7	8.5
-550,993	3	5402	6078	5080			0	36	313			26.1	30.2	18.5
39,074,650	3	3966	3773	423			0	286	106			17	2.7	1.1
33,379,380	4	5742	3194	5563	1039		0	132	112	266		8.7	16.6	4.7	6.6
8,211,317	5	630	5876	1556	1894	6172	0	378	200	189	382	5.8	15.3	9.2	14.2	14.1
12,599,110	4	93	3853	5451	5720		0	297	148	190		0.8	2.5	17.5	16.1
-1,430,400	2	4509	4996				0	154				14	30.7
-5,004,801	2	3501	2300				0	5				15.8	18
-1,540,536	3	4011	2426	3840			0	163	200			14.6	22.1	18.9
27,210,220	3	5809	5530	565			0	274	401			7.1	16.5	0.1
-2,422,504	2	5928	3712				0	347				10.6	12.4
6,464,523	4	2365	1303	1389	4030		0	68	376	262		18	7.7	14.8	8.1
92,752,950	5	5887	5286	3132	1458	2948	0	180	415	403	412	4.3	3.6	10.9	2.3	15.4
-805,997	3	4296	3260	2784			0	29	416			1.2	22.5	0
12,195,740	5	1424	2074	1394	3674	5399	0	276	387	291	337	14.3	17	1.8	8.3	10.5
88,075,850	3	1142	1898	1414			0	36	376			2.4	12.2	17.1
13,544,910	5	2850	4002	1605	779	358	0	7	44	378	275	17.3	3.4	15.3	15.1	7.9
-620,046	2	4765	5894				0	243				16.7	14.8
-804,199	2	3927	1585				0	195				18.8	28
171,139,600	3	4800	2116	5227			0	333	253			8.2	1.8	9
15,305,520	5	4144	2860	809	3533	6186	0	272	69	147	131	0.9	5	13.3	4.3	1.4
2,628,204	4	4636	1846	5307	1354		0	120	227	368		7	12.4	4.7	0.4
-3,598,438	3	2587	826	2459			0	121	70			23.2	16.1	28.1
7,264,818	4	1742	4859	337	882		0	15	196	199		10.9	12.5	14.4	1.8
-4,467,215	3	6054	6140	250			0	126	266			5.2	6.7	3.5
-5,005,997	2	5496	1995				0	196				29.6	9
71,200	3	5996	1630	2560			0	210	334			9.4	4.1	8
-5,017,997	3	1742	1105	5289			0	92	203			4.1	11	8.5
8,232,533	4	1149	5508	1566	5051		0	336	407	144		8.8	1.9	0.3	4.5
-3,498,032	2	3851	279				0	393				11.2	24.9