Research Article
A GM (1, 1) Markov Chain-Based Aeroengine Performance Degradation Forecast Approach Using Exhaust Gas Temperature
Table 1
The comparison results of GM (1, 1) model and GM (1, 1) Markov chain model.
| Cycle | Forecast model | Original values | Linear model | Nonlinear model | ARIMA model | RBF model | GM (1, 1) model |
| 4200 | 86 | 73.088 | 74.66925168 | 76.24820454 | 83.893778 | 74.850179 | 4400 | 86 | 71.808 | 73.63116571 | 85.04659158 | 75.345291 | 73.899849 | 4600 | 76 | 70.528 | 72.60751169 | 85.09212012 | 66.440678 | 72.961583 | 4800 | 72 | 69.248 | 71.59808897 | 79.58775994 | 77.213138 | 72.035231 | 5000 | 64 | 67.968 | 70.60269971 | 69.85924741 | 75.907728 | 71.12064 | 5200 | 66 | 66.688 | 69.6211488 | 69.85924741 | 51.433499 | 70.217661 | 5400 | 72 | 65.408 | 68.65324386 | 70.37022346 | 77.51105 | 69.326147 | 5600 | 70 | 64.128 | 67.69879518 | 74.57638112 | 68.512595 | 68.445951 | 5800 | 58 | 62.848 | 66.75761567 | 72.84613016 | 52.139635 | 67.576931 | 6000 | 62 | 61.568 | 65.82952088 | 62.6255194 | 75.584126 | 66.718945 | 6200 | 66 | 60.288 | 64.91432888 | 65.48119394 | 63.496734 | 65.871852 | 6400 | 58 | 59.008 | 64.01186029 | 68.51302315 | 64.808649 | 65.035514 | 6600 | 60 | 57.728 | 63.12193824 | 61.40259349 | 54.990815 | 64.209794 | 6800 | 60 | 56.448 | 62.24438829 | 62.78391435 | 60.518705 | 63.394558 | 7000 | 60 | 55.168 | 61.37903843 | 62.49368451 | 62.428861 | 62.589673 | 7200 | 64 | 53.888 | 60.52571907 | 62.25825584 | 61.24122 | 61.795007 | 7400 | 60 | 52.608 | 59.68426294 | 65.60171099 | 57.527047 | 61.01043 | 7600 | 68 | 51.328 | 58.85450511 | 62.02015608 | 58.92226 | 60.235815 | 7800 | 62 | 50.048 | 58.03628296 | 68.8277359 | 53.706033 | 59.471034 | 8000 | 68 | 48.768 | 57.22943611 | 63.72946594 | 60.035962 | 58.715964 | 8200 | 66.5 | 47.488 | 56.4338064 | 68.75093548 | 60.237787 | 57.97048 | 8400 | 65 | 46.208 | 55.64923791 | 67.47264457 | 67.031388 | 57.234461 | 8600 | 55 | 44.928 | 54.87557684 | 66.17459205 | 53.436919 | 56.507787 | 8800 | 55 | 43.648 | 54.11267156 | 57.5174732 | 55.602918 | 55.79034 | 9000 | 57 | 42.368 | 53.36037254 | 57.31506291 | 58.04245 | 55.082001 |
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