Time Series Lossy Compression Using Wavelet, Fourier, and Cosine Transforms: Benchmarking Optimisation Parameters, Compression Ratios and Decompression Error

0 0.5 0.75 0.85 0.9 0.95 0.97 0.99 Dropout Percentage 0.0 0.2 0.4 0.6 0.8 1.0 Decompression Error BenzeneConcentration L: 1 L: 2 L: 3 L: 4 L: 5 L: 6 L: 7 0 0.5 0.75 0.85 0.9 0.95 0.97 0.99 Dropout Percentage 0.0 0.2 0.4 0.6 0.8 1.0 Decompression Error ParticulateMatter10 L: 1 L: 2 L: 3 L: 4 L: 5 L: 6 L: 7 0 0.5 0.75 0.85 0.9 0.95 0.97 0.99 Dropout Percentage 0.0 0.2 0.4 0.6 0.8 1.0 Decompression Error ParticulateMatter2.5 L: 1 L: 2 L: 3 L: 4 L: 5 L: 6 L: 7 0 0.5 0.75 0.85 0.9 0.95 0.97 0.99 Dropout Percentage 0.0 0.2 0.4 0.6 0.8 1.0 Decompression Error PowerUsage L: 1 L: 2 L: 3 L: 4 L: 5 L: 6 L: 7 0 0.5 0.75 0.85 0.9 0.95 0.97 0.99 Dropout Percentage 0.0 0.2 0.4 0.6 0.8 1.0 Decompression Error IEEEPPG L: 1 L: 2 L: 3 L: 4 L: 5 L: 6 L: 7 0 0.5 0.75 0.85 0.9 0.95 0.97 0.99 Dropout Percentage 0.0 0.2 0.4 0.6 0.8 1.0 Decompression Error AppliancesEnergy L: 1 L: 2 L: 3 L: 4 L: 5 L: 6 L: 7 0 0.5 0.75 0.85 0.9 0.95 0.97 0.99 Dropout Percentage 0.0 0.2 0.4 0.6 0.8 1.0 Decompression Error Flood L: 1 L: 2 L: 3 L: 4 L: 5 L: 6 L: 7 0 0.5 0.75 0.85 0.9 0.95 0.97 0.99 Dropout Percentage 0.0 0.2 0.4 0.6 0.8 1.0 Decompression Error Covid L: 1 L: 2 L: 3 L: 4 L: 5 L: 6 L: 7