Research Article

Multisensory Design of Electric Shavers Based on Kansei Engineering and Artificial Neural Networks

Table 2

QTTI prediction model results.

ItemsCategoriesTraditional/fashion-forwardSoft/harder-edgedCheap/premiumSophisticated/minimalistic
CPSCPSCPSCPS

Head X1Flat single blade−0.3950.6132−0.6130.8011−0.4520.70220.2640.8231
Flat multiple blades0.2490.3150.406−0.219
Round single blade−0.541−0.230−0.4590.265
Round multiple blades−0.089−0.226−0.3670.255
Round three blades0.2360.2720.308−0.201
Round five blades0.1340.4770.324−0.337

Neck X2Narrow neck0.3280.52630.2750.50440.1070.4345−0.2860.6043
Average neck0.2500.023−0.0510.043
Broad neck−0.1060.0200.0440.075
Neckless and seamless connection−0.212−0.174−0.1560.085
Neckless connection of two parts0.2280.2240.335−0.016

Handle X3Narrow streamlined0.4980.71910.4880.6532−0.5040.8011−0.2940.7532
Average streamlined0.1190.007−0.302−0.153
Board streamlined−0.192−0.164−0.2910.102
Long cylindrical−0.2490.4330.8190.238
Short cylindrical−0.364−0.2330.8740.260
Rounded rectangle−0.350−0.220−0.2070.137
Angular0.6570.0180.976−0.251

Switch X4Round−0.0880.4385−0.0460.2036−0.0870.26460.1000.4285
Rectangle−0.206−0.0540.3150.030
Square-like−0.096−0.005−0.014−0.124
Oval-like0.2280.060−0.020−0.024
Triangle-like0.2990.1000.0520.016

Switch activation X5Slip-type0.0920.14570.0570.12570.1040.1577−0.2330.5724
Touch-tonality type−0.028−0.017−0.0320.0711

Tonality X6High−0.1190.3586−0.1680.3935−0.2380.57740.02410.1657
Medium−0.108−0.007−0.1920.023
Low0.2640.1950.499−0.055

Sound quality X7Stable and powerful0.2760.48940.2720.61230.3570.58830.0720.2956
Fluctuating and soft−0.215−0.208−0.273−0.055

Constant term (C)3.8763.4013.6334.224
Complex correlation coefficient (R)0.9320.9570.9340.938
Coefficient of determination (R2)0.8680.9170.8720.879

Notes: C, category score; P, partial correlation coefficient; S, sort.