This section presents the evaluation results of the developed prototype, with the objective of enhancing its practical applicability through comprehensive simulations and experimental investigations.
4.1. Simulation Results
To begin, extensive simulations were performed using MATLAB R2025b (The MathWorks, Inc., Natick, MA, USA) on an LG Gram laptop (LG Electronics Co., Ltd., Seoul, South Korea) equipped with an Intel® Core™ i7-1260P CPU and running Microsoft Windows 11 Home. The coordinate system used in these simulations is defined as follows. The toilet seat is assumed to lie on the -plane, with the gravitational direction oriented perpendicular to this plane. The origin O is defined as the intersection of the and . Specifically, and pass through the center of the toilet seat as O, and are aligned with its long and short sides, respectively. Finally, is oriented opposite to .
The simulations described below were performed to investigate and obtain quantitative data necessary for achieving effective cleaning. As a fundamental requirement for sponge-based cleaning, direct contact between the sponge and the toilet seat was necessary, and maximizing the contact area was critical for enhancing cleaning performance. Accordingly, the simulations focused on analyzing the contact area between the sponge and the seat.
In our simulations, a linear elastic material model was adopted for both the sponge and the toilet seat to evaluate relative contact patterns and trends in pressure distribution. The sponge was modeled as soft polyurethane foam with a Young’s modulus of 30 kPa and a Poisson’s ratio of 0.3, while the toilet seat was modeled as a rigid plastic with a Young’s modulus of 1.5 GPa and a Poisson’s ratio of 0.38, representative of typical polymer-based seats. These material properties were selected not to reproduce absolute stress values, but to enable consistent comparison of contact area and pressure distributions under different inclination angles.
First, simulations were conducted to investigate how the angle between the attachment (the base to which the sponge is mounted) and the toilet seat affects the resulting contact area. This angle is hereafter referred to as
attachment angle. The simulation results are presented in
Figure 8. This graph indicates that the contact area increases sharply from 0° to 8°, reaching a maximum of approximately 950 mm
2, and then gradually decreases as the angle increases from 8° to 30°.
The 3D chart in
Figure 9 further illustrates the contact interface between the attachment, represented by the purple square, and the toilet seat, represented by the colored curved surface. Simultaneously, these graphs visualize in 3D how variations in
attachment angle influence the expansion and contraction of the contact area. These results could be attributed to the rigidity of the attachment material. As previously mentioned, the attachment was fabricated from PLA, a rigid material that retained its shape without deformation. This rigidity restricted its ability to conform to the curved surface of the toilet seat. Consequently, as
attachment angle increased, the contact area expanded until approximately 8°, where the attachment surface most closely approached the seat geometry. Beyond this angle, further conformity was limited by the mismatch between the rigid attachment and the curved seat surface. As a result, further increases in the attachment angle did not lead to a meaningful expansion of the contact area. These results indicated that rigid materials alone were insufficient for achieving effective seat cleaning. In contrast, flexible materials could deform to better conform to the curved geometry of the toilet seat, thereby enabling a substantially larger contact area. Accordingly, these simulation results provided essential quantitative insight for identifying suitable material properties and geometrical parameters when designing the cleaning unit, and they established a baseline for subsequent analyses involving flexible cleaning elements such as sponges.
Next, informed by the preceding simulation analysis, additional simulations were performed to investigate how the angle between the sponge on the attachment and the toilet seat influences the contact area. This angle, referred to as
sponge angle, is treated separately from the previously defined
attachment angle. The corresponding results are shown in
Figure 10. This graph shows that the contact area increased monotonically with the sponge angle, reaching a maximum at approximately 26°. This pattern was markedly different from the trend observed in
Figure 8. The minimum contact area was approximately 3000 mm
2, while the maximum reached about 5200 mm
2, which was more than three times larger than the values obtained for the attachment-only case. This noticeable difference could be attributed to the distinct material properties of the sponge compared with the rigid attachment. Unlike the rigid attachment, the sponge was a compliant material that deformed when pressed against the toilet seat. This deformability allowed the sponge to conform closely to the curved geometry of the seat, thereby eliminating the edge-lifting state observed in the previous simulation. Consequently, the contact area increased as the sponge angle became larger. These results indicate that employing a soft sponge material could substantially expand the effective contact area and, as a result, enhance overall cleaning performance.
Moreover, the deformation of the sponge generated pressure on the seat surface (see
Figure 11). Specifically, at
sponge angles of 0°, 8°, 16°, and 24°, the simulated pressures were approximately 20, 30, 40, and 50 kPa, respectively. The factors contributing to this pressure increase with larger sponge angles were examined. Flexible materials such as sponges underwent localized compression under the applied force and conformed to curved surfaces, thereby improving pressure distribution across the toilet seat. This pressure generated stable friction suitable for cleaning over a wide area. Consequently, the sponge was able to scrub the toilet seat surface effectively, indicating a high potential for efficient cleaning.
Next,
Figure 12 illustrates the analytic relationship between contact area and pressure. The results showed that pressure generally increased as the contact area expanded. While the contact area reached a saturation point at approximately 5200 mm
2 and exhibited no further growth, the pressure continued to rise beyond this point. This trend indicated that, once the sponge had sufficiently expanded its contact area, additional applied force led to increased compression within the same region, thereby elevating the local pressure. This tendency reflected the inherent compression characteristics of the sponge material. Flexible and porous materials such as sponges initially underwent substantial deformation under relatively small applied forces. However, after exceeding a certain deformation threshold, the internal cellular structure became increasingly compacted, resulting in a marked increase in stiffness. This mechanical trend explained why pressure continued to increase even after the contact area had ceased to expand. As discussed previously, the friction generated by the applied pressure contributed to enhanced cleaning effectiveness. Conversely, excessive compression was found to potentially accelerate sponge wear and reduce the durability of the cleaning module, including the attachment. Accordingly, the insights obtained from these simulations enabled the identification of operating conditions that maximized the contact area while preventing excessive pressure. These results demonstrated the feasibility of optimizing the trade-off between cleaning performance and long-term durability.
Furthermore, 3D graphs were used to visualize the pressure distribution by representing the sponge, the toilet seat, and the pressure magnitude with corresponding color bars (see
Figure 13). In these graphs, the sponge was depicted as a green square, while the toilet seat was represented as a dark blue circular shape with a central opening. The results demonstrated a clear correlation between increasing sponge angle and rising pressure. In addition, the spatial extent of the pressure distribution was observed to expand as the sponge angle increased. Notably, as the sponge deformed to conform to the curved surface of the toilet seat, pressure was transmitted toward the outer edges of the contact region, resulting in a highly uniform pressure distribution over a wide area. This expansion of the pressure distribution was attributed to the deformation characteristics of flexible materials such as sponges. Moreover, the results indicated that pressure was not only locally intensified, as observed in previous simulations, but also propagated to surrounding regions. These findings highlighted a characteristic unique to flexible materials like sponges—their ability to expand the effective cleaning range.
These simulation results indicated that maximizing the cleaning performance of the developed seat-cleaning device required appropriate adjustment of both attachment angle and sponge angle. In particular, angle conditions that allowed the pressure distribution to spread without generating excessively high local pressures were found to offer the potential for achieving high cleaning efficiency while suppressing sponge wear. Furthermore, the simulation model was parameterized by the toilet seat surface geometry and the relative angle between the cleaning unit and the seat, rather than by fixed dimensions. Consequently, variations in seat size or shape did not require fundamental changes to the control timing flow; adaptation could be achieved by tuning the parameters to match the target geometry. This flexibility enabled it to be readily applied to a wide range of toilet seats used in both residential and public facilities, demonstrating high scalability and adaptability. Accordingly, this series of simulations demonstrated that enhanced cleaning performance could be achieved through optimized angle design. Moreover, these findings were expected to provide valuable guidance for the subsequent evaluation experiments conducted using the developed prototype.
In this study, several simplifying assumptions were introduced in the simulations regarding the toilet seat geometry, the material characteristics of the cleaning unit, and the contact conditions between the toilet seat and the cleaning unit. In practice, toilet seats exhibit geometric imperfections such as minor surface irregularities, and the sponge material may display nonlinear elastic and rate-dependent characteristics. Moreover, dynamic effects, including inertia and vibration of the developed prototype, may arise during operation. These factors can influence local contact conditions and pressure distributions, potentially limiting quantitative accuracy. Nevertheless, the adopted assumptions facilitate a systematic investigation of relative trends in contact area and pressure distribution. Accordingly, the proposed simulated model is well suited for guiding the design and parameter tuning of the prototype. Future work will incorporate more detailed material models and experimental validation under realistic operating conditions.
4.2. Experimental Results
Based on the insights obtained from the simulation results, the flexible-rack type prototype was further refined. Specifically, both attachment angle and sponge angle were set to their respective optimal values, thereby achieving a balanced condition between contact area and pressure distribution. To evaluate the effectiveness of the enhanced prototype, a series of performance tests was conducted. First, experiments were performed to determine whether the entire toilet seat surface could be covered within a single cleaning cycle. Two distinct motion trajectories were recorded using only the attachment and using the sponge mounted on the attachment.
The results of these experiments are presented in
Figure 14. This graph indicates that, although the attachment alone was able to cover a large portion of the seat surface, as shown in
Figure 14a, it could not achieve complete coverage. In contrast, when a sponge was mounted on the attachment (see
Figure 14b), its deformation characteristics expanded the cleaning range, enabling full coverage of the seat surface. These results confirmed that the flexibility of the sponge and the conformity to curved surfaces substantially improved the effective cleaning area. These experimental results were consistent with the simulation results, demonstrating that the improvements based on the optimized angle were effective in extending the cleaning range and suggesting strong potential for high performance under actual operating conditions.
Next, a performance comparison was conducted between the belt-pulley and the flexible-rack type prototypes during the cleaning operation. Specifically, the time required to complete one cleaning cycle was measured. These experiments were performed 50 times for each prototype. The statistical data were presented in the box-and-whisker plots shown in
Figure 15, where the interquartile range (25–75%), mean values, and standard deviations are indicated by the boxes, X-marks, and error bars, respectively.
A clear contrast was observed between the two prototypes. The belt–pulley type prototype exhibited a large variability in cleaning-completion time, whereas the flexible-rack type prototype showed almost no variation. These results indicated that the belt–pulley type provided unstable cleaning performance, primarily due to its limited durability. As mentioned in
Section 3, this instability was mainly caused by gradual belt elongation and the resulting loss of tension during repeated cleaning cycles. Such deformation reduced the accuracy of sponge-position control and increased backlash during drive-direction reversals. Consequently, the belt–pulley type frequently deviated from the intended cleaning trajectory, making it difficult to maintain consistent performance. In contrast, the enhanced flexible-rack type prototype employed rigid structural elements, which allowed the cleaning module to maintain high positional accuracy and stable operation even under repetitive use. These results suggested that this prototype reduced user burden and mitigated concerns regarding operational instability in real-world toilet environments, thereby improving overall comfort and usability.
Although the cleaning time of the flexible-rack type prototype was slightly longer than that of the belt–pulley type prototype, this difference did not indicate a degradation in performance. As described in
Section 3, the prototype intentionally incorporated a delay at each
operation-switching point to ensure reliable execution of all cleaning actions. This delay functioned as a deliberate design feature to protect the mechanical components and stabilize overall operation. Consequently, the increased cleaning time was effectively utilized rather than being detrimental. Overall, the flexible-rack type prototype exhibited more stable cleaning performance compared with the belt–pulley type prototype.
Next, the sustainability of the flexible-rack type prototype during the cleaning operation was evaluated through a capacity assessment based on the remaining battery level. For these experiments, a Turnigy nano-tech 12 V lithium polymer (LiPo) battery (HobbyKing Co., Ltd., Hong Kong, China) was employed. Restrooms in public facilities such as airports and shopping malls are typically equipped with standard alternating current (AC) power outlets; therefore, the proposed prototype is designed to operate primarily on AC power rather than battery power in high-usage environments. A LiPo battery employed in this study was introduced mainly for prototype evaluation and as a backup power source in situations where AC power is unavailable, such as during emergencies or disasters. Furthermore, to ensure safety in wet environments, the entire control module, including all electrical cable connections, was encapsulated in epoxy resin to achieve waterproofing.
The assessment was conducted in intervals of 10 cycles, with the remaining battery level measured and recorded at the end of each interval. This procedure was repeated for a total of 400 cleaning cycles to analyze the long-term power consumption characteristics. The results are presented in
Figure 16. Although the remaining battery capacity gradually decreased with increasing cycle count, the reduction rate remained approximately 3% per 10-cycle interval. Furthermore, about 70% of the initial battery capacity remained after 100 cycles, indicating that the developed seat-cleaning system exhibited stable operation due to a constant reduction rate.
This constant power consumption was attributed to the minimal mechanical losses inherent in the flexible-rack type prototype. Unlike the previous belt–pulley design, this mechanism did not require additional torque to compensate for belt stretching or slippage, allowing stable operation with minimal energy consumption. These results further confirm that the flexible-rack prototype provides stable operating time for routine cleaning tasks, with a single battery charge supporting a predictable number of cleaning cycles and thereby eliminating the need for frequent recharging. Consequently, user burden is reduced, which is an important factor for practical implementation. Overall, compared with the belt–pulley design, the flexible-rack type prototype demonstrates superior cleaning performance and more stable power consumption, indicating clear advantages for practical deployment.
Although these experiments employed a LiPo battery to evaluate the sustainability of the seat-cleaning system, it was also confirmed that the prototype could be powered by an AC power outlet. In such a configuration, the prototype was operated by regulating the voltage and current using an AC adapter or by incorporating a voltage step-down module as required. These results indicated that, even when deployed in public facilities, the prototype was capable of supporting a large number of cleaning cycles while maintaining high power efficiency.
Finally, experiments for cleaning performance were conducted using the developed flexible-rack type prototype (see
Figure 17). These experiments assessed the effectiveness of the seat-cleaning system in removing blue dried stains that had been artificially applied to the seat surface. The left side of
Figure 17 shows the initial state before cleaning, while the right side shows the state after one cleaning operation. To evaluate cleaning performance, the proportion of blue pixels on the white seat was calculated before cleaning and recalculated after each cleaning operation. This procedure was repeated for the first through fourth cleaning cycles. A total of 30 different initial conditions were prepared, and the statistical results obtained from these trials are presented in
Figure 18.
These results demonstrated that a single reciprocating cleaning cycle was sufficient to clean the entire toilet seat, with over 95% removal rate. As expected, the removal rate increased with the number of cleaning cycles; however, the incremental improvement saturated after the third cycle. These results were achieved through the stable operation of the flexible-rack mechanism in combination with the optimized attachment and sponge angles, which enabled efficient cleaning motion along the curved geometry of the seat. Furthermore, blue dried stains were observed to fall naturally into the toilet bowl during the cleaning process (see the right side in
Figure 17), due to the effective use of the seat’s curved surface rather than simple surface scraping. These results confirmed the effectiveness of the proposed cleaning mechanism, which leveraged the seat geometry to guide contaminants away from the surface. Consequently, the experimental results in
Figure 18 indicated that the prototype achieved a level of cleaning uniformity that had been difficult to realize with conventional toilet-cleaning robots.
Based on these evaluation experiments, the developed prototype demonstrated consistently stable cleaning performance and excellent power efficiency. These results established a solid technological foundation for practical implementation. Consequently, the effectiveness of the seat-cleaning system equipped with an automatic cleaning function was successfully validated.
4.3. Discussion
This study focused on the development of a toilet seat equipped with an automatic cleaning function. The overall concept was established around a cleaning sequence designed to minimize user burden. Based on this concept, a flexible-rack type prototype was developed. Through a series of numerical simulations and evaluation experiments, the effectiveness of the proposed prototype was verified, and it was confirmed that the prototype provided sufficient cleaning performance.
This proposed prototype is composed of commercially available stepper motors and 3D-printed components, without requiring specialized high-precision parts, resulting in low development cost. Next, the prototype mounts onto the toilet seat lid and existing seat structure without permanent modifications or additional plumbing, enabling easy deployment in existing restrooms. Finally, the sponge is treated as a consumable, and the drive module employs simple repetitive linear motion, reducing maintenance complexity and routine maintenance burden. Nevertheless, several issues remained to be addressed in order to further advance the prototype toward full practical implementation.
The primary concern is related to sponge replacement. Experimental results confirmed that the sponge maintained both its structural integrity and cleaning effectiveness even after cleaning cycles, demonstrating considerable durability. Nevertheless, periodic replacement remained necessary due to wear and hygiene considerations. In the current prototype, the sponge is reusable and thus poses a residual risk of cross-contamination; however, it is treated as a consumable and designed for easy replacement during routine maintenance to mitigate this risk. In this study, this replacement procedure was performed manually by cleaning staff. To overcome this limitation, ongoing research focuses on the development of an automatic toilet paper-based cleaning mechanism. In this idea, toilet paper is automatically cut, mounted, and used as the cleaning medium, after which the used paper is disposed of directly into the toilet bowl. Unlike a reusable sponge, the cleaning medium is replaced after each cleaning sequence, enabling the continuous maintenance of hygienic conditions. However, using the toilet paper as a cleaning medium requires precise control of winding force and speed, and its strength may degrade under wet outdoor conditions.
The second concern is related to the type of cleaning fluid used. Previous studies had shown that various bacteria and viruses could be present on toilet seat surfaces [
25]. However, since the developed prototype employed only a single cleaning fluid, it was incapable of sterilizing all such microorganisms. To overcome this limitation, ongoing research focuses on developing a cleaning mechanism that utilizes a combination of cleaning fluids. By integrating multiple sensors, the system could identify the type of contamination and select the most appropriate cleaning fluid accordingly. For microorganisms and contaminants that are too fine to be detected by the sensors, a potential future approach is the integration of biological testing devices; however, this is constrained by the substantial cost increase associated with such equipment. The implementation of these two enhancements was expected to enable more advanced cleaning capabilities and substantially improve the practical applicability of the smart toilet seat.