1. Introduction
In modern society, long-distance driving has become a part of everyday life for many individuals, particularly in high-intensity work environments, where driver fatigue has become an increasingly serious issue. Driving fatigue not only affects the driver’s attention and reaction speed but also potentially leads to traffic accidents, posing significant risks to road safety. A significant association exists between collision accidents and driving fatigue. Approximately 10% to 20% of traffic accidents are caused by driving fatigue [
1,
2]. Therefore, the effective alleviation of driver fatigue and the improvement of the driving experience have become critical issues in the field of traffic safety.
With the advancement of technology, driving fatigue has been extensively studied. Mu et al. [
3] selected 12 participants for a simulated driving experiment and developed a fatigue detection algorithm based on electroencephalogram (EEG) signals. Guo et al. [
4] developed a multimodal attention network for driver fatigue detection based on EEG, electrodermal activity (EDA), and photoplethysmography (PPG) signals using the simulation driving experiment data of 14 participants. Although much research has been conducted on driving fatigue, most of it focuses on fatigue identification and detection [
5,
6]. The intervention and management of driving fatigue still requires further study.
Numerous studies have demonstrated that fragrance interventions, as a non-invasive psychophysiological approach, can effectively improve fatigue and mood by influencing both psychological states and physiological responses [
7,
8,
9]. For instance, it pointed out that the scent characteristics of fragrances can directly connect to the emotional centers of the brain via the olfactory system, thereby inducing emotional regulation effects [
10,
11]. Many studies have shown that fragrances can significantly enhance drivers’ alertness and psychological states by modulating mood and alleviating stress [
12,
13,
14]. However, research on the application of fragrances in driving fatigue intervention remains relatively limited. Specifically, there is a lack of systematic exploration of how factors such as fragrance type, intervention intensity, and release mode affect the psychophysiological states of drivers.
In the context of automobile driving, a driver’s physiological state, such as heart rate variability (HRV), is often used as an effective indicator of fatigue [
15]. HRV reflects the balance of the autonomic nervous system and can reveal physiological changes in the driver due to fatigue during driving [
5,
16]. HRV is widely utilized as a key marker of fatigue in drivers and has been applied to investigate the relationship between drivers’ physiological states and driving behavior [
17,
18]. Persson et al. [
19] utilized the real road data of 86 drivers who were either awake or in a state of sleep deprivation to explore the relationship between HRV and driver drowsiness. The results showed that sleepiness was associated with lowered heart rate and increased HRV. Recent studies have also indicated that HRV can not only reflect the level of fatigue but can also effectively predict drivers’ cognitive and emotional states [
20,
21]. These studies highlight HRV as a reliable physiological indicator for evaluating driver fatigue and its related emotional responses.
Moreover, a driver’s emotional state is one of the key factors influencing driving safety. Particularly in long-duration driving tasks, negative emotions cause the driver’s mental state to become unstable, thereby affecting their driving safety [
22,
23,
24,
25]. Research has shown that a driver’s emotional and psychological states directly impact driving responses and overall safety [
26]. Negative emotions, such as anxiety and stress, can easily lead to slower reaction times and increase the risk of accidents [
27]. Therefore, regulating the emotional state of drivers is of great significance in reducing human-caused traffic accidents [
9,
13]. Especially through fragrance intervention, it not only regulates the drivers’ emotions but also alleviates fatigue, which is conducive to further enhancing driving safety.
Thus, the present study aims to explore the effects of fragrance intervention on drivers’ subjective fatigue, HRV indicators, and emotional states, with a focus on how intervention intensity, fragrance type, and release mode modulate the psychophysiological states of drivers. Specifically, the study will examine the effects of different intervention intensities (no intervention and fragrance intervention), fragrance types (woody, herbal, and citrus scents), and fragrance release modes (continuous release, pulsed release, and intermittent release) on mitigating driver fatigue. The hypotheses of the study include that fragrance interventions can significantly improve driver fatigue and emotional states, and that different fragrance types and release modes will show significant differences in their modulation of HRV and emotional responses. The research aims to provide a theoretical basis for fragrance-based driving fatigue intervention strategies and explore the potential applications of fragrance as a safety management tool in driving.
2. Methodology
2.1. Participants
The study involved 40 healthy participants, who were randomly and equally divided into two groups for testing fragrance types and fragrance release modes. The fragrance type group consisted of 20 participants, with a balanced gender distribution, an average age of 31.3 years (SD = 6.74), an average driving experience of 6.74 years (SD = 4.2), and an average accumulated driving distance of 43,442 km. The fragrance release mode group also included 20 participants, with a balanced gender distribution, an average age of 31.9 years (SD = 7.84), an average driving experience of 6.05 years (SD = 4.34), and an average accumulated driving distance of 42,755 km. A self-reported screening procedure ensured that all participants were healthy and had normal olfactory function, with no history of respiratory diseases. According to the sleep survey report, 55% of the participants rated their sleep quality in the past week as excellent, 45% as normal, and none as poor. 80% of the participants reported falling asleep between 23:00 and 00:00 in the past week, 10% fell asleep before 23:00, and 10% fell asleep after 00:00 but before 01:00. 80% of the participants reported getting up between 07:00 and 09:00 in the past week (excluding the day of the experiment), and 20% got up between 06:00 and 07:00.
2.2. Experimental Equipment
The study was conducted in an enclosed driving simulator cockpit constructed with high-transmittance acrylic panels, integrating three functional modules, including a simulated driving system, a fragrance intervention system, and fatigue monitoring, as shown in
Figure 1. Environmental parameters were maintained at 24–26°C with 40–50% relative humidity. A detailed description of the enclosed driving simulator cockpit can be found in
Appendix A. The solid fragrance generation device was utilized to release fragrance, as shown in
Figure 2. The released fragrance scent is transmitted to the driver through the cockpit fan.
2.3. Experimental Design
Three types of in-vehicle fragrances and three fragrance release modes were evaluated in this study. During the fragrance type test, the fragrance dispenser was set to a fixed release mode. During the fragrance release mode test, the dispenser was set to a fixed fragrance type. Specifically, the fragrance types were tested first, and a specific release mode CR was consistently used, with the combinations being “HINOKI and CR, GRASSY and CR, YUZU and CR”. Then the release modes were tested, and a specific fragrance called YUZU was consistently used, with the specific combinations being “YUZU and CR, YUZU and PR, YUZU and PR”.
2.3.1. Fragrance Type
Three types of in-vehicle fragrances, named HINOKI, GRASSY, and YUZU, were assessed. These fragrances are from a certain automotive brand and claim to have anti-fatigue effects. They are formulated by mixing different base fragrance compounds. Due to commercial confidentiality, the fragrance formulas cannot be disclosed; however, the odor characteristics of these fragrances are publicly available, as shown in
Table 1. These odor characteristics have also been found to alleviate fatigue and anxiety and enhance positive emotions in the research [
28,
29,
30].
2.3.2. Fragrance Release Mode
In this study, a fragrance dispenser, which was removed from a real vehicle, was used as the vehicle’s fragrance delivery system. The dispenser has three release modes: continuous release (CR), pulse release (PR), and intermittent release (IR). The release parameters for each mode are shown in
Table 1. In the continuous release mode, the machine operates continuously. In the pulse release mode, the machine operates intermittently with short intervals between bursts. In the intermittent release mode, the machine operates intermittently with longer intervals. The operational pattern and the duration of the intervals directly influence the fragrance concentration within the vehicle, with the CR mode having the highest concentration, followed by PR, and IR having the lowest concentration. CR is the basic mode of the vehicle fragrance system; however, due to the phenomenon of olfactory adaptation [
31], continuous odor stimulation can lead to a decrease in olfactory sensitivity. The PR and IR modes are designed to counteract this phenomenon. Based on periodic changes in stimulation, it is possible to extend the intervention effect.
2.4. Experimental Conditions and Procedures
The experimental protocol was approved by the university’s Institutional Review Board and conducted in accordance with the Declaration of Helsinki. Upon arrival, participants were informed about the study’s purpose, procedures, and potential risks, and they were asked to sign a written informed consent form.
All driving tasks were conducted in the afternoon at 2:00 PM. Participants were instructed to avoid taking a nap on the day of the experiment to ensure they were in a fatigued state, as this would facilitate the onset of fatigue during the task. Participants were also instructed to refrain from consuming caffeine the day before the experiment and to remain awake during the 6:00 AM to 2:00 PM window on the test day. Each participant completed three monotonous driving tasks. The actual experimental scene is shown in
Figure A2.
For the fragrance type test, participants were exposed to HINOKI fragrance during one driving task, GRASSY fragrance during another, and YUZU fragrance during the third. The order of fragrance types was randomized across participants, and they were blinded to which fragrance they were exposed to. All three fragrances were released after the participant had driven for 30 min. A similar procedure was followed for the fragrance release mode test.
The experimental procedure of the single driving task is shown in
Figure 3. After the experiment began, participants performed the driving tasks in a closed driving simulator, using monotonous driving scenes to induce driver fatigue. The driving scenario consisted of a highway with a constant speed of 120 km/h and no other traffic, thus avoiding interference such as collisions.
After 30 min of driving, the experimenter activated the fragrance dispenser. The dispenser, containing solid fragrance blocks, was placed inside the cockpit approximately 1 m away from the participant’s face, with the nozzle directed towards the driver. Upon activation, the experimenter pressed a button to trigger the dispenser, which then released the designated fragrance according to the pre-programmed mode. The fragrance dispenser operated silently. Participants were informed that the study involved an evaluation of different scents, but they were unaware of the number of fragrances, the timing of their release, or the expected effects of these fragrances. After exposure to the fragrance, participants continued driving for another 30 min, at which point the experiment was concluded. The total duration of the experiment for each participant was 1 h. After the experiment ended, the participants filled out the questionnaire to report on the changes in fatigue and emotions during the experiment. Due to the fact that fatigue and emotion assessment will take approximately 1 min, the specific assessment time points for the 0 min (baseline) and 30 min will be advanced by two minutes, respectively. The specific assessment time point of 60 min will be delayed by 2 min and will be conducted with the questionnaire.
2.5. Measurement
2.5.1. Subjective Fatigue
Self-reported fatigue was assessed at three time points: before the driving task, at 30 min into the driving task, and after the driving task. Fatigue levels were measured using the Visual Analog Fatigue Scale (VAFS) [
32]. The Visual Analog Scale (VAS) consists of a 10 cm horizontal line with written descriptions at each end (
Figure 4). Participants were asked to mark a point on the line that they felt best represented their current state. The possible score range is from 0 to 1, and the score is measured in millimeters from the “no fatigue” end to the point indicated by the participant, using a ruler. The score is calculated by measuring the length of the line segment from the “no fatigue” point to the point indicated by the participant, divided by 100 mm. Higher VAFS scores indicate higher levels of fatigue.
2.5.2. Electrocardiogram and HRV
Electrocardiogram (ECG) signals were recorded using the ErgoLAB platform (Kingfar International Inc., Beijing, China). Electrocardiographic data were collected using a three-electrode configuration (Lead II) attached to the chest, recorded at 1024 Hz through the ErgoLAB system. The ECG sensor was secured to the chest using an elastic band, without interfering with normal driving (
Figure 5). Raw ECG signals were bandpass-filtered (0.3–30 Hz) to remove noise, with NN interval extracted for Heart rate variability (HRV) analysis.
HRV is considered one of the most valuable non-invasive methods for assessing the autonomic nervous system (ANS). By consecutive heartbeats before and after the olfactory intervention, significant HRV indicators that can assess the arousal effects on fatigue were extracted. HRV analysis requires at least 2 min of data to ensure the accuracy of the analysis [
33]. In this study, 5 min of data were used to calculate HRV to ensure accuracy. Specifically, the HRV analysis utilized 20–25 min blocks before the intervention and 55–60 min blocks after the intervention. The baseline was 5–10 min blocks. Overall, HR, SDNN, pNN50, and LF/HF were calculated according to the following formulas:
where RR
i is i-th NN interval;
where N is the number of NN intervals, and µ is the mean of all NN intervals;
where NN
50 was the number of NN intervals that differed by more than 50 ms;
where P
LF was the power of the low frequency band (0.04 to 0.15 Hz), and where P
HF was the power of the high frequency band (0.15 to 0.4 Hz).
2.5.3. Subjective Emotion
Subjective emotional data were collected at three time points: before the driving task (−2 min), after 30 min of driving (28 min), and after the driving task (62 min), using the POMS 2-A™ questionnaire (Q
A, Q
B, Q
C). The Q
A data were used to assess participants’ baseline emotional levels prior to the experiment, the Q
B data were used to evaluate the impact of driving on participants’ emotions, and the Q
C data were used to evaluate the effect of fragrance management on participants’ emotional states. The POMS 2-A™ includes seven subscales and a Total Mood Disturbance (TMD) score. The seven subscales are: Tension–Anxiety (TA), Depression–Dejection (DD), Anger–Hostility (AH), Vigor–Activity (VA), Fatigue–Inertia (FI), Confusion–Bewilderment (CB), and “Friendliness” (FR). The Total Mood Disturbance (TMD) score is a global measure of emotional disturbance, psychological distress, or subjective well-being. It is defined as follows:
For the positive scale VA, a higher score indicates better emotional status, while for the other five negative scales and the global indicator (TMD), a lower score indicates better emotional status. The TMD can be either negative or positive. The “Friendliness” (FR) subscale was omitted from this study because the TMD calculation only includes six emotions, excluding the FR.
2.6. Statistical Analysis
To minimize the effects of individual differences, changes in the dependent variables (subjective fatigue rating, HRV indicators, emotional rating) at different time points were compared individually for each participant. During each 60 min driving experiment, participants underwent a control condition in the first 30 min and a fragrance intervention in the latter 30 min. Therefore, the analysis of subjective fatigue and emotional scores utilized the 28 min and −2 min time points to calculate the data changes during the no intervention phase; and employed the 62 min and 28 min time points to calculate the data changes during the fragrance intervention phase. The HRV analysis employed 20–25 min blocks and 5–10 min blocks to calculate the data changes during the no intervention phase, and used 55–60 min blocks and 20–25 min blocks to calculate the data changes during the fragrance intervention phase.
In the fragrance type test, the two independent variables were fragrance type (3 levels: HINOKI, GRASSY, YUZU) and intervention intensity (2 levels: no intervention and fragrance intervention). The dependent variables were subjective fatigue rating, HRV indicators, and emotional rating. Fragrance type and intervention intensity were treated as fixed effects, while participants were treated as random effects.
In the fragrance release mode test, the two independent variables were fragrance release mode (3 levels: continuous, pulse, intermittent) and intervention intensity (2 levels: no intervention and fragrance intervention). The dependent variables were subjective fatigue rating, HRV indicators, and emotional rating. Fragrance release mode and intervention intensity were treated as fixed effects, while participants were treated as random effects.
Before performing hypothesis testing, the normality of the dependent variables was assessed using the Shapiro–Wilk and Kolmogorov–Smirnov tests. Hypothesis testing was conducted using Generalized Linear Mixed Models (GLMM). Any statistical significance was further investigated using post hoc multiple comparisons (Tukey’s HSD test) to address potential Type I error inflation due to multiple comparisons.
4. Discussion
This study evaluated the effects of intervention intensity (no and fragrance), three types of fragrance (HINOKI, GRASSY, YUZU), and three release modes (CR, PR, IR) on subjective fatigue ratings, HRV, and subjective emotional ratings during a simulated driving task. The results showed that fragrance intervention significantly reduced subjective fatigue scores, total emotional scores (TMD), and the extent of heart rate (HR) reduction. Compared to the other two modes, the continuous release mode (CR) significantly improved subjective fatigue, total emotional scores, and HRV indicators. Fragrance type had no significant effect on the above measures, except for vitality.
4.1. The Impact of Fragrance on Subjective Fatigue
The study results indicated that under no intervention, drivers’ subjective fatigue ratings significantly increased, while fragrance intervention led to a significant reduction in fatigue ratings. The interaction between fragrance type and intervention intensity had no significant effect on subjective fatigue ratings, and no significant differences in fatigue ratings were observed among the three fragrance types, suggesting that the different fragrances had similar effects on fatigue relief. As hypothesized, fragrance intervention improved subjective fatigue perception compared to no intervention. This finding aligns with previous studies, which have indicated that fragrance can positively influence fatigue perception through both physiological and psychological mechanisms [
34,
35]. However, significant differences were observed in the interaction between release mode and intervention intensity. The continuous release mode (CR) had a notably superior effect on subjective fatigue ratings compared to the intermittent release mode (IR). The continuous release mode provides a continuous fragrance stimulus to the driver, which may help alleviate fatigue during driving, whereas the intermittent release mode, due to its discontinuous fragrance delivery, may fail to maintain the same fatigue-relief effect. The fatigue ratings for the pulse release mode (PR) were intermediate between the continuous and intermittent modes, showing some alleviating effect but with no significant difference from the other two modes. This finding suggests that continuous fragrance release is more effective in regulating subjective fatigue, whereas intermittent release may be less effective due to the discontinuous nature of the stimuli.
4.2. The Physiological Effects of Fragrance
The changes in HRV indicators were significantly influenced by the intervention intensity. Specifically, under no intervention, drivers’ heart rate (HR) decreased, while the low-frequency/high-frequency ratio (LF/HF), standard deviation of NN intervals (SDNN), and 50% of NN intervals (pNN50) increased, reflecting a physiological response in which sympathetic nervous activity increases and parasympathetic nervous activity decreases under fatigue [
36,
37]. In contrast, under fragrance intervention, the reduction in HR was significantly less than that under no intervention. The increases in LF/HF and SDNN were also smaller than those observed without intervention, although these changes did not reach statistical significance. The alleviating effect of fragrance was evident in certain HRV indicators, although its intensity was not as pronounced as expected. This finding is consistent with previous research [
38,
39], which found that fragrance interventions could improve heart rate variability (HRV), especially in alleviating stress and anxiety. The release mode also had a significant impact on HR, with the continuous release mode showing a significantly smaller HR reduction compared to the intermittent release mode. This suggests that continuous release mode is more conducive to maintaining a stable heart rate and staying alert. The HR changes in the pulse release mode were intermediate between the continuous and intermittent modes, showing a moderate effect. This result indicated that continuous fragrance release has a more sustained effect on autonomic nervous system regulation, while intermittent release may lead to a diminished effect. Furthermore, the fragrance type has no significant influence on HRV. It is impossible to determine which fragrance is the most effective in improving HRV. The three fragrances have comparable effects on alleviating driving fatigue at the physiological level.
4.3. The Impact of Fragrance on Emotions
In terms of emotional ratings, fragrance intervention significantly improved drivers’ emotional states, particularly with a notable decrease in negative emotions. Specifically, fragrance intervention had the most significant effect on alleviating fatigue emotions, which decreased by 64%, while depressive emotions decreased by 56%, and vitality increased by 66% (
Table 2). These results indicate that fragrance intervention effectively enhances drivers’ emotional states, especially by reducing fatigue and depression, and increasing vitality and alertness, thereby helping to maintain drivers’ mental state and vigilance. This finding aligns with previous research, which has shown that fragrance can not only relieve anxiety and stress but also effectively enhance vitality and alertness [
40,
41,
42]. Fragrance type did not significantly affect the five negative emotions (including fatigue, depression, and tension), but there was a significant interaction between fragrance type and intervention intensity on vitality ratings. Specifically, citrus YUZU fragrance significantly increased vitality ratings, outperforming woody HINOKI fragrance, while herbal GRASSY fragrance had lower vitality ratings than HINOKI but showed no significant difference from the other two fragrances (
Figure 7). This result may be related to the specific olfactory characteristics of the fragrances, as different scents may evoke different physiological and emotional responses, particularly in terms of enhancing vitality, with some fragrances being more effective. Similar studies have shown that citrus fragrances, due to their fresh and invigorating properties, can significantly improve mood vitality and alleviate negative emotional stress [
28]. The citrus fragrance may primarily exert its effect through the cognitive-emotional pathway, directly improving the mental state of the participants rather than through the physiological level. For fatigue and tension emotions, the interaction between release mode and intervention intensity also showed a significant impact. Under fragrance intervention, the continuous release mode (CR) was more effective than the intermittent release mode (IR) in alleviating emotional tension and fatigue. The continuous release mode provides stable fragrance stimuli, helping to reduce drivers’ tension and fatigue, further confirming the effect of fragrance release mode on emotional improvement.
4.4. Limitations and Prospects
This study has several limitations. First, the study was conducted in a controlled laboratory environment with simulated driving tasks. As a result, the findings may not fully reflect real-world driving conditions, where drivers may experience greater psychological burdens.
Secondly, this study did not examine the influence of factors such as gender and age. Future research should recruit a larger and more diverse sample to systematically analyze these individual difference factors.
Thirdly, the 5 min HRV analysis window employed in this study may not be able to fully capture the transient physiological changes that occur within an extremely short period after the release of the fragrance, and it also fails to control for the potential influence of the cognitive state in the later stage of the driving task. Future studies could consider using shorter time windows or instantaneous HRV analysis methods to more accurately reveal the immediate effects of fragrance intervention.
Lastly, as a form of immediate sensory stimulation, fragrance intervention may have a noticeable short-term effect on improving fatigue and emotional states. However, the long-term effects of such interventions, and whether participants gradually become desensitized to the fragrance (olfactory adaptation), remain unclear. Future research could explore the long-term effects of fragrance interventions and potential adaptive mechanisms, or consider using periodic or varied fragrance interventions to maintain their effectiveness.
Furthermore, objective driving performance indicators (such as lane-keeping and steering variability) are crucial for assessing driving safety. Incorporating objective driving behavior indicators into the analysis is an important direction for future research. Despite the challenges that remain in the practical application of fragrance interventions for fatigue, research in this area is still of significant value. The results of this study can provide valuable insights for customizing in-vehicle fragrance release strategies and have important implications for managing drivers’ mental and psychological well-being.
5. Conclusions
The main finding of this study is that fragrance intervention can effectively reduce subjective driver fatigue during driving and significantly improve HRV and mood. Specifically, compared to no intervention, fragrance intervention significantly lowered subjective fatigue ratings, with a more pronounced reduction in fatigue scores under the continuous release mode. Fragrance intervention was also found to effectively improve HR, with significant differences observed across release modes. In comparison to the intermittent release mode, the continuous release mode resulted in smaller fluctuations in HR, indicating that continuous fragrance release is more effective in maintaining a stable physiological state. Fragrance intervention also had a significant impact on emotional ratings, notably improving vitality and significantly reducing negative emotions such as tension, contributing to greater mental alertness. Compared with the interval release mode, the scores for tension and fatigue in the continuous release mode were significantly lower. These findings indicate that fragrance can effectively alleviate driver fatigue and improve their mood by influencing their physiology and emotions, especially in the continuous release mode.
This study also found that the differences in the fatigue-reducing effect of fragrance intervention were more closely related to the intensity of the intervention and the release mode, rather than the fragrance type. All three fragrances can effectively reduce the subjective fatigue score and improve the HRV indicators; however, the differences among them are relatively small, making it impossible to make a physiology-based judgment on which type of fragrance has the best effect. The differences among the three fragrances primarily lie in emotional ratings, which could be related to the odor characteristics of the fragrances. Compared to the other two fragrances (the woody HINOKI and herbal GRASSY), the citrus YUZU fragrance notably enhanced vitality.
The findings of this study can provide valuable insights for customizing in-vehicle fragrance release strategies to alleviate fatigue and improve emotional well-being in individuals engaged in long-duration driving tasks. This has significant implications for the management of drivers’ mental and psychological health.