4.1 One-minute Average Wind Speed of the Ocean Observatory
For the time period between 00:00 on August 23rd and 00:00 on August 25th, which was the impact range of typhoon OMAIS, the Marine City on-site monitoring data were compared with the 1-min average wind speed data of the ocean observatory.
Fig. 6 shows the 1-min average wind speed data (
) and the 1-h average wind direction to identify the atmospheric wind direction (
), which were provided by the Haeundae beach ocean observatory. At the ocean observatory, a maximum wind speed of 18.5 m/s (southwest) was recorded as the first peak at 01:07 on August 24th after the invasion of the typhoon. At 06:00 on August 24th, a maximum wind speed of 15.5 m/s (southwest, west-southwest) was recorded as the second peak as the wind speed increased again even after the typhoon changed into an extratropical cyclone. The wind direction did not show a certain tendency when the observatory was in the indirect impact range of the typhoon. After 14:00 on August 24th when it was in the direct impact range of the typhoon, however, the wind direction was observed in the order of northeast → southeast → southwest, showing an obvious clockwise direction as in an area located on the right side of a typhoon’s path.
4.2 Marine City Wind Speed and Wind Speed Ratio (Relative Evaluation)
Fig. 6 shows the 1-min average wind speed (
) and 1-h average wind direction (
) measured at five points (M-1 to M-5) in Marine City.
Fig. 7 shows the wind speed ratio at each point (
,
) by applying
Eq. (1). As for the calculation of the wind speed ratio, time points at which the wind speed was not measured were excluded. Some wind speed ratios were excessive (5 to 25), and this appears to be because the wind speed measured at the ocean observatory was relatively low. Therefore, in this study, the wind speed ratio was calculated for cases where the wind speed at the ocean observatory was 2 m/s or higher to derive the wind speed ratio at significant wind speed.
4.2.1 Point M-1
Point M-1 was located on the eastern part of the Marine City coastal road. Given that it was directly in contact with the coast, the easterly sea wind could be measured without interference. As it was located on the side of a high-rise building, high wind speed caused by the separated flow and downslope wind was expected.
Fig. 6(a) shows the 1-min average wind speed at point M-1. The maximum wind speed (at 01:16 on August 24th) was measured to be 26.57 m/s (southwest) and the wind speed at the ocean observatory at the same time was 16.9 m/s (southwest), indicating that the wind speed at point M-1 was 1.57 times higher.
The wind speed ratio at point M-1 ranged from 0 to 2.62 as shown in
Fig. 7(a). The maximum wind speed ratio (at 17:49 on August 23rd) was found to be 2.62 when the wind speed at point M-1 was 5.51 m/s (north-northeast) and that at the ocean observatory was 2.1 m/s (northeast). Wind speed ratios less than 1.0 accounted for 46% of the wind speeds, whereas those equal to or higher than 1.0 represented 54% of them, indicating that 54% of the wind speeds were higher than the reference wind speed due to the building wind effect.
Point M-1 was located on the side of a building (
Fig. 8). Therefore, the wind direction was parallel to the direction of the outer wall of the building. The north-northeast wind direction was mostly observed when the atmospheric wind direction was north, and the southwest wind direction when it was south. The wind speed ratio tended to be high when the atmospheric wind direction was parallel to the outer wall direction as in the time periods between 18:00 and 22:00 on August 23rd and between 09:00 and 12:00 on August 24th.
4.2.2 Point M-2
At point M-2, a 10-s average wind speed of approximately 30 m/s (an instantaneous wind speed of 46 m/s) was measured through on-site observation during the invasion of 9th typhoon Maysak in 2020. Given that point M-2 was located at an intersection between high-rise buildings, high wind speed caused by valley wind was predicted.
Fig. 6(b) shows the 1-min average wind speed at point M-2. The maximum wind speed (at 01:10 on August 24th) was measured to be 28.99 m/s (southwest) and the wind speed at the ocean observatory at the same time was 17 m/s (southwest), showing that the wind speed at point M-2 was 1.70 times higher.
The wind speed ratio at point M-2 ranged from 0 to 2.92 as shown in
Fig. 7(b). The maximum wind speed ratio (at 11:06 on August 24th) was found to be 2.92 when the wind speed at point M-2 was 24 m/s (southwest) and that at the ocean observatory was 8.2 m/s (southwest). Wind speed ratios less than 1.0 accounted for 59% of the wind speeds, whereas those equal to or higher than 1.0 represented 41% of them, meaning that 41% of the wind speeds were higher than the reference wind speed due to the building wind effect. At point M-2, the wind speed ratio tended to be high under the southwest wind condition (after 09:00 on August 24th). This appears to be because the wind speed was further increased by the downslope wind as high-rise buildings were densely located on the west side of point M-2.
4.2.3 Point M-3
At point M-3, large social damage occurred, including damage to many windows in shopping malls, during the invasion of 9th typhoon Maysak in 2020. In addition, as point M-3 was located at an intersection close to high-rise buildings, as was the case with point M-2, high wind speed caused by valley wind was predicted.
Fig. 6(c) shows the 1-min average wind speed at point M-3. The maximum wind speed (at 23:33 on August 23rd) was measured to be 10.95 m/s (south-southwest) and the wind speed at the ocean observatory at the same time was 12.8 m/s (southeast), showing that the wind speed at point M-3 was lower.
The wind speed ratio at point M-3 ranged from 0 to 0.87, as shown in
Fig. 7(c). The maximum wind speed ratio (at 09:55 on August 24th) was found to be 0.87 when the wind speed at point M-3 was 8.64 m/s (east-southeast) and that at the ocean observatory was 9.2 m/s (southwest). Wind speed ratios less than 1.0 represented 100% of the wind speeds, indicating that all wind speeds were lower than the reference wind speed. Although point M-3 was located at an intersection close to point M-2 with a distance of approximately 230 m, the increase in wind speed caused by building wind did not occur and the wind speed rather sharply decreased. This appears to be due to the energy dissipation effect of the trees (
Fig. 9) in the apartment complexes adjacent to point M-3.
Given that point M-3 was located at an intersection, as was the case with point M-2, the wind was observed in 360° directions. While point M-2 was highly correlated to the wind direction at the ocean observatory, the wind direction at point M-3 was less correlated. This appears to be due to the generation of a complex airflow pattern caused by the turbulence created in the energy dissipation process by the trees.
4.2.4 Point M-4
As point M-4 was located in the western part of the Marine City area, it was expected that the westerly sea wind could be measured. However, due to the influence of the trees (
Fig. 10) planted in the Pusan Yachting Center, as was also the case with point M-3, relatively low wind speed was observed.
Fig. 6(d) shows the 1-min average wind speed at point M-4. The maximum wind speed (at 23:27 on August 23rd) was measured to be 14.92 m/s (northeast) and the wind speed at the ocean observatory at the same time was 13.3 m/s (east-southeast), indicating that the wind speed at point M-4 was 1.12 times higher.
The wind speed ratio at point M-4 ranged from 0 to 2.13 as shown in
Fig. 7(d). The maximum wind speed ratio (at 18:00 on August 23rd) was found to be 2.13 when the wind speed at point M-4 was 4.26 m/s (east) and that at the ocean observatory was 2.0 m/s (northeast). Wind speed ratios of 1.0 or higher accounted for only 2.3% of the wind speeds, whereas wind speed ratios less than 1.0 represented 97.7% of them, and 79% of the cases showed a wind speed ratio less than 0.5. It appears that the low wind speed at point M-4 was also caused by the energy dissipation effect of the trees.
4.2.5 Point M-5
Point M-5 was located in the southern part of the Marine City coastal road. As it was directly in contact with the coast, the southerly sea wind could be measured. Due to the location of point M-5 at the corner of a high-rise building, high wind speed caused by the separated wind was expected.
Fig. 6(e) shows the 1-min average wind speed at point M-5. The maximum wind speed was measured to be 28.99 m/s (west-southwest) at 01:40 on August 24th. In this instance, the wind speed at the ocean observatory was 14.1 m/s (southwest), showing that the wind speed at point M-5 was 2.05 times higher.
The wind speed ratio ranged from 0 to 2.32 as shown in
Fig. 7(e). The maximum wind speed ratio (at 10:38 on August 24th) was found to be 2.32 when the wind speed at point M-5 was 16.96 m/s (west) and that at the ocean observatory was 7.3 m/s (southwest). Wind speed ratios less than 1.0 accounted for 76% of the wind speeds, whereas those equal to or higher than 1.0 represented 24% of them, indicating that 24% of the wind speeds were higher than the reference wind speed due to the building wind effect.
Given that point M-5 was located on the side of a building (
Fig. 11), east and west wind directions parallel to the building’s outer wall direction were mostly observed. The wind speed ratio was higher when the atmospheric wind directions were east and west than when they were south and north.
4.3 Beaufort Number at Marine City Points (Absolute Evaluation)
In Section 4.2, the wind speed increase rate was analyzed through a relative evaluation. As the damage created by wind is caused by high wind speed, it is necessary to evaluate the absolute value of the increase in wind speed generated by the building wind effect. Therefore, the Beaufort wind scale (
Table 3) was applied to the wind speed data measured at the ocean observatory and five points in Marine City (M-1 to M-5), and the frequency of the Beaufort number is shown in
Fig. 12. Missing data and Beaufort number 0 (calm) were excluded for the convenience of data analysis.
For the wind speed data measured at the ocean observatory, the Beaufort number ranged from 0 to 9. The proportions of Beaufort numbers from 0 to 8 were 1.88%, 15.50%, 14.74%, 13.59%, 21.29%, 16.93%, 11.88%, 3.62%, and 0.56%, respectively, indicating that the numbers were relatively evenly distributed from 1 to 6. The mode was found to be 4 (moderate breeze) and the maximum value was 8 (gale). The results at each point are shown in
Figs. 12(a) to 12(e).
Fig. 12(a) shows the Beaufort numbers of wind speeds measured at point M-1(
). The numbers ranged from 0 to 10, and their proportions were 5.42%, 16.42%, 18.72%, 11.76%, 12.45%, 8.94%, 13.83%, 8.10%, 2.52%, and 1.53%, respectively. The mode was found to be 3 (gentle breeze) and the maximum value was 10 (storm). Compared to the wind speed data at the ocean observatory, Beaufort numbers 1, 4, 5, and 6 showed a decrease in frequency, whereas Beaufort numbers 2, 3, 7, and 8 presented an increase in frequency. Wind speeds corresponding to Beaufort numbers 9 and 10 (20.8 to 28.4 m/s), which were not observed at the ocean observatory, were observed here.
Fig. 12(b) shows the Beaufort numbers of the wind speeds measured at point M-2(
). The numbers ranged from 0 to 11, and their proportions were 25.31%, 12.62%, 14.85%, 15.86%, 5.67%, 5.49%, 7.37%, 5.60%, 1.08%, 0.56%, and 0.03%, respectively. The mode was found to be 1 (light air) and the maximum value was 11 (violent storm). Compared to the wind speed data at the ocean observatory, Beaufort numbers 2, 4, 5, and 6 showed a decrease in frequency, whereas numbers 1, 3, 7, and 8 presented an increase in frequency. Wind speeds corresponding to Beaufort numbers 9, 10, and 11 (20.8 to 32.6 m/s), which were not observed at the ocean observatory, were observed here.
Fig. 12(c) shows the Beaufort numbers of wind speeds measured at point M-3(
). The numbers ranged from 0 to 6, and their proportions were 51.30%, 26.93%, 4.66%, 1.54%, 0.46%, and 0.04%, respectively. The mode was found to be 1 (light air) and the maximum value was 6 (strong breeze). Compared to the wind speed data at the ocean observatory, Beaufort numbers from 3 to 6 showed a decrease in frequency, whereas numbers 1 and 2 had a significant increase in frequency.
Fig. 12(d) shows the Beaufort numbers of wind speeds measured at point M-4(
). The numbers ranged from 0 to 7, and their proportions were 29.67%, 25.62%, 24.53%, 8.04%, 2.80%, 0.52%, and 0.05%, respectively. The mode was found to be 1 (light air) and the maximum value was 7 (near gale). Compared to the wind speed data at the ocean observatory, Beaufort numbers from 4 to 7 showed a decrease in frequency, whereas numbers from 1 to 3 presented a significant increase in frequency.
Fig. 12(e) shows the Beaufort numbers of wind speeds measured at point M-5(
). The numbers ranged from 0 to 11, and their proportions were 27.50%, 21.41%, 17.72%, 14.76%, 6.54%, 1.39%, 0.66%, 1.15%, 1.39%, 0.70%, and 0.07%, respectively. The mode was found to be 1 (light air) and the maximum value was 11 (violent storm). Beaufort numbers from 4 to 7 showed a decrease in frequency, whereas numbers 1, 2, 3, and 8 had an increase in frequency. Wind speeds corresponding to Beaufort numbers 9, 10, and 11 (20.8 to 32.6 m/s), which were not observed at the ocean observatory, were observed at this point.
At points M-1, M-2, and M-5, where the wind speed increased, Beaufort numbers from 4 to 6 (5.5 to 13.8 m/s) tended to show a decrease in frequency, whereas numbers from 1 to 3 (0.2 to 5.4 m/s) and 7 to 11 (13.9 to 32.6 m/s) presented an increase in frequency. In other words, the wind speed corresponding to the middle classes was decreased by the blockage of buildings or increased by the building wind effect depending on the conditions. It is considered necessary to conduct further research on factors that affect building wind through long-term monitoring. Meanwhile, at points M-3 and M-4, where the wind speed decreased due to the wind-proof effect of trees, Beaufort numbers of 4 and above (over 7.9 m/s) tended to show a significant decrease in frequency, whereas Beaufort numbers from 1 to 3 (0.2 to 5.4 m/s) had a significant increase in frequency.