From 39fd92ce7ef0185bc9f538e6678eeab31892a2a3 Mon Sep 17 00:00:00 2001 From: WeathermanTrent <109642752+WeathermanTrent@users.noreply.github.com> Date: Fri, 25 Aug 2023 01:23:43 -0500 Subject: [PATCH 001/119] Initial Hurricane Ian Push --- stories/hurricane-ian.stories.mdx | 16 ++++++++++++++++ 1 file changed, 16 insertions(+) create mode 100644 stories/hurricane-ian.stories.mdx diff --git a/stories/hurricane-ian.stories.mdx b/stories/hurricane-ian.stories.mdx new file mode 100644 index 000000000..e2d0f2c32 --- /dev/null +++ b/stories/hurricane-ian.stories.mdx @@ -0,0 +1,16 @@ +--- +id: crystal-lake-mercury +name: Hurricane Ian and Impacts on Vegetation +description: "A in-depth look on how hurricane Ian impacted vegetation on Sanibel Island near Fort Myers." +media: + src: ::file ./crystal-lake-background.jpg + alt: Artistic photo of a hot fire. + author: + name: Unsplash+ + url: https://unsplash.com/photos/vR1OW8lzxE4 +pubDate: 2023-08-21 +taxonomy: + - name: Topics + values: + - EIS +--- \ No newline at end of file From b5366397a84c14143b2263ead44fb39dca5793f7 Mon Sep 17 00:00:00 2001 From: WeathermanTrent <109642752+WeathermanTrent@users.noreply.github.com> Date: Fri, 25 Aug 2023 01:28:14 -0500 Subject: [PATCH 002/119] Add images --- stories/hurricane-ian.stories.mdx | 6 +++--- stories/ian-cody-reed-background.jpg | Bin 0 -> 3660623 bytes 2 files changed, 3 insertions(+), 3 deletions(-) create mode 100644 stories/ian-cody-reed-background.jpg diff --git a/stories/hurricane-ian.stories.mdx b/stories/hurricane-ian.stories.mdx index e2d0f2c32..7d6628eca 100644 --- a/stories/hurricane-ian.stories.mdx +++ b/stories/hurricane-ian.stories.mdx @@ -3,9 +3,9 @@ id: crystal-lake-mercury name: Hurricane Ian and Impacts on Vegetation description: "A in-depth look on how hurricane Ian impacted vegetation on Sanibel Island near Fort Myers." media: - src: ::file ./crystal-lake-background.jpg - alt: Artistic photo of a hot fire. - author: + src: ::file ./ian-cody-reed-background.jpg + alt: Hurricane Ian Aftermath. + author: Cody Reed name: Unsplash+ url: https://unsplash.com/photos/vR1OW8lzxE4 pubDate: 2023-08-21 diff --git a/stories/ian-cody-reed-background.jpg b/stories/ian-cody-reed-background.jpg new file mode 100644 index 0000000000000000000000000000000000000000..e053cc7989f3a7b49cfe08cd0454b72579a0e6e7 GIT binary patch literal 3660623 zcmbrl2UHW^`ZhXAfKWs4q4(Y)1f}=hivrSn2@tws=uJ9Em)@I#qBNz56d}?CrTsuf z0;qt12(~-^&syi4d)NBDd)Ie&VCKm#lbJp5JNtRd{CV?d3!pL7HP8hh5D1_TetwpaaK&fx+8x#zs0f4|DY^bH4CbzxAHEuW_fC6Ly2_ORiuI^zN z6DwV704xSNTHIk^r@#0=<=Zj<9ti*zCG^d?x&KrD{|V8$V?wb205J!9%XxT)xq~|HV+Ezc>^;K@hY2#oqtI;{VgwsXN*Un$6x#$ z#Ay-Xo*;%9gE%F^*E15tOCaVC2oLlH@plk21bVuL0RR!@-+HX4yAOz^K};EHZK(y~ zD*!-B>HS~W?Y}VAGYULU0MH7?M2Gr%`(U|+-9@-%l$BB3`ks*io>;7exvRUsYp4ge zR&XH3H7FVY{&mfNM*(zy=aw6sWJMWeMMVi&NpSlAUH-R?|L*m_2Y>JFzj~Zl{Leju zFwOj@?muJyQx{wd0H`x?ZgT%q=T-^;kCOp_W%WOG{M7(Jodf{Aum0yxP62ES9kdT 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      + + + Figure 1: National Hurricane Center’s Analysis of storm surge from Hurricane Ian. + +
      - ## Using MERRA-2 to Show Wind Impacts - Using MERRA-2 (Modern-Era Retrospective analysis for Research and Applications, Version 2) data housed by NASA, we can use hourly surface wind data to analyze the hardest hit regions of Hurricane Ian. Figure 3 depicts this dataset with the highest winds occurring just west of the hardest hit islands of southwestern Florida. The data is purposely shown prior to landfall when the most intense part of the storm is impacting the coast, or the eyewall. The eyewall is located just outside the eye where the most intense winds and rainfall most often occur. We can compare that with SVI (Social Vulnerability Index) data that depicts the most impoverished areas from the 2020 Census provided by the CDC. We compare these catastrophic winds to the map in Figure 4. While the most catastrophic damage didn’t occur in the most impoverished portion of Sanibel Island. Major, sizable damage still occurred in the northern portions of Pine and Sanibel Islands along with areas near and around Fort Myers beach where roughly 50-60% of residents in these isolated locations fall below the 150% poverty level. + ## Inland Effects from Ian + Hurricane Ian began as a tropical wave off of the Atlantic Coast of Africa. The wave moved easterly towards the Caribbean where it was first designated “Tropical Storm Ian” on September 24 just southeast of Jamaica. Ian intensified into a hurricane quickly and made landfall in western Cuba near Havana as a Category 3 storm where catastrophic damage occurred and widespread power outages. As the storm exited Cuba, it quickly intensified into a Category 5 Hurricane on the morning of September 28 prior to landfall in southwestern Florida. At 3:05 PM EDT on September 28, Hurricane Ian made landfall on Cayo Costa Island, Florida as a strong Category 4 Hurricane with maximum sustained winds of 149 MPH. Ian weakened to tropical storm status further inland of the Florida Peninsula prior to exiting into the Atlantic. The storm then shifted its track to the north and made landfall as a Category 1 Hurricane in Georgetown, South Carolina on September 30. The damage from Hurricane Ian was especially catastrophic on Pine and Sanibel islands just off the coast of Cape Coral. Figure 2 represents two images from the Associated Press encompassing our primary areas of focus: Fort Myers Beach and Sanibel island and the destruction that Hurricane left in its wake. Most homes along this portion of Fort Myers beach were moved due to the storm surge and were either destroyed or severely damaged. The second image shows a section of the Sanibel Causeway (the causeway that connects Sanibel Island to the mainland of Florida) that was taken out by Hurricane Ian. Both of these images do not begin to scratch the surface on just how catastrophic Ian was not only on vegetation, but to infrastructure in the area. - ## Linking NASA Satellite to Illustrate Vegetation Impacts from Ian - Figure 2 below depicts the Normalized Difference Vegetation Index (NDVI) around Cape Coral a month prior to Hurricane Ian. NDVI serves as a fundamental metric for comprehending the vitality and abundance of vegetation within a specific geographical region. In this discovery, we obtained NDVI data from NASA’s MODIS over a comprehensive two-month duration. The primary vegetation in this portion of Florida can include grasslands and forested regions. The time scope ecompasses both a pre-Ian period, spanning one month prior to the hurricane’s occurrence, and a post-Ian period, spanning one month after the hurricane’s impact. In Figure 2, the bright green locations show a relatively high abundance of vegetation in a particular location. The dark green or red locations depict areas with low vegetation meaning that these areas are likely urbanized in a location such as this. Notice Pine and Sanibel Islands just east of Cape Coral. These areas were particularly hard hit by Ian. Storm surge inundated much of the access points to the islands along with washing away much of the vegetation in these locations. - - Figure 3 depicts a significant change in the vegetation landscape post-Hurricane. Note that we mentioned Pine and Sanibel Islands. Much of the vegetation seems to have been washed away by the storm surge. Punta Russa, located on the southwestern tip of Fort Myers beach along Sanibel Causeway, is another location that experienced catastrophic storm surge during Ian. Note the change in NDVI at the tip of Punta Russa. In addition to statistical analyses, the notable transformation of vegetation in these dispersed areas holds significant scientific importance, as it provides compelling evidence of the formidable impact exerted by this catastrophic hurricane. + ## NDVI & Entropy Analysis + Figure 5 depicts the Normalized Difference Vegetation Index (NDVI) around Cape Coral a month prior to Hurricane Ian. NDVI serves as a fundamental metric for comprehending the vitality and abundance of vegetation within a specific geographical region. In this discovery, we obtained NDVI data from Harmonized Landsat Sentinel-2 (HLS) that is aboard the NASA/USGS Landsat 8 and 9 satellites over two different days encompassing the area prior to the hurricane and post-hurricane. The primary vegetation in this portion of Florida can include grasslands and forested regions. In Figure 5, the darker green locations show a relatively high abundance of vegetation in a particular location. The light green or yellow-ish locations depict areas with low vegetation meaning that these areas are likely urbanized in a location such as this. Notice Pine and Sanibel Islands just east of Cape Coral. These areas were particularly hard hit by Ian. Storm surge inundated much of the access points to the islands along with washing away much of the vegetation in these locations. + + Figure 6 shows a significant change in the vegetation landscape post-Hurricane. Note that we mentioned Pine and Sanibel Islands. Much of the vegetation seems to have been washed away by the storm surge. Punta Russa, located on the southwestern tip of Fort Myers beach along Sanibel Causeway, is another location that experienced catastrophic storm surge during Ian. Note the change in NDVI at the tip of Punta Russa. In addition to statistical analyses, the notable transformation of vegetation in these dispersed areas holds significant scientific importance, as it provides compelling evidence of the formidable impact exerted by this catastrophic hurricane. + + When studying NDVI over a specific time, it’s essential to consider the yearly patterns before the hurricane to understand what is “normal” for that period. As shown in Figure 4, the time series displays NDVI values for the years 2019, 2020, 2021, and 2022. Typically, during late September and early October, the NDVI value hovers around 0.61 based on a three-year average (2019-2021). This value indicates the health and abundance of vegetation in the area. However, when comparing the data from the year when Hurricane Ian occurred, we observe a drop in the NDVI value to less than 0.58. This decrease suggests a notable impact on vegetation in the mentioned areas following Ian. The region under examination includes Pine Island, Sanibel Island, Cape Coral, and Fort Myers, where the vegetation experienced visible changes due to the hurricane’s influence. It is important to note that the NDVI product we use provides a 16-day average, which allows us to monitor changes in vegetation over time, considering the short-term fluctuations and seasonal patterns. The dip in NDVI values begins to occur in early September likely due to the impact of Ian later in the month. We take the difference of the before and after NDVI images and display it in Figure 7. + The pivotal takeaway from this narrative is that Hurricane Ian’s impact extended beyond human life and property, affecting vegetation. The hurricane’s storm surge inundated vast stretches of the coastline between Cape Coral and Fort Myers, but it was particularly catastrophic for Pine and Sanibel Islands. Here, a substantial portion of the pre-Ian vegetation underwent severe devastation due to the sudden surge in water. Thus, hurricanes can exert a substantial and multifaceted influence on the ecological landscape, underscoring the significance of understanding their broader environmental repercussions. + + Entropy, in the context of remote sensing and image analysis, is a measure of the randomness or disorder in an image. A high entropy value suggests a higher level of complexity and texture, while a lower value indicates uniformity and smoothness. By analyzing the entropy change associated with Hurricane Ian using our HLS datasets, we analyze alterations in surface patterns and characteristics. The observed increase in entropy in certain coastal regions post-Hurricane suggests that the once smooth and uniform beach areas become more complex in texture. This complexity could be attributed to the catastrophic storm surge that occurred in the hurricane that pushed the sand further inland. This not only altered the coastal terrain but also created a lot of disorder further inland where homes and businesses that were once present are not either destroyed or heavily damaged. The amount of sand and debris that is scattered throughout the area of interest created chaos within our entropy change from Hurricane Ian. These differences can be analyzed in Figure 9 where the areas in light to dark red represent the areas where the highest change occurred. - ## Comparing Previous Years to 2022 - When studying NDVI over a specific time, it’s essential to consider the yearly patterns before the hurricane to understand what is “normal” for that period. As shown in Figure 4, the time series displays NDVI values for the years 2019, 2020, 2021, and 2022. Typically, during late September and early October, the NDVI value hovers around 0.61 based on a three-year average (2019-2021). This value indicates the health and abundance of vegetation in the area. However, when comparing the data from the year when Hurricane Ian occurred, we observe a drop in the NDVI value to less than 0.58. This decrease suggests a notable impact on vegetation in the mentioned areas following Ian. The region under examination includes Pine Island, Sanibel Island, Cape Coral, and Fort Myers, where the vegetation experienced visible changes due to the hurricane’s influence. It is important to note that the NDVI product we use provides a 16-day average, which allows us to monitor changes in vegetation over time, considering the short-term fluctuations and seasonal patterns. The dip in NDVI values begins to occur in early September likely due to the impact of Ian later in the month. + ## Anomaly Detection and Damage Probability Predictions + Using both analysis from NDVI and entropy differences, we employed anomaly detection to identify and quantify areas that underwent significant changes due to Ian’s impact. This process hinged on the utilization of z-scores, a statistical measure that denotes how many standard deviations a particular data point is from the mean of the dataset. For remote sensing, the z-score was used to highlight pixels that deviated markedly from the average behavior in the scene, indicating potential areas of change or disturbance. + + By calculating the z-scores of our data sources, we could pinpoint pixels with values that were either significantly higher or lower than expected based on the overall distribution of data. Areas with high positive z-scores represented regions where the change, whether it was in vegetation health or surface complexity, was much greater than the average change observed throughout the area of interest. Conversely, areas with high negative z-scores signified regions that were unusually stable or unchanged. + + The UCONN GERS lab’s ‘CONUS Disturbance Watcher’ offers a pioneering approach to near real-time land disturbance detection, utilizing the HLS dataset. By harnessing the capabilities of the Stochastic Continuous Change Detection (S-CCD), this platform constantly updates spectral change magnitudes and other pertinent disturbance features in response to the most recent imagery. Once these features are defined, the system predicts the probability of land disturbances by leveraging models pre-trained on historical disturbance datasets. In the context of Ian, this damage probability dataset serves as a valuable complement. While our primary assessments, including entropy changes and anomaly detection, provide direct insights into Ian’s impact, the ‘CONUS Disturbance Watcher’ augments our understanding by delivering probabilistic insights into areas most likely affected by disturbances. By integrating these data, we gain a more comprehensive view of Ian’s aftermath, combining direct observation with predictive analytics to determine areas of potential vulnerability and change. - The pivotal takeaway from this narrative is that Hurricane Ian’s impact extended beyond human life and property, affecting vegetation. The hurricane’s storm surge inundated vast stretches of the coastline between Cape Coral and Fort Myers, but it was particularly catastrophic for Pine and Sanibel Islands. Here, a substantial portion of the pre-Ian vegetation underwent severe devastation due to the sudden surge in water. 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        + +
        +
        + + + Figure 2: Series of Images from the Associated Press covering various locations of interest in the aftermath of Hurricane Ian. The first image was taken by Wilfredo Lee and shows the aftermath of Ian over Fort Myers Beach. The second image shows a section of the Sanibel Causeway destroyed by Ian taken by Wilfredo Lee. + +
        ## Inland Effects from Ian - Hurricane Ian began as a tropical wave off of the Atlantic Coast of Africa. The wave moved easterly towards the Caribbean where it was first designated “Tropical Storm Ian” on September 24 just southeast of Jamaica. Ian intensified into a hurricane quickly and made landfall in western Cuba near Havana as a Category 3 storm where catastrophic damage occurred and widespread power outages. As the storm exited Cuba, it quickly intensified into a Category 5 Hurricane on the morning of September 28 prior to landfall in southwestern Florida. At 3:05 PM EDT on September 28, Hurricane Ian made landfall on Cayo Costa Island, Florida as a strong Category 4 Hurricane with maximum sustained winds of 149 MPH. Ian weakened to tropical storm status further inland of the Florida Peninsula prior to exiting into the Atlantic. The storm then shifted its track to the north and made landfall as a Category 1 Hurricane in Georgetown, South Carolina on September 30. The damage from Hurricane Ian was especially catastrophic on Pine and Sanibel islands just off the coast of Cape Coral. Figure 2 represents two images from the Associated Press encompassing our primary areas of focus: Fort Myers Beach and Sanibel island and the destruction that Hurricane left in its wake. Most homes along this portion of Fort Myers beach were moved due to the storm surge and were either destroyed or severely damaged. The second image shows a section of the Sanibel Causeway (the causeway that connects Sanibel Island to the mainland of Florida) that was taken out by Hurricane Ian. Both of these images do not begin to scratch the surface on just how catastrophic Ian was not only on vegetation, but to infrastructure in the area. + + Hurricane Ian began as a tropical wave off of the Atlantic Coast of Africa. The wave moved easterly towards the Caribbean where it was first designated “Tropical Storm Ian” on September 24 just southeast of Jamaica. Ian intensified into a hurricane quickly and made landfall in western Cuba near Havana as a Category 3 storm where catastrophic damage occurred and widespread power outages. As the storm exited Cuba, it quickly intensified into a Category 5 Hurricane on the morning of September 28 prior to landfall in southwestern Florida. At 3:05 PM EDT on September 28, Hurricane Ian made landfall on Cayo Costa Island, Florida as a strong Category 4 Hurricane with maximum sustained winds of 149 MPH. Ian weakened to tropical storm status further inland of the Florida Peninsula prior to exiting into the Atlantic. The storm then shifted its track to the north and made landfall as a Category 1 Hurricane in Georgetown, South Carolina on September 30. The damage from Hurricane Ian was especially catastrophic on Pine and Sanibel islands just off the coast of Cape Coral. Figure 2 represents two images from the Associated Press encompassing our primary areas of focus: Fort Myers Beach and Sanibel island and the destruction that Hurricane left in its wake. Most homes along this portion of Fort Myers beach were moved due to the storm surge and were either destroyed or severely damaged. The second image shows a section of the Sanibel Causeway (the causeway that connects Sanibel Island to the mainland of Florida) that was taken out by Hurricane Ian. Both of these images do not begin to scratch the surface on just how catastrophic Ian was not only on vegetation, but to infrastructure in the area. +
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Date: Mon, 9 Oct 2023 10:25:45 -0500 Subject: [PATCH 007/119] Update to fit images --- stories/hurricane-ian.stories.mdx | 11 +++++++++-- 1 file changed, 9 insertions(+), 2 deletions(-) diff --git a/stories/hurricane-ian.stories.mdx b/stories/hurricane-ian.stories.mdx index 68fb74651..ff48e39d4 100644 --- a/stories/hurricane-ian.stories.mdx +++ b/stories/hurricane-ian.stories.mdx @@ -32,12 +32,17 @@ taxonomy: - +

        + +
        + + +
        Figure 2: Series of Images from the Associated Press covering various locations of interest in the aftermath of Hurricane Ian. The first image was taken by Wilfredo Lee and shows the aftermath of Ian over Fort Myers Beach. The second image shows a section of the Sanibel Causeway destroyed by Ian taken by Wilfredo Lee. -
        +
        + + ## Inland Effects from Ian From 5edd7c607ecf2b37b54c2e3267b065a8b6f23e68 Mon Sep 17 00:00:00 2001 From: WeathermanTrent <109642752+WeathermanTrent@users.noreply.github.com> Date: Mon, 9 Oct 2023 10:27:56 -0500 Subject: [PATCH 008/119] Update Syntax --- stories/hurricane-ian.stories.mdx | 1 + 1 file changed, 1 insertion(+) diff --git a/stories/hurricane-ian.stories.mdx b/stories/hurricane-ian.stories.mdx index ff48e39d4..ba4b90fe8 100644 --- a/stories/hurricane-ian.stories.mdx +++ b/stories/hurricane-ian.stories.mdx @@ -50,6 +50,7 @@ taxonomy: Figure 2: Series of Images from the Associated Press covering various locations of interest in the aftermath of Hurricane Ian. The first image was taken by Wilfredo Lee and shows the aftermath of Ian over Fort Myers Beach. 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zkw5sfFO~IW;{Cp#pxT{iDqi$k&MpM4S#F#Rt`nt=9bALL$U4D80Zro?#A(lhqeE@L zbb&|KGvUbPfP@o*xj<3gcfs&<=9Y)~gNLqH(dWK#hwXYzZCTA8wFHFa)Fw4rIZc+4 zZ)K%2LHq<q76kz_!AU`{BxS0uZmS_fS+?5@>HI4g$XCTH5P zTI58OQT9rv$ZRWznhm9Ga1nsa&Y!XzaS+P6;e`dpCg^_c-FEooYdI}72L5o21dR_ z)g}F0Wy`coF3X5(&<+1fW}%D*OE%9r$Kk56z`8XVHa##QKe9>ow-?rxk=BdF-F?76 zs>tXire|T`6eZ}+{P&13M9QfPDE*gqZ`}D)8RI^(%_(5z&b=3;|X$<06S* zFfkYkimRh+GIn$V9zrN@M-`>Gs&S<4GX)+6R*Fm~%{{=rat!4lK literal 0 HcmV?d00001 From 4edf99574885bf0b159904c28f547d7939daf846 Mon Sep 17 00:00:00 2001 From: WeathermanTrent <109642752+WeathermanTrent@users.noreply.github.com> Date: Fri, 25 Aug 2023 01:34:38 -0500 Subject: [PATCH 003/119] push --- stories/hurricane-ian.stories.mdx | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/stories/hurricane-ian.stories.mdx b/stories/hurricane-ian.stories.mdx index 7d6628eca..d89a48146 100644 --- a/stories/hurricane-ian.stories.mdx +++ b/stories/hurricane-ian.stories.mdx @@ -1,11 +1,11 @@ --- -id: crystal-lake-mercury +id: hurricane-ian name: Hurricane Ian and Impacts on Vegetation description: "A in-depth look on how hurricane Ian impacted vegetation on Sanibel Island near Fort Myers." media: src: ::file ./ian-cody-reed-background.jpg alt: Hurricane Ian Aftermath. - author: Cody Reed + author: name: Unsplash+ url: https://unsplash.com/photos/vR1OW8lzxE4 pubDate: 2023-08-21 From d0aabd0337f77c6d38e4298336a9fd29bbf5529d Mon Sep 17 00:00:00 2001 From: WeathermanTrent <109642752+WeathermanTrent@users.noreply.github.com> Date: Fri, 25 Aug 2023 01:50:34 -0500 Subject: [PATCH 004/119] Added Text --- stories/hurricane-ian.stories.mdx | 45 ++++++++++++++++++++++++++++++- 1 file changed, 44 insertions(+), 1 deletion(-) diff --git a/stories/hurricane-ian.stories.mdx b/stories/hurricane-ian.stories.mdx index d89a48146..89c2ddbb2 100644 --- a/stories/hurricane-ian.stories.mdx +++ b/stories/hurricane-ian.stories.mdx @@ -13,4 +13,47 @@ taxonomy: - name: Topics values: - EIS ---- \ No newline at end of file +--- + + + + ## Introduction + Hurricane season in the United States stretches from June 1 through November 31 on any particular year. Peak Hurricane season in the eastern United States occurs in August and September. In 2022, Hurricane Ian impacted southwest Florida on September 28 as a Category 4 Hurricane (based on the Saffir-Simpson Wind Scale). The storm produced $110 billion dollars in damage in Florida alone and left 158 dead. Hurricane Ian was also responsible for not only its impact on life and property, but also an impact on the landscape in portions of southwestern Florida near Fort Myers. Storm surge reached unprecedented levels around the regions of Cape Coral and Fort Myers upwards of 12 to 18 feet. Storm surge, in simple terms, is the sudden rise in ocean water levels during a storm such as a hurricane or tropical storm. An analysis in Figure 1 from the National Hurricane Center’s review on Hurricane Ian shows the dangerous storm surge’s heavy impact on our area of interest. The storm surge is attributed as the primary cause of the catastrophic damage on Pine and Sanibel Islands along with the coastline of Cape Coral and Fort Myers. + + + + + + ## Storm Evolution and Satellite Impact View + Hurricane Ian began as a tropical wave off of the Atlantic Coast of Africa. The wave moved easterly towards the Caribbean where it was first designated “Tropical Storm Ian” on September 24 just southeast of Jamaica. Ian intensified into a hurricane quickly and made landfall in western Cuba near Havana as a Category 3 storm where catastrophic damage occurred and widespread power outages. As the storm exited Cuba, it quickly intensified into a Category 5 Hurricane on the morning of September 28 prior to landfall in southwestern Florida. At 3:05 PM EDT on September 28, Hurricane Ian made landfall on Cayo Costa Island, Florida as a strong Category 4 Hurricane with maximum sustained winds of 149 MPH. Ian weakened to tropical storm status further inland of the Florida Peninsula prior to exiting into the Atlantic. The storm then shifted its track to the north and made landfall as a Category 1 Hurricane in Georgetown, South Carolina on September 30. The damage from Hurricane Ian was especially catastrophic on Pine and Sanibel islands just off the coast of Cape Coral. Figure 2 is centered over Lighthouse beach park on the eastern coast of Sanibel Island. The images represent a month prior to Ian and a month post-Ian. Notice the damaged homes and businesses along with the washed away grasslands. + + + + + + ## Using MERRA-2 to Show Wind Impacts + Using MERRA-2 (Modern-Era Retrospective analysis for Research and Applications, Version 2) data housed by NASA, we can use hourly surface wind data to analyze the hardest hit regions of Hurricane Ian. Figure 3 depicts this dataset with the highest winds occurring just west of the hardest hit islands of southwestern Florida. The data is purposely shown prior to landfall when the most intense part of the storm is impacting the coast, or the eyewall. The eyewall is located just outside the eye where the most intense winds and rainfall most often occur. We can compare that with SVI (Social Vulnerability Index) data that depicts the most impoverished areas from the 2020 Census provided by the CDC. We compare these catastrophic winds to the map in Figure 4. While the most catastrophic damage didn’t occur in the most impoverished portion of Sanibel Island. Major, sizable damage still occurred in the northern portions of Pine and Sanibel Islands along with areas near and around Fort Myers beach where roughly 50-60% of residents in these isolated locations fall below the 150% poverty level. + + + + + + ## Linking NASA Satellite to Illustrate Vegetation Impacts from Ian + Figure 2 below depicts the Normalized Difference Vegetation Index (NDVI) around Cape Coral a month prior to Hurricane Ian. NDVI serves as a fundamental metric for comprehending the vitality and abundance of vegetation within a specific geographical region. In this discovery, we obtained NDVI data from NASA’s MODIS over a comprehensive two-month duration. The primary vegetation in this portion of Florida can include grasslands and forested regions. The time scope ecompasses both a pre-Ian period, spanning one month prior to the hurricane’s occurrence, and a post-Ian period, spanning one month after the hurricane’s impact. In Figure 2, the bright green locations show a relatively high abundance of vegetation in a particular location. The dark green or red locations depict areas with low vegetation meaning that these areas are likely urbanized in a location such as this. Notice Pine and Sanibel Islands just east of Cape Coral. These areas were particularly hard hit by Ian. Storm surge inundated much of the access points to the islands along with washing away much of the vegetation in these locations. + + Figure 3 depicts a significant change in the vegetation landscape post-Hurricane. Note that we mentioned Pine and Sanibel Islands. Much of the vegetation seems to have been washed away by the storm surge. Punta Russa, located on the southwestern tip of Fort Myers beach along Sanibel Causeway, is another location that experienced catastrophic storm surge during Ian. Note the change in NDVI at the tip of Punta Russa. In addition to statistical analyses, the notable transformation of vegetation in these dispersed areas holds significant scientific importance, as it provides compelling evidence of the formidable impact exerted by this catastrophic hurricane. + + + + + + + ## Comparing Previous Years to 2022 + When studying NDVI over a specific time, it’s essential to consider the yearly patterns before the hurricane to understand what is “normal” for that period. As shown in Figure 4, the time series displays NDVI values for the years 2019, 2020, 2021, and 2022. Typically, during late September and early October, the NDVI value hovers around 0.61 based on a three-year average (2019-2021). This value indicates the health and abundance of vegetation in the area. However, when comparing the data from the year when Hurricane Ian occurred, we observe a drop in the NDVI value to less than 0.58. This decrease suggests a notable impact on vegetation in the mentioned areas following Ian. The region under examination includes Pine Island, Sanibel Island, Cape Coral, and Fort Myers, where the vegetation experienced visible changes due to the hurricane’s influence. It is important to note that the NDVI product we use provides a 16-day average, which allows us to monitor changes in vegetation over time, considering the short-term fluctuations and seasonal patterns. The dip in NDVI values begins to occur in early September likely due to the impact of Ian later in the month. + + The pivotal takeaway from this narrative is that Hurricane Ian’s impact extended beyond human life and property, affecting vegetation. The hurricane’s storm surge inundated vast stretches of the coastline between Cape Coral and Fort Myers, but it was particularly catastrophic for Pine and Sanibel Islands. Here, a substantial portion of the pre-Ian vegetation underwent severe devastation due to the sudden surge in water. Thus, hurricanes can exert a substantial and multifaceted influence on the ecological landscape, underscoring the significance of understanding their broader environmental repercussions. + + + + + From f59c7740cda478baf3cd23ce0d66cda99eeceb6a Mon Sep 17 00:00:00 2001 From: WeathermanTrent <109642752+WeathermanTrent@users.noreply.github.com> Date: Sun, 8 Oct 2023 23:15:11 -0500 Subject: [PATCH 005/119] Update Configuration add Images --- stories/hurricane-ian.stories.mdx | 41 +++++++++++++++++++----------- stories/storm_surge.jpg | Bin 0 -> 54222 bytes 2 files changed, 26 insertions(+), 15 deletions(-) create mode 100644 stories/storm_surge.jpg diff --git a/stories/hurricane-ian.stories.mdx b/stories/hurricane-ian.stories.mdx index 89c2ddbb2..a752690c4 100644 --- a/stories/hurricane-ian.stories.mdx +++ b/stories/hurricane-ian.stories.mdx @@ -19,39 +19,50 @@ taxonomy: ## Introduction Hurricane season in the United States stretches from June 1 through November 31 on any particular year. Peak Hurricane season in the eastern United States occurs in August and September. In 2022, Hurricane Ian impacted southwest Florida on September 28 as a Category 4 Hurricane (based on the Saffir-Simpson Wind Scale). The storm produced $110 billion dollars in damage in Florida alone and left 158 dead. Hurricane Ian was also responsible for not only its impact on life and property, but also an impact on the landscape in portions of southwestern Florida near Fort Myers. Storm surge reached unprecedented levels around the regions of Cape Coral and Fort Myers upwards of 12 to 18 feet. Storm surge, in simple terms, is the sudden rise in ocean water levels during a storm such as a hurricane or tropical storm. An analysis in Figure 1 from the National Hurricane Center’s review on Hurricane Ian shows the dangerous storm surge’s heavy impact on our area of interest. The storm surge is attributed as the primary cause of the catastrophic damage on Pine and Sanibel Islands along with the coastline of Cape Coral and Fort Myers. - - - - - ## Storm Evolution and Satellite Impact View - Hurricane Ian began as a tropical wave off of the Atlantic Coast of Africa. The wave moved easterly towards the Caribbean where it was first designated “Tropical Storm Ian” on September 24 just southeast of Jamaica. Ian intensified into a hurricane quickly and made landfall in western Cuba near Havana as a Category 3 storm where catastrophic damage occurred and widespread power outages. As the storm exited Cuba, it quickly intensified into a Category 5 Hurricane on the morning of September 28 prior to landfall in southwestern Florida. At 3:05 PM EDT on September 28, Hurricane Ian made landfall on Cayo Costa Island, Florida as a strong Category 4 Hurricane with maximum sustained winds of 149 MPH. Ian weakened to tropical storm status further inland of the Florida Peninsula prior to exiting into the Atlantic. The storm then shifted its track to the north and made landfall as a Category 1 Hurricane in Georgetown, South Carolina on September 30. The damage from Hurricane Ian was especially catastrophic on Pine and Sanibel islands just off the coast of Cape Coral. Figure 2 is centered over Lighthouse beach park on the eastern coast of Sanibel Island. The images represent a month prior to Ian and a month post-Ian. Notice the damaged homes and businesses along with the washed away grasslands. + Hurricane Ian began as a tropical wave off of the Atlantic Coast of Africa. The wave moved easterly towards the Caribbean where it was first designated “Tropical Storm Ian” on September 24 just southeast of Jamaica. Ian intensified into a hurricane quickly and made landfall in western Cuba near Havana as a Category 3 storm where catastrophic damage occurred and widespread power outages. As the storm exited Cuba, it quickly intensified into a Category 5 Hurricane on the morning of September 28 prior to landfall in southwestern Florida. At 3:05 PM EDT on September 28, Hurricane Ian made landfall on Cayo Costa Island, Florida as a strong Category 4 Hurricane with maximum sustained winds of 149 MPH. Ian weakened to tropical storm status further inland of the Florida Peninsula prior to exiting into the Atlantic. The storm then shifted its track to the north and made landfall as a Category 1 Hurricane in Georgetown, South Carolina on September 30. The damage from Hurricane Ian was especially catastrophic on Pine and Sanibel islands just off the coast of Cape Coral. Figure 2 represents two images from the Associated Press encompassing our primary areas of focus: Fort Myers Beach and Sanibel island and the destruction that Hurricane left in its wake. Most homes along this portion of Fort Myers beach were moved due to the storm surge and were either destroyed or severely damaged. The second image shows a section of the Sanibel Causeway (the causeway that connects Sanibel Island to the mainland of Florida) that was taken out by Hurricane Ian. Both of these images do not begin to scratch the surface on just how catastrophic Ian was not only on vegetation, but to infrastructure in the area. +

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