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            <gmx:Anchor xlink:href="http://lod.bco-dmo.org/id/dataset/535656.rdf" xlink:actuate="onRequest">Annual coral colony surface area and perimeter measurements from Maui, Hawaii, 1999-2005 (HI Coral Reefs project)</gmx:Anchor>
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        <gco:CharacterString>annual coral colony surface area and perimeter measurements from Maui, Hawaii, 1999-2005 Dataset Description: &amp;lt;p&amp;gt;Annual surface area measurements of coral colonies in images of 0.37m&amp;lt;sup&amp;gt;2&amp;lt;/sup&amp;gt; quadrats at stations around Maui, Hawaii 1999- 2005 associated with the Hawai‘i Coral Reef Assessment and Monitoring Program (Hawai‘i - CRAMP).&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;&amp;lt;em&amp;gt;Access to this data is restricted until June 2015.&amp;lt;/em&amp;gt; &amp;amp;nbsp;Please contact the M. Ross [&amp;lt;a href=&amp;quot;mailto:mcolvin@hawaii.edu&amp;quot;&amp;gt;mcolvin@hawaii.edu&amp;lt;/a&amp;gt;] for further information.&amp;lt;/p&amp;gt; Methods and Sampling: &amp;lt;p&amp;gt;Colony size and transition data were extracted from digital images of permanently marked quadrats provided by the Hawaii Coral Reef Assessment and Monitoring Program (CRAMP) and the Hawaii State Division of Aquatic Resources (DAR). In 1999, CRAMP/DAR established nine long-term monitoring locations around Maui, Hawaii (Jokiel et al. 2004) with two 100m transects at each location. In 1999, five 0.37 m&amp;lt;sup&amp;gt;2&amp;lt;/sup&amp;gt; quadrats were randomly located along each transect and permanently marked with stainless steel pins.&amp;amp;nbsp; These permanent quadrats were photographed annually from 1999 to 2005 (Brown 2004). At least five years of useable images are available for eight locations over that time period.&amp;lt;/p&amp;gt;</gco:CharacterString>
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                            <gco:CharacterString>&lt;p&gt;&lt;em&gt;From the NSF award Abstract:&lt;/em&gt;&lt;/p&gt;
&lt;p&gt;A key challenge in the effective management of marine ecosystems is translating from small scale studies of distribution and dynamics to the regional scale of management action. In many marine ecosystems, including the Hawaiian Archipelago, there are extensive survey data of nearshore communities from multiple investigators, representing a huge investment of resources. Often, these data are underutilized and remain of limited use to managers. In the Hawaiian Archipelago, at least seven separate entities are engaged in surveys of coral reef communities, with varying degrees of coordination. The synthesis of these data requires integrated modeling approaches at multiple scales. This study builds on an existing database and extends two existing models: the Coral Recovery Model (CRM) of stochastic coral recovery after disturbance and the COMBO model of the synergistic impacts of increasing acidification and temperature on coral reefs. Extending from this prior work is the application of two innovative modeling approaches (scale transition theory and fundamental niche modeling) to predict coral community composition and dynamics at the regional scale. Fundamental niche modeling uses multiple data fitting approaches (regression, machine learning, etc) to describe the relationship between species and their environments, using a split dataset for training and validation. This approach can generate a predictive and validated spatially continuous model of species distribution from discrete data points. The scale transition modeling will use the completed database of species distributions as the landscape on which species interactions occur. These interactions are described by a local model, here, based on recruitment, growth, and mortality from the Coral Recovery Model. In scale transition theory, the local model plus landscape information on the distribution and co-distribution of organisms and their environments predicts how a species assemblage responds (locally and regionally) to changes in biotic and abiotic factors on the landscape.&lt;/p&gt;
&lt;p&gt;This project will generate four products relevant to ecosystem-based management of the Hawaiian Archipelago, resulting in significant impacts beyond the research community: (1) A Hawaiian Archipelago-wide GIS database of coral distribution, benthic community data, fish surveys, and other data gathered by CRAMP, NPS (National Park Service), various divisions in NOAA, the Hawaii Division of Aquatic Resources, and other sources into a single GIS database; (2) Validated, predictive, and spatially continuous maps of coral species distribution throughout the Archipelago; (3) A validated Coral Recovery Model for coral reef mitigation in the Main Hawaiian Islands; (4) Prediction of coral community response to climate change throughout the Hawaiian Archipelago, based on known and predicted coral distributions and the COMBO model.&lt;/p&gt;
&lt;p&gt;&lt;strong&gt;Publications resulting from this project:&lt;/strong&gt;&lt;/p&gt;
&lt;p&gt;Hoeke, R. K.; Jokiel, PL; Buddemeier, RW; Brainard, RE. &quot;Projected Changes to Growth and Mortality of Hawaiian Corals over the Next 100 Years,&quot;, v.6, 2011.&lt;/p&gt;
&lt;p&gt;Jokiel, Paul L. &quot;The reef coral two compartment proton flux model: A new approach relating tissue-level physiological processes to gross corallum morphology,&quot;&lt;em&gt;Journal of Experimental Marine Biology and Ecology, v.409, 2011, p. 1.&lt;/em&gt;&lt;/p&gt;
&lt;p&gt;Franklin, Erik C.; Jokiel, Paul L.; Donahue, Megan J. &quot;Predictive modeling of coral distribution and abundance in the Hawaiian Islands,&quot;&lt;em&gt;MARINE ECOLOGY PROGRESS SERIES&lt;/em&gt;, v.481, 2013, p. 121-132.&lt;/p&gt;
&lt;p&gt;Hoeke, Ron K.; Jokiel, Paul L.; Buddemeier, Robert W.; Brainard, Russell E. &quot;Projected Changes to Growth and Mortality of Hawaiian Corals over the Next 100 Years,&quot;&lt;em&gt;PLOS ONE&lt;/em&gt;, v.6, 2011, p. e18038.&lt;/p&gt;
&lt;p&gt;Jokiel, Paul L.; &quot;The reef coral two compartment proton flux model: A new approach relating tissue-level physiological processes to gross corallum morphology,&quot;&lt;em&gt;JOURNAL OF EXPERIMENTAL MARINE BIOLOGY AND ECOLOGY&lt;/em&gt;, v.409, 2011, p. 1-12.&lt;/p&gt;
&lt;p&gt;Jokiel, Paul Louis; &quot;Ocean acidification and control of reef coral calcification by boundary layer limitation of proton flux&quot;, &lt;em&gt;BULLETIN OF MARINE SCIENCE&lt;/em&gt;, v.87, 2011, p. 639-657.&lt;/p&gt;
&lt;p&gt;Kuffner, Ilsa B.; Jokiel, Paul L.; Rodgers, Ku'ulei S.; Andersson, Andreas J.; Mackenzie, Fred T. &quot;An apparent &quot;vital effect&quot; of calcification rate on the Sr/Ca temperature proxy in the reef coral Montipora capitata,&quot; &lt;em&gt;Nature Geoscience&lt;/em&gt;, v.13, 2012, p. 114-117.&lt;/p&gt;
&lt;p&gt;Jokiel P. L. &quot;Coral reef calcification: carbonate, bicarbonate and proton flux under conditions of increasing ocean acidification,&quot;&lt;em&gt;Proc R Soc B&lt;/em&gt;, v.vol. 28, 2013, p. 20130031.&lt;/p&gt;</gco:CharacterString>
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Kahe = Kahekili Beach Park;&lt;br /&gt;
KanB = Kanahena Bay;&lt;br /&gt;
KanP = Kanahena Point;&lt;br /&gt;
Molo= Molokini;&lt;br /&gt;
Olowaa = Olowalu;&lt;br /&gt;
Papa = Papaula;&lt;br /&gt;
Puam = Puamana&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/535691.rdf
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	Units: decimal degrees
	Description: &lt;p&gt;latitude; north is positive&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/535692.rdf
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	Units: decimal degrees
	Description: &lt;p&gt;longitude; east is positive&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/535693.rdf
	Name: depth
	Units: meters
	Description: &lt;p&gt;average depth of the transect to nearest meter.&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/535694.rdf
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	Units: 1 to 5
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http://lod.bco-dmo.org/id/dataset-parameter/535695.rdf
	Name: species
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	Description: &lt;p&gt;species name&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/535696.rdf
	Name: colony
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	Description: &lt;p&gt;colony identification code&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/535697.rdf
	Name: year
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http://lod.bco-dmo.org/id/dataset-parameter/535698.rdf
	Name: allfate
	Units: unitless
	Description: &lt;p&gt;string of characters representing all of the fates observed for that colony up to the current year&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/535699.rdf
	Name: fate
	Units: unitless
	Description: &lt;p&gt;code describing colony activity over previous year:&lt;br /&gt;
D = death;&lt;br /&gt;
I = fission (one colony splits into two or more colonies);&lt;br /&gt;
M = fission and fusion (one colony undergoes both fission and fusion in one year);&lt;br /&gt;
N = new (code given to the measurement of a colony in the first year of the project);&lt;br /&gt;
R = recruit (new; small colony); S = survival (colony persists from year t to t+1);&lt;br /&gt;
U = fusion (two physiologically distinct colonies merge into a single colony and take the name of the larger colony);&lt;br /&gt;
X = phoenix (colony was present in year t-1; not visible in year t; but reappeared in year t+1)&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/535700.rdf
	Name: fusee
	Units: unitless
	Description: &lt;p&gt;the name of the larger colony with which the smaller colony fused&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/535701.rdf
	Name: area
	Units: cm^2
	Description: &lt;p&gt;surface area of the colony as measured from photograph&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/535702.rdf
	Name: perimeter
	Units: cm^2
	Description: &lt;p&gt;perimeter of the colony measured in the photoquadrat image&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/535703.rdf
	Name: peri_area
	Units: unitless
	Description: &lt;p&gt;ratio of perimeter: area&lt;/p&gt; 
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&amp;lt;p&amp;gt;Colony numbering code methodology: A distinct colony code was assigned. It applies to each physiologically distinct colony in the quadrat. Individual colonies of each species in each quadrat were numbered starting from 01. A physiologically distinct colony retained the same colony number across all years. If a colony recruited after the first year, the next number in the series would be used. In colonies that underwent fission, the largest colony retained the original number and any smaller colonies resulting from the fission event were given the same number as the parent colony (largest fragment) with the addition of a lowercase letter starting from 'a'. If a colony assigned a number/letter combination underwent fission, resulting colonies were given the same name as the parent with a second letter added to the end of the name. For instance, if colony 01 underwent fission and made one smaller colony, the larger colony would continue with the name 01 and the smaller colony would be named 01a. If, in a subsequent year, colony 01a underwent fission and made one smaller colony, the larger colony would retain the name 01a and the smaller colony would be named 01aa.&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;Each year, every colony was assigned a fate observed between year t and year t-1. D = death, I = fission (one colony splits into two or more colonies), M = fission and fusion (one colony undergoes both fission and fusion in one year), N = new (code given to the measurement of a colony in the first year of the project), R = recruit (new, small colony), S = survival (colony persists from year t to t+1), U = fusion (two physiologically distinct colonies merge into a single colony and take the name of the larger colony), X = phoenix (colony was present in year t-1, not visible in year t, but reappeared in year t+1).&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;When two colonies fused together, the largest colony retains its colony number and the smaller colonies (now a part of this larger colony) are not recorded in subsequent years.&amp;amp;nbsp; Fusee is the name of the large colony with which the smaller colony fused that year.&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;&amp;lt;strong&amp;gt;References:&amp;lt;/strong&amp;gt;&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;Brown, E.K., Cox, E., Jokiel, P.L., Rodgers, S.K., Smith, W.R., Tissot, B., Coles, S.L., and Hultquist, J. (2004) Development of Benthic Sampling Methods for the Coral Reef Assessment and Monitoring Program (CRAMP) in Hawai'i. Pacific Science 58:2 pp. 145-158 doi: 10.1353/psc.2004.0013&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;Jokiel, P.L., Brown, E.K., Friedlander, A., Rodgers, S.K., and Smith, W.R. (2004) Hawai'i Coral Reef Assessment and Monitoring Program: Spatial Patterns and Temporal Dynamics in Reef Coral Communities. Pacific Science 58:2, pp. 159-174 doi: 10.1353/psc.2004.0018&amp;lt;/p&amp;gt;</gco:CharacterString>
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