
Research:
My current research portfolio encompasses themes from remote sensing, carbonate sedimentology, and coral reef ecology:
1- Regional-scale remote sensing of reef
architecture: Because metre-scale remote sensing data are
computationally intensive to handle, high-resolution mapping projects are
traditionally limited to several hundred km2 in extent. Efforts by my lab have
produced a workflow capable of manipulating and utilizing high-resolution
imagery at regional-scale. In addition, we have developed a rapid-assessment
protocol to ground-truth vast and remote reef systems in a very short span of
time. Data collected include acoustic current measurements, bathymetry, and
sub-bottom profiles, in situ optics, and seafloor video. Using QuickBird
satellite data, products of this workflow include >7,000 km2 of seabed habitat
maps and spectrally derived bathymetry for the SE Arabian Gulf, and >20,000 km2
for the Red Sea. Using a modified methodology we were able to process >7,000 km2
of airborne hyperspectral CASI flight-lines acquired during a campaign in the
Southern Red Sea. These map products facilitate the appraisal of reef
architecture at regional-scale but with metre-scale resolution. The upshot is an
enhanced understanding of the geological underpinnings to reef morphology and
ecological status and function. The major partner for this research is the
Khalid bin Sultan Living Oceans Foundation.
2- Formative processes in modern reef
environments: The structure of today’s reef systems owe much to the
underlying form of antecedent topography. This template may arise from tectonic
activity, and/or the influence of sub-areal erosion of pre-existing carbonate
terraces by chemical weathering. Using landform modelling, my research shows
that karstic dissolution delivers surfaces with geometric properties tied to the
duration and climate under which the karst developed. Upon inundation by rising
sea-level, coral growth accentuates the high points of this terrain and the
resulting reef morphology inherits a patterning that can be used to reconstruct
the formative processes that shaped the terrain during exposure.
3- Geospatial characteristics of modern shoal-water carbonate depositional environments: Modern coral reef environments can serve as analogues to comparable ancient systems, assist facies interpretation and, by examining spatial patterns, help to elucidate depositional dynamics. However, the complexity of reef systems exhibiting spatial heterogeneity on scales of centimetres to kilometres is notoriously difficult to quantify. Recent advances in the capability of Earth observation satellites combined with novel processing algorithms have facilitated the production of accurate three-dimensional reef-scale habitat maps. Satellite imagery is therefore a powerful tool with which to investigate the spatial patterns of coral bioherms, biostromes, and non-frameworks in different environmental and biogeographic settings. Of particular interest is the observation that aspects of the heterogeneity of modern marine carbonate depositional landscapes are predictable through scaling functions that describe the size, shape, and complexity of geobodies. A theme of my research is the analysis of these morphometric properties of the facies mosaic, including rules of facies juxtaposition. Through the investigation of multiple diverse reef sites, I am in the process of examining the influence environmental factors such as exposure, water depth, tidal range, and climate, as well as depositional constraints, such as platform type, have on the geometry of facies patterns. This work is based on the premise that geospatial analysis in modern environments can enhance interpretation of incomplete (i.e. core) records, which will also allow better reconstruction of the entire sedimentary environment in fossil settings, with implications for the identification of potential reservoirs in reefal frameworks or other, spatially similarly operating systems. Funding for this research theme comes from ExxonMobil and Shell Oil.
4- Novel solutions for the detection of subtle
and sub-pixel targets in optically complex environments: If it were
possible to conduct reef surveys over large areas using fieldwork alone, there
would be no need for the use of complex and often unreliable remote sensing
technologies. However, fieldwork on coral reefs is inefficient in terms of
manpower, time and cost. If the reef is submerged under even a few metres of
water, experience has shown that accurate quantification of habitat distribution
can only be achieved at a rate of a few hundred metres per person day. Since
reef systems cover areas of hundreds if not thousands of square kilometres, it
is clear that simple field observation is woefully inadequate to monitor such a
valuable resource. To combat this problem, my lab actively researches the use of
radiative transfer solutions, edge-detection, and textural analysis, to assist
the mapping of submerged targets using multispectral, hyperspectral, and LiDAR
datasets. A fusion of these properties greatly increases the accuracy of
recognition for features that are either spectrally inseparable from their
background (such as corals), else sufficiently submerged to reduce useful
radiation to a single long-wavelength (blue) channel.
5- LiDAR: Airborne LiDAR (Light
Detection And Ranging) for bathymetric and topographic mapping has undergone
extensive development in recent decades. The technology is valuable in the
coastal realm in that it offers a unique appraisal of seabed terrain from the
inter-tidal to depths >60 m. I employ the technology in many aspects of my
research and have edited a Special Issue and chaired sessions on the application
of LiDAR to coastal mapping. I am involved in the testing and development of
airborne LiDAR technologies and am presently collaborating with Dr. John Brock
of the USGS for the evaluation of the NASA Experimental Advanced Airborne
Research LiDAR (EAARL), and have worked on the evaluation of the Optech airborne
LiDAR-CASI fusion instrument.
6- Acoustic remote sensing: Although optical sensors deliver unparalleled results in shallow clear water, the limitations of the technology quickly become apparent when depth starts to exceed ~20 metres and/or water clarity is compromised by turbidity. My lab works with numerous vessel-based acoustic systems (QTC, Echoplus & RoxAnn), as well as seafloor penetrating and Doppler profilers.
7- Software development: In
collaboration with Kevin Kohler I have developed numerous software solutions to
satisfy the requirements of our industrial and Federal partners. The Hybrid
Mapping Tool (HMT) is software that addresses the conceptual and methodological
problems with automated map generation in both terrestrial and shallow-marine
ecosystems. The HMT relies on polygon generation based on the spectral component
of an image, in unison with edge-strength and texture. The project was
financially supported by the NOS/NOAA Special Projects department. The NERST is
a modular software offering image processing functions and shape analysis tuned
for application in seabed mapping. The CarbEmu is a proof-of-concept
pattern-imitating software capable of emulating morphological rule-sets
extracted from carbonate depositional environments.