landsat as an aid in the preparation of …...d. k. warne the australian national university...

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D. K. WARNE The Australian National University Canberra, A.C.T., 2600, Australia Landsat as an Aid in the Preparation of Hydrographic Charts Costs are reduced when Landsat MSS imagery is employed in support of hydrographic surveys. INTRODUCTION M APPING FROM satellite imagery offers three main advantages over conven- tional hydrographic survey techniques (Turner and Mitchell, 1977): (1) Broad coverage is available at compar- atively low cost; (2) Those operations to which the imagery is suited-delineation of reefs and islands and mapping shallow water-are the most given to the depth measurement aspect of hydrographic mapping. Other studies (Byrne and Honey, 1977; Polcyn, 1976) have demonstrated that, under favorable conditions, Landsat is able to measure water depths up to approximately 20 metres within 10 percent (RMS) of the measured value. Penetration is reduced as water clarity falls. The principle of bathymetric mapping ABSTRACT: Among the many claims made for Landsat MSS imagery is the ability to map water depths in shallow areas. A study has been conducted at the Australian National University to explore the ex- tent to which this technique could be applied in a production map- ping situation. The study, while confirming the technique in prin- ciple, demonstrated a number of implementational difficulties. The implications of these difficulties are discussed and it is shown that an integrated approach, involving satellite imagery, computer analysis, human interpretation, and ground truth collection, can overcome the major problems. Ground truth profiles at a spacing of 5 kilometres yield water penetrations to about 20 metres at an effec- tive depth accuracy of 10 percent of measured value. The extent of supporting data determines reliability of the final product and can be varied to provide an appropriate balance between cost and reliability for a particular project. difficult and frequently dangerous oper- ations for shipbome surveys; and (3) A single image can bridge expanses of featureless ocean. Turner and Mitchell (1977) and Lyons (1977) discuss the problem of updating charts of reefs and islands while Fleming (1977) describes the application of Landsat imagery to geometric control across large stretches of water. Here consideration is with Landsat is straightforward. Neglect- ing multiple reflections within the body of the sea, the optical model is of the form: R = a + b . exp (-c . z) (1) where R is the radiance measured at the detector; z is the water depth; and a, b, and c depend on the prevailing optical charac- teristics of the sea and overlying atmo- sphere. PHOTOGRAMMETRIC ENGINEERING AND REMOTE SENSING, Vol. 44, No.8, August 1978, pp. 1011-1016. 1011

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Page 1: Landsat as an Aid in the Preparation of …...D. K. WARNE The Australian National University Canberra, A.C.T., 2600, Australia Landsat as an Aid in the Preparation of Hydrographic

D. K. WARNE

The Australian National UniversityCanberra, A.C.T., 2600, Australia

Landsat as an Aidin the Preparation ofHydrographic Charts

Costs are reduced when Landsat MSS imagery is employed insupport of hydrographic surveys.

INTRODUCTION

MAPPING FROM satellite imagery offersthree main advantages over conven­

tional hydrographic survey techniques(Turner and Mitchell, 1977):

(1) Broad coverage is available at compar­atively low cost;

(2) Those operations to which the imagery issuited-delineation of reefs and islandsand mapping shallow water-are the most

given to the depth measurement aspect ofhydrographic mapping.

Other studies (Byrne and Honey, 1977;Polcyn, 1976) have demonstrated that, underfavorable conditions, Landsat is able tomeasure water depths up to approximately20 metres within 10 percent (RMS) of themeasured value. Penetration is reduced aswater clarity falls.

The principle of bathymetric mapping

ABSTRACT: Among the many claims made for Landsat MSS imageryis the ability to map water depths in shallow areas. A study has beenconducted at the Australian National University to explore the ex­tent to which this technique could be applied in a production map­ping situation. The study, while confirming the technique in prin­ciple, demonstrated a number of implementational difficulties. Theimplications of these difficulties are discussed and it is shown thatan integrated approach, involving satellite imagery, computeranalysis, human interpretation, and ground truth collection, canovercome the major problems. Ground truth profiles at a spacing of5 kilometres yield water penetrations to about 20 metres at an effec­tive depth accuracy of 10 percent of measured value. The extent ofsupporting data determines reliability of the final product and canbe varied to provide an appropriate balance between cost andreliability for a particular project.

difficult and frequently dangerous oper­ations for shipbome surveys; and

(3) A single image can bridge expanses offeatureless ocean.

Turner and Mitchell (1977) and Lyons(1977) discuss the problem of updatingcharts of reefs and islands while Fleming(1977) describes the application of Landsatimagery to geometric control across largestretches of water. Here consideration is

with Landsat is straightforward. Neglect­ing multiple reflections within the body ofthe sea, the optical model is of the form:

R = a + b . exp (-c . z) (1)

where R is the radiance measured at thedetector; z is the water depth; and a, b, andc depend on the prevailing optical charac­teristics of the sea and overlying atmo­sphere.

PHOTOGRAMMETRIC ENGINEERING AND REMOTE SENSING,

Vol. 44, No.8, August 1978, pp. 1011-1016.1011

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1012 PHOTOGRAMMETRIC ENGINEERING & REMOTE SENSING, 1978

a represents the signal that would be re­turned from "infinitely" deep water and isthe sum of the atmospheric path radianceand the radiance reflected hom the sea sur­face and within the sea water itself. b givesthe effects of attenuation of the light at thesea surface. Both a and b include an atmo­spheric attenuation term. c is the effectiveattenuation coefficient for light passing toand from the sea bed with appropriate al­lowance being made for the non-vertical,and possibly indirect, light path.

All coefficients are dependent on thewavelength of the light. Unfortunately, noLandsat detector is optimally placed spec­h'ally, but the best response is obtained fromthe visible green sensor (band 4) while thered (band 5) may be useful in waters of up toa few metres in depth and for detecting near­surface anomalies.

In 1975, the Australian National Univer­sity's Department of Engineering Physics,in liaison with the Division of ationalMapping, set out to explore the extent towhich the principle could be applied in aproduction mapping situation. The TorresStrait was selected because of the largeexpanses of shallow water and the numberof other features of interest in the scene.

Discussions with officers of the Divisionof National Mapping have indicated thatexisting mapping standards need not be con­sidered absolute. They argued that thesehad largely been determined by the capa­bilities of conventional survey techniques,not necessarily by what users required. Inthe bathymetric mapping case, wherechanges tend to be slow, precision was notas critical as the standards might indicate.In the light of the costs in time and money ofconventional surveys, it was, in some cases,a matter of anything being better thannothing. These arguments apply to bothgeometric and depth accuracy.

Soundings currently used in the prepara­tion of hydrographic charts in Australia aremeasured in hlthoms tor depths greater than11 fathoms, and fathoms and feet for depthsless than 11 fathoms; or metres for depthsgreater than 31 metres, and metres anddecimetres for depths less than 31 metres;depending on whether the survey wascarried out before or after metrication. Itwas realized that Landsat could not matchthis accuracy, and it was agreed that a depthresolution of 10 percent of nominal depth or1 metre, whichever was the greater, wouldserve as a guideline.

THE TORRES STRAIT SCENE

Scene 1026-00035, scanned at 10:03 am on

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'Il1'>\>~S<: of • Hammond Rockc!j d d

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FIG. 1. Torres Strait test areas.

18th August 1972, was used for the study.Sun elevation was 46 degrees while azimuthwas 58 degrees. All detectors were set at lowgain. The scene stretches from Cape York inthe south to Papua-New Guinea in the north,but all test areas were drawn from the south­west corner of the image (Figure 1) as thiscontained the most significant features.

Tidal height was approximately 1.4 mwith a variation of less than 0.3 m across atest area (Admiralty Tide Tables, Vol 3,1972). The tidal stream, including prevailingcurrent, measured at Hammond Rock inPrince of Wales Channel was approximately1.5 knots in a westward direction. At theentrances of the channel this rate wouldhave been reduced to approximately 0.5knots. Streams in Endeavour Strait lag thoseat Hammond Rock by about 40 minutes and,except in the more restricted sections of thestrait, would not have exceeded 0.5 knots.

Ground truth soundings used in the studywere generally over 30 years out of date andso it was frequently impossible, withinproject constraints, to determine with cer­tainty whether some discrepancies reflecteda change in water depth over time or wereanomalous. In most cases the physical char­acteristics of the locality provided goodreason to believe that the latter was true.

EXPERIMENTAL METHOD

Intensity and depth values were collected

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AID IN THE PREPARATION OF HYDROGRAPHIC CHARTS 1013

Substituting Equation 2 into Equation 1gives

R= a + b . exp [-c' (D + y)]= a + [b . exp (-c . y)] . exp (-c . D) (3)

Equation 3 still has the same form asEquation 1 and, since the numerical fitapproach is used to calculate optical modelcoefficients, all depths will be measuredrelative to the same datum used for groundtruth soundings. This can result in a neg­ative depth which is not detected as land byMSS band 7. Such a situation signifies thatthe sea bed is above the zero depth datumbut below the surface at the time of thesatellite overpass. This generally impliesthat under some conditions it will be ex­posed.

along profiles specified by reference tosuitable land features. This method of datacollection was selected on the grounds thatit was easiest to implement and simulatedthe likely situation in a real survey. Thegeographical arrangement of the groundtruth data long a profile, in itself, provedan aid to interpreting anomalies as is de­scribed below. A numerical fitting tech­nique was used to calculate the coefficientsin Equation 1. The study centered on agroup of islands and reefs under the in­fluence of a moderate tidal stream ratherthan on a more open section of sea so thatit could reasonably be expected to uncovercomplications which affect the practicalimplementation of the technique.

Results were evaluated in four ways:

(1) Degree of fit that could be obtained alongthe ground truth profiles;

(2) Qualitative assessment over a broad areausing a pseudo-color display of calculateddepths;

(3) Location of depth contours; and(4) Degree of fit that results along test

profiles.

EFFECT OF TIDES

Tides will affect the analysis in two mainways. Firstly, tidal streams may pick up sed­iments and mix waters of different types.There will be consequent changes in opticalparameters which must be allowed for. Inaddition, tides result in actual depthchanges which can vary considerably over aLandsat scene.

Let D be the depth referred to the datumand y the difference between the depth atthe time of the satellite overpass, z, and D.That is:

* "Geometric" features denote those related tothe spatial characteristics of the two-dimensionalimage as distinct from depth or radiometricfeatures.

While tidal heights are compensated atanyone location, tidal height differencescause the coefficient b in Equation 1 to varyfrom one place to another. Consequently, anew numerical fit must be calculated wher­ever there is a signficant variation in tidalheight. Test areas in the current study aresmall enough for this effect to be insignifi­cant, but it must be considered under oper­ational conditions.

RESULTS

Attempts to fit Equation 1 to raw Landsatdata yielded maximum penetrations of ap­proximately 15 m with an RMS error of 25percent and with considerably higher maxi­mum errors. There is a clear need for radio­metric correction and enhancement beforebathymetric mapping can be carried out.The limited useful range of signal availablefor oceanographic studies and the sophisti­cation of the necessary correction proce­dures makes it mandatory that digital ratherthan photographic data be used. Data pre­processing was applied such that there wasa three-times contrast stretch with an effec­tive reduction of noise, including striping,so that it did not rise above 0.5 grey levelsduring the stretching process. The correc­tion is more complex than this descriptionmight indicate and a more detailed accountof the correction process is in preparation(Warne, 1977). Both penetration and accu­racy were improved by the enhancementprocess.

Even with radiometric correction it wasnot always possible to get a good numericalfit in relating radiance to depth profiles.Discrepancies appeared to arise for tworeasons. The first is the geometric· limita­tions of the data, especially after a loss ofresolution resulting from the data correctionprocess. Relatively large errors occurred inthe vicinity of steep gradients or small fea­tures. Anomalous data points of this typewere edited out of the profiles so as not todisturb the numerical fitting process. Sec­ondly, the optical characteristics of theocean and atmosphere may vary along theprofile. Figure 2 shows a profile where thereis a clearly defined anomaly at one end anda change in model coefficients towards themiddle. In such cases it is necessary to seg­ment the profile into lengths correspondingto homogeneous areas of ocean. Accuracy ofnumerical fit depends on the extent to which

(2)z = D + Y

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1014 PHOTOGRAMMETRIC ENGINEERING & REMOTE SENSING, 1978

DEPTH

+

(4)z = In (b)/c

In some areas the calculated penetrationsfell below 10 metres; however, this waslimited to situations where all availableground truth depths were significantly shal­lower than the penetration limit. Conse­quently, little confidence can be placed inthe numerical prediction. The only con­firmed penetrations less than 20 metreswere in areas with the greatest tidal streamactivity. This indicates that under morefavorable tidal conditions the penetrationwould be improved. In the more favorableareas of the image, penetration was con­firmed to be in excess of 20 metres. Cal­culated penetrations were as high as 40metres but, once again, it was not possibleto verify this figure.

The exponential form of the relationshipcauses resolution to fall off rapidly as depthapproaches the penetration limit. Overallresolution cannot be better than that foundfor the control profile, which is largelydetermined by the level of noise. The de­gree to which it falls short of this figurewill depend on the variation of opticalcharacteristics that is permitted before newground truth data are taken and new pa­rameters calculated. Analysis of the resultsshows that lines of soundings 5 kilometresapart could detect the broad scale variationsin Endeavour Strait sufficiently to keep theRMS errors to about 10 percent. In someinstances water separated by many timesthis distance had the same characteristicswhile in others the 5 kilometre soundingpattern, while it detected the variations,was too coarse to give a good indication ofwhere to define the boundary between thetwo sets of parameters. The slight tidalstream through the strait at the time of theoverpass would not provide the most favor­able conditions and so under some circum­stances a coarser sounding pattern may befeasible. This is supported by the fact thatvariation was greatest where the strait wasnarrowest and the stream consequently at itsfastest.

More thorough ground truth collection isrequired to clarify localized anomalies oralternatively the area must be left foranother overpass of the satellite. Theseanomalies are of two types:

(1) localized disturbances in optical charac­teristics of the water or atmosphere; and

depth, z, such that the radiance, R, exceededthe deep water signal, a, by one grey level.That is

... +

O~t. frolll re91on. ofdifferent optical parallletera

...

+

...+

++

+

FIG. 2. Radiance versus depth diagram.

DEPTH

FIG. 3. Radiance versus depth with no indicationof geographical relationship.

profile segmentation is carried. For reason­ably macroscopic segmentation, RMS errorsof about 5 to 8 percent were typical, withmaximum errors a few percent higher. Fig­ure 2 illustrates the desirability of main­taining information on the geographicalrelationship of the soundings. The sametrends are not nearly as clear in Figure 3where there is no clue to the order of thesoundings.

All result evaluation methods confirmedthe existence of broad scale and localizeddisturbances of the relationship betweendepth and radiance. In general, the verylocalized anomalies can be clearly seen in orinferred from the image by an interpreterwith the help of ancillary data such as tidaland meteorological reports. Some broadscale trends are also detectable in this way,but others can be located only with the helpof ground truth depth measurement.

Because of the variability in opticalparameters, model coefficients were cal­culated for each test area separately. Pene­tration was calculated by determining the

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AID IN THE PREPARATION OF HYDROGRAPHIC CHARTS 1015

(2) small features and steep gradients beyondthe resolving power of the MSS systemand subsequent data correction process.

Likely disturbances in optical characteris­tics, as mentioned above, can generally bedetected by an interpreter through directobservation or inference.

DISCUSSION

The lack of homogeneity in opticalcharacteristics seriously complicates theimplementation of Landsat as an aid in thepreparation of hydrographic charts. Therelationship between parameter variationand tidal streams indicates that many fluc­tuations are temporary. Consequently, anyapproach based on shipborne measurementof optical parameters and subsequent cal­culation of coefficients for Equation 1(Polcyn, 1976) will involve considerable dif­ficulties in survey management. Coefficientcalculation based on depth measures is moreviable, but once again the coefficients can­not unreselvedly be applied to a broad scalemapping.

Ground truth data will generally be in theform of depth profiles. It can be seen fromFigure 2 that profiles which cross a signifi­cant ridge or trough are more helpful in de­tecting parameter variations than are mono­tonic profiles. In addition, ground truth datamay be required to resolve localized anom­alies. Accordingly, the Landsat image(s)should be used in determining the pattern ofsounding collection. It may be that analysisbased on ground truth reveals further anom­alies which must be resolved by further datacollection. Consequently, some degree ofcoordination between image interpretationand ground truth survey is required. This isfar less restrictive than coordination be­tween survey and satellite overpass.

Precise geographic positioning of groundtruth data is difficult at sea due to the ab­sence of defined landmarks. Fortunately,positioning becomes critical only in areas ofsignificant spatial detail. Ground truth pro­files may first be located approximatelyusing standard geographic control proce­dures and then, if there is signiflcant detail,the interpreter can use this detail to do thefinal positioning interactively. Any residualimprecision will give rise to errors in re­lating depth to radiance. Such errors mayalso occur due to a lack of sufficient spatialresolution. A slight blurring of a steep gra­dient may be acceptable in the final product,but the same errors in the ground truth datacan seriously affect the numerical fitting ofEquation 1. The interpreter must be able to

edit the ground truth data to eliminate suchdoubtful areas.

In the above discussion there are severalreferences to the use of an interpreter to re­solve various difficulties. There is also ademonstrated need to use the imagery in itsdigital form. An interactive approach is,therefore, indicated. The interpreter has anumber of functions, but the main one is touse his perception of the image, knowledgeof marine characteristics, and ground truthdata in order to segment the image intoregions of sufficiently constant optical char­acteristics and to identify areas where suchconstant characteristics cannot be assumed.Once this is done the production of thedepth data is straightforward. Mixing of twowater bodies may complicate the procedureand such areas may need to be omitted inthe particular satellite overpass under con­sideration or, alternatively, an interpolationapproach may be used. Current interactiveimage analysis systems are slanted towardsland cover classification applications and areunsuitable in the present context. An appro­priate system is approaching completion atthe Australian National University and willbe described in a later paper.

Changeability in the pattern of opticalparameter values allows the use of imageryfrom multiple overflights as a check that noparameter variation has gone undetected.Use of multiple images also permits thepenetration and resolution for each area ofthe image to be optimized and allows theinterpreter to discard doubtful results froma particular overpass.

Small features that constitute a naviga­tional hazard but are beyond the resolutioncapabilities of Landsat remain a problem.Supporting aerial photography could resolvethis and, at the same time, provide the inter­preter with a valuable aid to his analysis.If ground truth collection is done using anairborne profiler, proflling and photographycould be combined to maximize cost sav­ings. Aerial photography with its extra reso­lution also gives better land shape deter­mination. Byrne and Honey (1977) andFleming (1977) discuss a number of advan­tages in combining Landsat and aerialphotography.

The ANU study has confirmed that depthpenetration to 20 metres at an accuracy of10 percent RMS is feasible with Landsat, butit has also indicated problem areas that mustbe overcome before production run map­ping is a reality. Reliability of the resultswill depend on the optical parameters, thenumber of satellite overpasses used to check

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1016 PHOTOGRAMMETRIC ENGINEERING & REMOTE SENSING, 1978

the analysis, the density of ground truthsoundings, and the amount of supportinginformation such as aerial photography.Consequently, it is closely related to the costexpended on the survey and so the authorityresponsible can achieve a proper balancebetween cost and reliability in any givenproject. For medium quality productsmeeting the standards set out in the intro­duction, the number of soundings is reducedby a factor of between ten and 50 whichwill result in considerable savings of bothtime and money, especially when comparedto a completely shipborne survey.

REFERENCES

Byrne, P. M., and F. R. Honey, 1977. Air Surveyand Satellite Imagery Tools for ShallowWater Bathymetry, Proc. 20th Australian Sur­vey Conference, Darwin, May 1977, pp. 103­119.

Fleming, E. A., 1977. Positioning Off-Shore Fea-

tures with the Aid of Landsat Imagery, Photo­grammetric Engineering and RemoteSensing, Vol. 43, No.1, Jan. 1977, pp. 53-59.

Lyons, K. J., 1977. Evaluation of an ExperimentalBathymetric Map Produced from LandsatData, Cartography, Vol. 10, No.2, July 1977,pp.75-82.

Polcyn, F. C., 1976. NASAICousteau OceanBathymetry Experiment: Remote Bathym­etry Using High Gain Landsat Data, NASAPublication: CR-ERIM-1l8500-1-F, July1976.

Turner, L. G., and H. L. Mitchell, 1977. SatelliteImagery and its Applications to OffshoreMapping in Australia, Proc. 20th AustralianSurvey Conference, Darwin, May 1977,pp. 91-99.

Warne, D. K., 1977. Analysis and Correction ofRadiometric Defects in Landsat Imagery (inpreparation).

(Received October 26, 1977; accepted March14, 1978)

Notice to Contributors

1. Manuscripts should be typed, double­spaced on 8! x 11 or 8 x 10! whitebond, on one side only. References,footnotes, captions-everything shouldbe douhle-spaced. Margins should beIt inches.

2. Ordinarily t l(;() copies of the manu­script and two sets of illustrationsshould be submitted where the sec­ond set of illustrations need not -beprime quality; EXCEPT that fivecopies of papers :>n Remote Sensingand Photointerpretation are needed,all with prime quality illustrations tofacilitate the review process.

3. Each article should include an ab-

stract, which is a digest of the article.An abstract should be 100 to 150 wordsin length.

4. Tables should be designed to fit into awidth no more than five inches.

5. Illustrations should not be more thantwice the final print size: glossy printsof photos should be submitted. Letter­ing should be neat, and designed forthe reduction anticipated. Please in­clude a separate list of captions.

6. Formulas should be expressed assimply as possible, keeping in mindthe difficulties and limitations en­countered in setting type.

Journal Staff

Editor-in-Chief, Dr. James B. CaseNewsletter Editor, M. Charlene Gill

Adveltising Manager, Hugh B. LovingManaging Editor, Clare C. Case

Associate Editor, Primary Data Acquisition Division, Philip N. SlaterAssociate Editor, Digital Processing and Photogrammetric Applications Division, Dr. H. M.

KararaAssociate Editor, Remote Sensing Applications Division, John E. LukensCover Editor, James R. ShepardEngineering RepOIts Editor, Gordon R. HeathChairman of Alticle Review Board, James R. LucasEditorial Consultant, G. C. Tewinkel