Ontology type: schema:Chapter
2005
AUTHORSK.C. Slatton , K. Nagarajan , V. Aggarwal , H. Lee , W. Carter , R. Shrestha
ABSTRACTMultiscale Kalman smoothers (MKS) have been previously employed for data fusion applications and estimation of topography. However, the standard MKS algorithm embedded with a single stochastic model gives suboptimal performance when estimating non-stationary topographic variations, particularly when there are sudden changes in the terrain. In this work, multiple MKS models are regulated by a mixture-of-experts (MOE) network to adaptively fuse the estimates. Though MOE has been widely applied to one-dimensional time series data, its extension to multiscale estimation is new. More... »
PAGES224-229
Gravity, Geoid and Space Missions
ISBN3-540-26930-4
http://scigraph.springernature.com/pub.10.1007/3-540-26932-0_39
DOIhttp://dx.doi.org/10.1007/3-540-26932-0_39
DIMENSIONShttps://app.dimensions.ai/details/publication/pub.1009624543
JSON-LD is the canonical representation for SciGraph data.
TIP: You can open this SciGraph record using an external JSON-LD service: JSON-LD Playground Google SDTT
[
{
"@context": "https://springernature.github.io/scigraph/jsonld/sgcontext.json",
"about": [
{
"id": "http://purl.org/au-research/vocabulary/anzsrc-for/2008/0104",
"inDefinedTermSet": "http://purl.org/au-research/vocabulary/anzsrc-for/2008/",
"name": "Statistics",
"type": "DefinedTerm"
},
{
"id": "http://purl.org/au-research/vocabulary/anzsrc-for/2008/01",
"inDefinedTermSet": "http://purl.org/au-research/vocabulary/anzsrc-for/2008/",
"name": "Mathematical Sciences",
"type": "DefinedTerm"
}
],
"author": [
{
"affiliation": {
"alternateName": "University of Florida",
"id": "https://www.grid.ac/institutes/grid.15276.37",
"name": [
"Department of Electrical and Computer Engineering, University of Florida, PO Box 116130, 32611, Gainesville, FL",
"Department of Civil and Coastal Engineering, University of Florida, PO Box 116130, 32611, Gainesville, FL"
],
"type": "Organization"
},
"familyName": "Slatton",
"givenName": "K.C.",
"id": "sg:person.014476113041.16",
"sameAs": [
"https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.014476113041.16"
],
"type": "Person"
},
{
"affiliation": {
"alternateName": "University of Florida",
"id": "https://www.grid.ac/institutes/grid.15276.37",
"name": [
"Department of Electrical and Computer Engineering, University of Florida, PO Box 116130, 32611, Gainesville, FL"
],
"type": "Organization"
},
"familyName": "Nagarajan",
"givenName": "K.",
"id": "sg:person.016671304161.29",
"sameAs": [
"https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.016671304161.29"
],
"type": "Person"
},
{
"affiliation": {
"alternateName": "University of Florida",
"id": "https://www.grid.ac/institutes/grid.15276.37",
"name": [
"Department of Electrical and Computer Engineering, University of Florida, PO Box 116130, 32611, Gainesville, FL"
],
"type": "Organization"
},
"familyName": "Aggarwal",
"givenName": "V.",
"id": "sg:person.012513705526.14",
"sameAs": [
"https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.012513705526.14"
],
"type": "Person"
},
{
"affiliation": {
"alternateName": "University of Florida",
"id": "https://www.grid.ac/institutes/grid.15276.37",
"name": [
"Department of Electrical and Computer Engineering, University of Florida, PO Box 116130, 32611, Gainesville, FL"
],
"type": "Organization"
},
"familyName": "Lee",
"givenName": "H.",
"id": "sg:person.013777321634.51",
"sameAs": [
"https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.013777321634.51"
],
"type": "Person"
},
{
"affiliation": {
"alternateName": "University of Florida",
"id": "https://www.grid.ac/institutes/grid.15276.37",
"name": [
"Department of Civil and Coastal Engineering, University of Florida, PO Box 116130, 32611, Gainesville, FL"
],
"type": "Organization"
},
"familyName": "Carter",
"givenName": "W.",
"id": "sg:person.010004523243.58",
"sameAs": [
"https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.010004523243.58"
],
"type": "Person"
},
{
"affiliation": {
"alternateName": "University of Florida",
"id": "https://www.grid.ac/institutes/grid.15276.37",
"name": [
"Department of Civil and Coastal Engineering, University of Florida, PO Box 116130, 32611, Gainesville, FL"
],
"type": "Organization"
},
"familyName": "Shrestha",
"givenName": "R.",
"id": "sg:person.0714115124.29",
"sameAs": [
"https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.0714115124.29"
],
"type": "Person"
}
],
"citation": [
{
"id": "https://doi.org/10.1016/0098-3004(86)90047-6",
"sameAs": [
"https://app.dimensions.ai/details/publication/pub.1021120000"
],
"type": "CreativeWork"
},
{
"id": "https://doi.org/10.1016/0098-3004(86)90047-6",
"sameAs": [
"https://app.dimensions.ai/details/publication/pub.1021120000"
],
"type": "CreativeWork"
},
{
"id": "https://doi.org/10.1109/36.377928",
"sameAs": [
"https://app.dimensions.ai/details/publication/pub.1061161227"
],
"type": "CreativeWork"
},
{
"id": "https://doi.org/10.1109/36.964984",
"sameAs": [
"https://app.dimensions.ai/details/publication/pub.1061162769"
],
"type": "CreativeWork"
},
{
"id": "https://doi.org/10.1109/7.464348",
"sameAs": [
"https://app.dimensions.ai/details/publication/pub.1061214797"
],
"type": "CreativeWork"
},
{
"id": "https://doi.org/10.1109/igarss.1996.516474",
"sameAs": [
"https://app.dimensions.ai/details/publication/pub.1093293296"
],
"type": "CreativeWork"
},
{
"id": "https://doi.org/10.1017/cbo9781139174695",
"sameAs": [
"https://app.dimensions.ai/details/publication/pub.1098668573"
],
"type": "CreativeWork"
},
{
"id": "https://doi.org/10.1017/cbo9780511564352",
"sameAs": [
"https://app.dimensions.ai/details/publication/pub.1098709070"
],
"type": "CreativeWork"
}
],
"datePublished": "2005",
"datePublishedReg": "2005-01-01",
"description": "Multiscale Kalman smoothers (MKS) have been previously employed for data fusion applications and estimation of topography. However, the standard MKS algorithm embedded with a single stochastic model gives suboptimal performance when estimating non-stationary topographic variations, particularly when there are sudden changes in the terrain. In this work, multiple MKS models are regulated by a mixture-of-experts (MOE) network to adaptively fuse the estimates. Though MOE has been widely applied to one-dimensional time series data, its extension to multiscale estimation is new.",
"editor": [
{
"familyName": "Jekeli",
"givenName": "Christopher",
"type": "Person"
},
{
"familyName": "Bastos",
"givenName": "Luisa",
"type": "Person"
},
{
"familyName": "Fernandes",
"givenName": "Joana",
"type": "Person"
}
],
"genre": "chapter",
"id": "sg:pub.10.1007/3-540-26932-0_39",
"inLanguage": [
"en"
],
"isAccessibleForFree": false,
"isPartOf": {
"isbn": [
"3-540-26930-4"
],
"name": "Gravity, Geoid and Space Missions",
"type": "Book"
},
"name": "Multiscale Estimation of Terrain Complexity Using ALSM Point Data on Variable Resolution Grids",
"pagination": "224-229",
"productId": [
{
"name": "dimensions_id",
"type": "PropertyValue",
"value": [
"pub.1009624543"
]
},
{
"name": "doi",
"type": "PropertyValue",
"value": [
"10.1007/3-540-26932-0_39"
]
},
{
"name": "readcube_id",
"type": "PropertyValue",
"value": [
"2dd9739e26acc17dc08dac9294bd2aed8e706cf6e8ba542dd65f819925ec9983"
]
}
],
"publisher": {
"location": "Berlin/Heidelberg",
"name": "Springer-Verlag",
"type": "Organisation"
},
"sameAs": [
"https://doi.org/10.1007/3-540-26932-0_39",
"https://app.dimensions.ai/details/publication/pub.1009624543"
],
"sdDataset": "chapters",
"sdDatePublished": "2019-04-16T10:07",
"sdLicense": "https://scigraph.springernature.com/explorer/license/",
"sdPublisher": {
"name": "Springer Nature - SN SciGraph project",
"type": "Organization"
},
"sdSource": "s3://com-uberresearch-data-dimensions-target-20181106-alternative/cleanup/v134/2549eaecd7973599484d7c17b260dba0a4ecb94b/merge/v9/a6c9fde33151104705d4d7ff012ea9563521a3ce/jats-lookup/v90/0000000377_0000000377/records_106807_00000000.jsonl",
"type": "Chapter",
"url": "https://link.springer.com/10.1007%2F3-540-26932-0_39"
}
]
Download the RDF metadata as: json-ld nt turtle xml License info
JSON-LD is a popular format for linked data which is fully compatible with JSON.
curl -H 'Accept: application/ld+json' 'https://scigraph.springernature.com/pub.10.1007/3-540-26932-0_39'
N-Triples is a line-based linked data format ideal for batch operations.
curl -H 'Accept: application/n-triples' 'https://scigraph.springernature.com/pub.10.1007/3-540-26932-0_39'
Turtle is a human-readable linked data format.
curl -H 'Accept: text/turtle' 'https://scigraph.springernature.com/pub.10.1007/3-540-26932-0_39'
RDF/XML is a standard XML format for linked data.
curl -H 'Accept: application/rdf+xml' 'https://scigraph.springernature.com/pub.10.1007/3-540-26932-0_39'
This table displays all metadata directly associated to this object as RDF triples.
131 TRIPLES
23 PREDICATES
34 URIs
20 LITERALS
8 BLANK NODES