{"@context":{"@vocab":"https://cir.nii.ac.jp/schema/1.0/","rdfs":"http://www.w3.org/2000/01/rdf-schema#","dc":"http://purl.org/dc/elements/1.1/","dcterms":"http://purl.org/dc/terms/","foaf":"http://xmlns.com/foaf/0.1/","prism":"http://prismstandard.org/namespaces/basic/2.0/","cinii":"http://ci.nii.ac.jp/ns/1.0/","datacite":"https://schema.datacite.org/meta/kernel-4/","ndl":"http://ndl.go.jp/dcndl/terms/","jpcoar":"https://github.com/JPCOAR/schema/blob/master/2.0/"},"@id":"https://cir.nii.ac.jp/crid/1360282589150643200.json","@type":"Article","productIdentifier":[{"identifier":{"@type":"DOI","@value":"10.1190/1.1442303"}},{"identifier":{"@type":"URI","@value":"https://pubs.geoscienceworld.org/seg/geophysics/article-pdf/52/3/289/3133057/289.pdf"}}],"dc:title":[{"@value":"Occam's inversion; a practical algorithm for generating smooth models from electromagnetic sounding data"}],"description":[{"type":"abstract","notation":[{"@value":"<jats:title>Abstract</jats:title>\n                  <jats:p>The inversion of electromagnetic sounding data does not yield a unique solution, but inevitably a single model to interpret the observations is sought. We recommend that this model be as simple, or smooth, as possible, in order to reduce the temptation to overinterpret the data and to eliminate arbitrary discontinuities in simple layered models.To obtain smooth models, the nonlinear forward problem is linearized about a starting model in the usual way, but it is then solved explicitly for the desired model rather than for a model correction. By parameterizing the model in terms of its first or second derivative with depth, the minimum norm solution yields the smoothest possible model.Rather than fitting the experimental data as well as possible (which maximizes the roughness of the model), the smoothest model which fits the data to within an expected tolerance is sought. A practical scheme is developed which optimizes the step size at each iteration and retains the computational efficiency of layered models, resulting in a stable and rapidly convergent algorithm. The inversion of both magnetotelluric and Schlumberger sounding field data, and a joint magnetotelluric-resistivity inversion, demonstrate the method and show it to have practical application.</jats:p>"}]}],"creator":[{"@id":"https://cir.nii.ac.jp/crid/1382825895143764352","@type":"Researcher","foaf:name":[{"@value":"Steven C. Constable"}],"jpcoar:affiliationName":[{"@value":"Scripps Inst. Oceanogr., La Jolla, CA, United States"}]},{"@id":"https://cir.nii.ac.jp/crid/1382825895143764353","@type":"Researcher","foaf:name":[{"@value":"Robert L. Parker"}]},{"@id":"https://cir.nii.ac.jp/crid/1382825895143764354","@type":"Researcher","foaf:name":[{"@value":"Catherine G. Constable"}]}],"publication":{"publicationIdentifier":[{"@type":"EISSN","@value":"19422156"},{"@type":"PISSN","@value":"00168033"},{"@type":"PISSN","@value":"https://id.crossref.org/issn/00168033"},{"@type":"PISSN","@value":"http://id.crossref.org/issn/00168033"}],"prism:publicationName":[{"@value":"Geophysics"}],"dc:publisher":[{"@value":"Society of Exploration Geophysicists"}],"prism:publicationDate":"1987-03-01","prism:volume":"52","prism:number":"3","prism:startingPage":"289","prism:endingPage":"300"},"reviewed":"false","url":[{"@id":"https://pubs.geoscienceworld.org/seg/geophysics/article-pdf/52/3/289/3133057/289.pdf"}],"createdAt":"2002-10-11","modifiedAt":"2025-12-11","relatedProduct":[{"@id":"https://cir.nii.ac.jp/crid/1050001338207908480","@type":"Article","resourceType":"学術雑誌論文(journal article)","relationType":["isReferencedBy"],"jpcoar:relatedTitle":[{"@language":"en","@value":"Temporal variation in the resistivity structure of the first Nakadake crater, Aso volcano, Japan, during the magmatic eruptions from November 2014 to May 2015, as inferred by the ACTIVE electromagnetic monitoring system"}]},{"@id":"https://cir.nii.ac.jp/crid/1050012570393904000","@type":"Article","resourceType":"学術雑誌論文(journal article)","relationType":["isReferencedBy"],"jpcoar:relatedTitle":[{"@language":"en","@value":"Electrical conductivity of old oceanic mantle in the northwestern Pacific I: 1-D profiles suggesting differences in thermal structure not predictable from a plate cooling model"},{"@value":"Electrical conductivity of old oceanic mantle in the northwestern Pacific I: 1-D profiles suggesting differences in thermal structure not predictable by a plate cooling model"}]},{"@id":"https://cir.nii.ac.jp/crid/1050022457826467968","@type":"Article","resourceType":"学術雑誌論文(journal article)","relationType":["isReferencedBy"],"jpcoar:relatedTitle":[{"@language":"en","@value":"Offshore-onshore resistivity imaging of freshwater using a controlled-source electromagnetic method: A feasibility study"}]},{"@id":"https://cir.nii.ac.jp/crid/1050022457826475776","@type":"Article","resourceType":"学術雑誌論文(journal article)","relationType":["isReferencedBy"],"jpcoar:relatedTitle":[{"@language":"en","@value":"A cost-effective three-dimensional marine controlled-source electromagnetic survey: Exploring seafloor massive sulfides"}]},{"@id":"https://cir.nii.ac.jp/crid/1050303932803179136","@type":"Article","resourceType":"学術雑誌論文(journal article)","relationType":["isReferencedBy"],"jpcoar:relatedTitle":[{"@language":"en","@value":"A marine controlled-source electromagnetic application using towed and seafloor-based receivers capable of mapping seafloor and embedded massive sulfides"}]},{"@id":"https://cir.nii.ac.jp/crid/1050573243559206016","@type":"Article","resourceType":"学術雑誌論文(journal article)","relationType":["isReferencedBy"],"jpcoar:relatedTitle":[{"@value":"Estimation of spatial distribution and fluid fraction of a potential supercritical geothermal reservoir by magnetotelluric data: a case study from Yuzawa geothermal field, NE Japan"}]},{"@id":"https://cir.nii.ac.jp/crid/1050585407777857408","@type":"Article","resourceType":"学術雑誌論文(journal article)","relationType":["isReferencedBy"],"jpcoar:relatedTitle":[{"@language":"en","@value":"Inversion algorithm determining sharp boundaries in electrical resistivity tomography"}]},{"@id":"https://cir.nii.ac.jp/crid/1050587981430736000","@type":"Article","resourceType":"学術雑誌論文(journal article)","relationType":["isReferencedBy"],"jpcoar:relatedTitle":[{"@language":"en","@value":"Seismicity controlled by resistivity structure : the 2016 Kumamoto earthquakes, Kyushu Island, Japan"}]},{"@id":"https://cir.nii.ac.jp/crid/1050587981430851712","@type":"Article","resourceType":"学術雑誌論文(journal article)","relationType":["isReferencedBy"],"jpcoar:relatedTitle":[{"@language":"en","@value":"Three-dimensional resistivity structure in Ishikari Lowland, Hokkaido, northeastern Japan-Implications to strain concentration mechanism"},{"@value":"Three‐dimensional resistivity structure in <scp>I</scp>shikari <scp>L</scp>owland, <scp>H</scp>okkaido, northeastern <scp>J</scp>apan—<scp>I</scp>mplications to strain concentration mechanism"}]},{"@id":"https://cir.nii.ac.jp/crid/1050866882756598272","@type":"Article","resourceType":"学術雑誌論文(journal article)","relationType":["isReferencedBy"],"jpcoar:relatedTitle":[{"@language":"en","@value":"Ability of the magnetotelluric method to image a deep conductor: Exploration of a supercritical geothermal system"},{"@value":"MT法を用いた深部低比抵抗体のイメージング能力について : 超臨界地熱資源探査の例"},{"@language":"ja-Kana","@value":"MTホウ オ モチイタ シンブ テイヒ テイコウタイ ノ イメージング ノウリョク ニ ツイテ : チョウリンカイ チネツ シゲン タンサ ノ レイ"}]},{"@id":"https://cir.nii.ac.jp/crid/1360002214349850112","@type":"Article","resourceType":"学術雑誌論文(journal article)","relationType":["isReferencedBy"],"jpcoar:relatedTitle":[{"@value":"Electrical image of subduction zone beneath northeastern 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analysis"},{"@language":"ja-Kana","@value":"TEMホウ カイセキ プログラム Temtool ノ カイハツ"}]},{"@id":"https://cir.nii.ac.jp/crid/1390001206497304576","@type":"Article","relationType":["isReferencedBy"],"jpcoar:relatedTitle":[{"@language":"ja","@value":"深部CSMT法による台湾電力総合研究所CO<sub>2</sub>地中貯留実験場のモニタリングのための事前適用"},{"@language":"en","@value":"Preliminary application of the CSMT method for monitoring of an experiment site of CO<sub>2</sub> geological storage by the Taiwan Power Research Institute"},{"@value":"深部CSMT法による台湾電力総合研究所CO₂地中貯留実験場のモニタリングのための事前適用"},{"@language":"ja-Kana","@value":"シンブ CSMTホウ ニ ヨル タイワン デンリョク ソウゴウ ケンキュウジョ CO ₂ チチュウ チョリュウ ジッケンジョウ ノ モニタリング ノ タメ ノ ジゼン テキヨウ"}]},{"@id":"https://cir.nii.ac.jp/crid/1390001206509212288","@type":"Article","relationType":["isReferencedBy"],"jpcoar:relatedTitle":[{"@language":"en","@value":"2-D inversion of VES data in Saqqara archaeological area, 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