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When an object is placed on the metasurface, local changes can be detected in one or more of the structure\u2019s meta-atoms. This interaction generally modifies the inductance of the meta-atom, resulting in changes to the overall input impedance of the surface. We derive the properties of the structure and its behaviour in terms of superposition and demonstrate that observing the meta-surface from a single point is sufficient for unambiguous localisation and identification. To model these changes effectively and identify the position of an object, we employ a neural network machine learning algorithm. Our approach enables accurate localisation of all studied objects, with a precision exceeding\n                    <jats:inline-formula>\n                      <jats:alternatives>\n                        <jats:tex-math>$$98\\%$$<\/jats:tex-math>\n                        <mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\">\n                          <mml:mrow>\n                            <mml:mn>98<\/mml:mn>\n                            <mml:mo>%<\/mml:mo>\n                          <\/mml:mrow>\n                        <\/mml:math>\n                      <\/jats:alternatives>\n                    <\/jats:inline-formula>\n                    . Additionally, the distinct signatures of the objects allow for separation between them with an accuracy of over\n                    <jats:inline-formula>\n                      <jats:alternatives>\n                        <jats:tex-math>$$97\\%$$<\/jats:tex-math>\n                        <mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\">\n                          <mml:mrow>\n                            <mml:mn>97<\/mml:mn>\n                            <mml:mo>%<\/mml:mo>\n                          <\/mml:mrow>\n                        <\/mml:math>\n                      <\/jats:alternatives>\n                    <\/jats:inline-formula>\n                    . The potential applications of this platform extend to foreign object detection on metasurfaces for wireless power transfer, providing proximity detection for many surfaces such as clothing, car bodies and robotic carapaces. Furthermore, our research suggests the feasibility of implementing a touchscreen type interface requiring only a single waveguide connection.\n                  <\/jats:p>","DOI":"10.1038\/s41598-024-75218-2","type":"journal-article","created":{"date-parts":[[2024,10,15]],"date-time":"2024-10-15T10:40:00Z","timestamp":1728988800000},"update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":3,"title":["Spatial localisation and sensing in two dimensions via metasurfaces"],"prefix":"10.1038","volume":"14","author":[{"given":"Georgiana","family":"Dima","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Christopher John","family":"Stevens","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2024,10,15]]},"reference":[{"key":"75218_CR1","doi-asserted-by":"publisher","first-page":"4184","DOI":"10.1103\/PhysRevLett.84.4184","volume":"84","author":"D Smith","year":"2000","unstructured":"Smith, D., Padilla, W., Vier, D., Nemat-Nasser, S. & Schultz, S. 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