Decoding peri-urban transformation through multi-scale mapping of bidirectional urbanisation.

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Title: Decoding peri-urban transformation through multi-scale mapping of bidirectional urbanisation.
Authors: Theres BL; Centre of Data for Public Good, Indian Institute of Science, Bangalore, India., Selvakumar R; School of Civil Engineering, SASTRA Deemed to be University, Thanjavur, Tamil Nadu, India. selvakumar@civil.sastra.edu., Sathyakumar V; School of Civil Engineering, SASTRA Deemed to be University, Thanjavur, Tamil Nadu, India., Kumar SA; Department of Civil Engineering, Aditya University, Surampalem, 533437, Andhra Pradesh, India., Karuppannan S; Department of Applied Geology, College of Applied Natural Science, Adama Science and Technology University, P.O. Box 1888, Adama, Ethiopia. shankar.karuppannan@astu.edu.et.; Department of Research Analytics, Saveetha Institute of Medical and Technical Sciences (SIMATS), Saveetha Dental College and Hospitals, Saveetha University, Chennai, 600077, Tamil Nadu, India. shankar.karuppannan@astu.edu.et., Gupta KK; Department of Civil Engineering, Graphic Era (Deemed to be University, Clement Town, Dehradun, India.
Source: Scientific reports [Sci Rep] 2026 May 16; Vol. 16 (1). Date of Electronic Publication: 2026 May 16.
Publication Type: Journal Article
Journal Info: Publisher: Nature Publishing Group Country of Publication: England NLM ID: 101563288 Publication Model: Electronic Cited Medium: Internet ISSN: 2045-2322 (Electronic) Linking ISSN: 20452322 NLM ISO Abbreviation: Sci Rep Subsets: MEDLINE; PubMed not MEDLINE
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  Data: <searchLink fieldCode="AU" term="%22Theres+BL%22">Theres BL</searchLink>; Centre of Data for Public Good, Indian Institute of Science, Bangalore, India.<br /><searchLink fieldCode="AU" term="%22Selvakumar+R%22">Selvakumar R</searchLink>; School of Civil Engineering, SASTRA Deemed to be University, Thanjavur, Tamil Nadu, India. selvakumar@civil.sastra.edu.<br /><searchLink fieldCode="AU" term="%22Sathyakumar+V%22">Sathyakumar V</searchLink>; School of Civil Engineering, SASTRA Deemed to be University, Thanjavur, Tamil Nadu, India.<br /><searchLink fieldCode="AU" term="%22Kumar+SA%22">Kumar SA</searchLink>; Department of Civil Engineering, Aditya University, Surampalem, 533437, Andhra Pradesh, India.<br /><searchLink fieldCode="AU" term="%22Karuppannan+S%22">Karuppannan S</searchLink>; Department of Applied Geology, College of Applied Natural Science, Adama Science and Technology University, P.O. Box 1888, Adama, Ethiopia. shankar.karuppannan@astu.edu.et.; Department of Research Analytics, Saveetha Institute of Medical and Technical Sciences (SIMATS), Saveetha Dental College and Hospitals, Saveetha University, Chennai, 600077, Tamil Nadu, India. shankar.karuppannan@astu.edu.et.<br /><searchLink fieldCode="AU" term="%22Gupta+KK%22">Gupta KK</searchLink>; Department of Civil Engineering, Graphic Era (Deemed to be University, Clement Town, Dehradun, India.
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  Data: <searchLink fieldCode="JN" term="%22101563288%22">Scientific reports</searchLink> [Sci Rep] 2026 May 16; Vol. 16 (1). <i>Date of Electronic Publication: </i>2026 May 16.
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        Value: 10.1038/s41598-026-52525-4
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