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Chercheur en télédétection appliquée a l'étude de la végétation


I have extensive experience with remote sensing data processing and analysis, involving imaging spectroscopy, multispectral time series, LiDAR data and various optical data acquired from leaf scale (field spectrometry, close-range imaging spectroscopy) to satellite platforms. My research is based on two types of approaches :
i) Physically-based approaches using radiative transfer modeling (PROSPECT, SAIL, DART)
to help understand and interpret interactions between terrestrial ecosystems and remotely sensed
radiometric signal.
ii) Data-driven approaches (machine learning), in order to develop methodologies for classification / regression tasks, and estimation of ecological metrics (including tropical biodiversity) and biophysical properties of vegetation, taking advantage of spatial information and high-dimensionality
data.
I am particularly interested in exploring the complementarity between these two approaches.


Article dans une revue39 documents

  • Katja Berger, Jochem Verrelst, Jean-Baptiste Féret, Tobias Hank, Matthias Wocher, et al.. Retrieval of aboveground crop nitrogen content with a hybrid machine learning method. International Journal of Applied Earth Observation and Geoinformation, Elsevier, 2020, 92, ⟨10.1016/j.jag.2020.102174⟩. ⟨hal-02913127⟩
  • Katja Berger, Jochem Verrelst, Jean-Baptiste Feret, Zhihui Wang, Matthias Wocher, et al.. Crop nitrogen monitoring: Recent progress and principal developments in the context of imaging spectroscopy missions. Remote Sensing of Environment, Elsevier, 2020, 242, pp.111758. ⟨10.1016/j.rse.2020.111758⟩. ⟨hal-02939261⟩
  • Anthony Laybros, Mélaine Aubry-Kientz, Jean-Baptiste Feret, Caroline Bedeau, Olivier Brunaux, et al.. Quantitative Airborne Inventories in Dense Tropical Forest Using Imaging Spectroscopy. Remote Sensing, MDPI, 2020, 12 (10), pp.1577. ⟨10.3390/rs12101577⟩. ⟨hal-02618684⟩
  • J.B. Feret, F. de Boissieu. biodivMapR: an R package for α- and β-diversity mapping using remotely sensed images. Methods in Ecology and Evolution, Wiley, 2019, 11 (1), pp.7. ⟨10.1111/2041-210X.13310⟩. ⟨hal-02609776⟩
  • Marc Lang, Samuel Alleaume, Sandra Luque, Nicolas Baghdadi, Jean-Baptiste Féret. Complementarity between Textural and Radiometric Indices From Airborne and Spaceborne Multi VHSR Data: Disentangling the Complexity of Heterogeneous Landscape Matrix. Remote Sensing, MDPI, 2019, 11 (6), pp.693. ⟨10.3390/rs11060693⟩. ⟨hal-02108591⟩
  • Anthony Laybros, Daniel Schläpfer, Jean-Baptiste Feret, Laurent Descroix, Caroline Bedeau, et al.. Across Date Species Detection Using Airborne Imaging Spectroscopy. Remote Sensing, MDPI, 2019, 11 (7), pp.789. ⟨10.3390/rs11070789⟩. ⟨hal-02123847⟩
  • Jean-Baptiste Féret, G. Le Maire, S. Jay, D. Berveiller, Ryad Bendoula, et al.. Estimating leaf mass per area and equivalent water thickness based on leaf optical properties: potential and limitations of physical modeling and machine learning.. Remote Sensing of Environment, Elsevier, 2019, 231, ⟨10.1016/j.rse.2018.11.002⟩. ⟨hal-02939160⟩
  • Cécile Gomez, Subramanian Dharumarajan, Jean-Baptiste Feret, Philippe Lagacherie, Laurent Ruiz, et al.. Use of Sentinel-2 time-series images for classification and uncertainty analysis of inherent biophysical property: case of soil texture mapping. Remote Sensing, MDPI, 2019, 11 (5), pp.20. ⟨10.3390/rs11050565⟩. ⟨hal-02609202⟩
  • Jean-Baptiste Feret, Florian de Boissieu. biodivMapR: An r package for α‐ and β‐diversity mapping using remotely sensed images. Methods in Ecology and Evolution, Wiley, 2019, 11 (1), pp.64-70. ⟨10.1111/2041-210X.13310⟩. ⟨hal-02939133⟩
  • Maxime Réjou-Méchain, Nicolas Barbier, Pierre Couteron, Pierre Ploton, Grégoire Vincent, et al.. Upscaling Forest Biomass from Field to Satellite Measurements: Sources of Errors and Ways to Reduce Them. Surveys in Geophysics, Springer Verlag (Germany), 2019, 40 (4), pp.881-911. ⟨10.1007/s10712-019-09532-0⟩. ⟨hal-02189103⟩
  • Samuel Alleaume, Pauline Dusseux, Vincent Thierion, Loïc Commagnac, Sylvio Laventure, et al.. A generic remote sensing approach to derive operational essential biodiversity variables (EBVs) for conservation planning. Methods in Ecology and Evolution, Wiley, 2018, 9 (8), pp.1822-1836. ⟨10.1111/2041-210X.13033⟩. ⟨hal-02108567⟩
  • M. Lang, S. Alleaume, S. Luque, N. Baghdadi, J.B. Féret. Monitoring and characterizing heterogeneous Mediterranean landscapes with continuous textural indices based on VHSR imagery. Remote Sensing, MDPI, 2018, 10 (6), 32 p. ⟨10.3390/rs10060868⟩. ⟨hal-01915859⟩
  • J. Morel, S. Jay, J.B. Féret, A. Bakache, R. Bendoula, et al.. Exploring the potential of PROCOSINE and close-range hyperspectral imaging to study the effects of fungal diseases on leaf physiology. Scientific Reports, Nature Publishing Group, 2018, 8 (15933), 13 p. ⟨10.1038/s41598-018-34429-0⟩. ⟨hal-01926500⟩
  • Matheus Pinheiro Ferreira, Jean-Baptiste Féret, Eloi Grau, Jean-Philippe Gastellu Etchegorry, Cibele Hummel Do Amaral, et al.. Retrieving structural and chemical properties of individual tree crowns in a highly diverse tropical forest with 3D radiative transfer modeling and imaging spectroscopy. Remote Sensing of Environment, Elsevier, 2018, 211, pp.276-291. ⟨10.1016/j.rse.2018.04.023⟩. ⟨hal-02607947⟩
  • D. Rocchini, Sandra Luque, N. Pettorelli, L. Bastin, D. Doktor, et al.. Measuring beta-diversity by remote sensing: a challenge for biodiversity monitoring. Methods in Ecology and Evolution, Wiley, 2018, 9, pp.1787-1798. ⟨10.1111/2041-210X.12941⟩. ⟨hal-02607100⟩
  • Johanna Albetis de la Cruz, Sylvie Duthoit, Fabio Güttler, Anne Jacquin, Michel Goulard, et al.. Detection of flavescence dorée grapevine disease using unmanned aerial vehicle (UAV) multispectral imagery. Remote Sensing, MDPI, 2017, 9 (4), 20 p. ⟨10.3390/rs9040308⟩. ⟨hal-01607276⟩
  • Julianne de Castro Oliveira, Jean-Baptiste Feret, Flavio Jorge Ponzoni, Yann Nouvellon, Jean-Philippe Gastellu Etchegorry, et al.. Simulating the canopy reflectance of different eucalypt genotypes with the DART 3-D model. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, IEEE, 2017, 10 (11), pp.4844-4852. ⟨10.1109/JSTARS.2017.2690000⟩. ⟨hal-01772292⟩
  • J.B. Féret, A.A. Gitelson, S.D. Noble, S. Jacquemoud. PROSPECT-D: towards modeling leaf optical properties through a complete lifecycle. Remote Sensing of Environment, Elsevier, 2017, 193 (may), pp.204-215. ⟨10.1016/j.rse.2017.03.004⟩. ⟨hal-01584365⟩
  • Gaelle Viennois, Christophe Proisy, Jean-Baptiste Feret, Juliana Prosperi, Frida Sidik,, et al.. Multitemporal analysis of high spatial resolution optical satellite imagery for mangrove species mapping in Bali, Indonesia. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, IEEE, 2016, 9 (8), pp.3680-3686. ⟨10.1109/JSTARS.2016.2553170⟩. ⟨hal-01373186⟩
  • S. Jay, R. Bendoula, X. Hadoux, J.B. Féret, N. Gorretta. A physically-based model for retrieving foliar biochemistry and leaf orientation using close-range imaging spectroscopy. Remote Sensing of Environment, Elsevier, 2016, 177, pp.220-236. ⟨10.1016/j.rse.2016.02.029⟩. ⟨hal-01804958⟩
  • Adewole Olagoke, Christophe Proisy, Jean-Baptiste Féret, Elodie Blanchard, François Fromard, et al.. Extended biomass allometric equations for large mangrove trees from terrestrial LiDAR data. Trees - Structure and Function, Springer Verlag, 2016, ⟨10.1007/s00468-015-1334-9⟩. ⟨ird-01242762⟩
  • A. Olagoke, Christophe Proisy, J.B. Feret, E. Blanchard, F. Fromard, et al.. Extended biomass allometric equations for large mangrove trees from terrestrial LiDAR data. Trees - Structure and Function, Springer Verlag, 2015, pp.935-947. ⟨10.​1007/​s00468-015-1334-9⟩. ⟨hal-02602503⟩
  • Jean-Baptiste Féret, Christina Corbane, Samuel Alleaume. Detecting the Phenology and Discriminating Mediterranean Natural Habitats With Multispectral Sensors—An Analysis Based on Multiseasonal Field Spectra. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, IEEE, 2015, 8 (5), pp.2294-2305. ⟨10.1109/jstars.2015.2431320⟩. ⟨hal-02108558⟩
  • G. Tochon, J.B. Féret, S. Valero, R.E. Martin, D.E. Knapp, et al.. On the use of binary partition trees for the tree crown segmentation of tropical rainforest hyperspectral images. Remote Sensing of Environment, Elsevier, 2015, 159, pp.318-331. ⟨10.1016/j.rse.2014.12.020⟩. ⟨hal-02939178⟩
  • J.P. Gastellu Etchegorry, T. Yin, N. Lauret, T. Cajgfinger, T. Gregoire, et al.. Discrete anisotropic radiative transfer (DART 5) for modeling airborne and satellite spectroradiometer and LIDAR acquisitions of natural and urban landscapes. Remote Sensing, MDPI, 2015, 7 (2), pp.1667-1701. ⟨10.3390/rs70201667⟩. ⟨hal-01308613⟩
  • D. Rocchini, D.S. Boyd, J.B. Féret, G.M. Foody, K.S. He, et al.. Satellite remote sensing to monitor species diversity: potential and pitfalls. Remote Sensing in Ecology and Conservation, 2015, 2 (1), pp.25-36. ⟨10.1002/rse2.9⟩. ⟨hal-01330160⟩
  • Jean-Baptiste Feret, Gregory Asner. Mapping tropical forest canopy diversity using high-fidelity imaging spectroscopy. Ecological Applications, Ecological Society of America, 2014, 24 (6), pp.1289-1296. ⟨10.1890/13-1824.1⟩. ⟨hal-02939183⟩
  • Jean-Baptiste Feret, Gregory Asner. Microtopographic controls on lowland Amazonian canopy diversity from imaging spectroscopy. Ecological Applications, Ecological Society of America, 2014, 24 (6), pp.1297-1310. ⟨10.1890/13-1896.1⟩. ⟨hal-02939182⟩
  • C. Baldeck, M. Colgan, J.-B. Féret, S. Levick, R. Martin, et al.. Landscape-scale variation in plant community composition of an African savanna from airborne species mapping. Ecological Applications, Ecological Society of America, 2014, 24 (1), pp.84-93. ⟨10.1890/13-0307.1⟩. ⟨hal-02939184⟩
  • Tao Cheng, Benoit Rivard, Arturo Sanchez-Azofeifa, Jean-Baptiste Féret, Stéphane Jacquemoud, et al.. Deriving leaf mass per area (LMA) from foliar reflectance across a variety of plant species using continuous wavelet analysis. ISPRS Journal of Photogrammetry and Remote Sensing, Elsevier, 2014, 87, pp.28-38. ⟨10.1016/j.isprsjprs.2013.10.009⟩. ⟨insu-02641557⟩
  • Jean-Baptiste Feret, Gregory Asner. Tree Species Discrimination in Tropical Forests Using Airborne Imaging Spectroscopy. IEEE Transactions on Geoscience and Remote Sensing, Institute of Electrical and Electronics Engineers, 2013, 51 (1), pp.73-84. ⟨10.1109/TGRS.2012.2199323⟩. ⟨hal-02939188⟩
  • Matthew Colgan, Claire Baldeck, Jean-Baptiste Feret, Gregory Asner. Mapping Savanna Tree Species at Ecosystem Scales Using Support Vector Machine Classification and BRDF Correction on Airborne Hyperspectral and LiDAR Data. Remote Sensing, MDPI, 2012, 4 (11), pp.3462-3480. ⟨10.3390/rs4113462⟩. ⟨hal-02939189⟩
  • Jean-Baptiste Feret, Gregory Asner. Semi-Supervised Methods to Identify Individual Crowns of Lowland Tropical Canopy Species Using Imaging Spectroscopy and LiDAR. Remote Sensing, MDPI, 2012, 4 (8), pp.2457-2476. ⟨10.3390/rs4082457⟩. ⟨hal-02939198⟩
  • Tao Cheng, Benoit Rivard, Arturo Sanchez-Azofeifa, Jean-Baptiste Féret, Stéphane Jacquemoud, et al.. Predicting leaf gravimetric water content from foliar reflectance across a range of plant species using continuous wavelet analysis. Journal of Plant Physiology, Elsevier, 2012, 169 (12), pp.1134-1142. ⟨10.1016/j.jplph.2012.04.006⟩. ⟨insu-02651710⟩
  • Jean-Baptiste Feret, Gregory Asner. Spectroscopic classification of tropical forest species using radiative transfer modeling. Remote Sensing of Environment, Elsevier, 2011, 115 (9), pp.2415-2422. ⟨10.1016/j.rse.2011.05.004⟩. ⟨hal-02939194⟩
  • Jean-Baptiste Feret, Christophe François, Anatoly Gitelson, Gregory Asner, Karen Barry, et al.. Optimizing spectral indices and chemometric analysis of leaf chemical properties using radiative transfer modeling. Remote Sensing of Environment, Elsevier, 2011, 115 (10), pp.2742-2750. ⟨10.1016/j.rse.2011.06.016⟩. ⟨hal-02939196⟩
  • S. Deroussi, M. Diament, J.B. Feret, T. Nebut, Th. Staudacher. Localization of cavities in a thick lava flow by microgravimetry. Journal of Volcanology and Geothermal Research, Elsevier, 2009, 184 (1-2), pp.193-198. ⟨10.1016/j.jvolgeores.2008.10.002⟩. ⟨hal-02939191⟩
  • Philippe Lagacherie, Frédéric Baret, Jean-Baptiste Feret, José Madeira Netto, Jean-Marc Robbez-Masson. Estimation of soil clay and calcium carbonate using laboratory, field and airborne hyperspectral measurements. Remote Sensing of Environment, Elsevier, 2008, 112 (3), pp.825-835. ⟨10.1016/j.rse.2007.06.014⟩. ⟨hal-02665663⟩
  • Jean-Baptiste Feret, Christophe François, Gregory Asner, Anatoly Gitelson, Roberta Martin, et al.. PROSPECT-4 and 5: Advances in the leaf optical properties model separating photosynthetic pigments. Remote Sensing of Environment, Elsevier, 2008, 112 (6), pp.3030-3043. ⟨10.1016/j.rse.2008.02.012⟩. ⟨insu-02732884⟩

Communication dans un congrès17 documents

  • F. de Boissieu, M. Lang, J.B. Feret, J.M. Monnet, S. Durrieu. Reconstruction of airborne laser scanner trajectory from data. IGARSS 2019 - 2019 IEEE International Geoscience and Remote Sensing Symposium, Jul 2019, Yokohama, Japan. pp.8964-8967. ⟨hal-02610072⟩
  • S. Durrieu, F. de Boissieu, J.P. Gastellu Etchegorry, G. Vincent, C. Lavalley, et al.. Simulation of Lidar signal with DART for the development of LEAF, a spaceborne Lidar mission for forest ecosystem monitoring. ESA Living Planet Symposium, May 2019, Milan, Italy. pp.21. ⟨hal-02609788⟩
  • Thierry Erudel, Philippe Deliot, Sophie Fabre, Xavier Briottet, Jean-Baptiste Féret, et al.. Impact de la résolution spatiale pour l’identification d’essences forestières en milieu tempéré à partir d’une image hyperspectrale du domaine réflectif. 6. Colloque de la Société Française de Photogrammétrie et Télédétection - Groupe Hyperspectrale (SFPT-GH), May 2018, Montpellier, France. ⟨hal-01990157⟩
  • M.P. Ferreira, J.B. Feret, E. Grau, F.H. Wagner, L.E. Oliveira E Cruz de Aragão, et al.. A simplified 3D radiative transfer approach for the retrieval of chemical and structural properties of individual tree crowns from hyperspectral data. IGARSS 2018 - 2018 IEEE International Geoscience and Remote Sensing Symposium, Jul 2018, Valencia, Spain. pp.3955-3958, ⟨10.1109/IGARSS.2018.8519278⟩. ⟨hal-02608061⟩
  • M. Lang, Samuel Alleaume, Sandra Luque, N. Baghdadi, J.B. Feret. Landscape structure estimation using Fourier-based ordination of high resolution airborne optical image. IGARSS 2018 - 2018 IEEE International Geoscience and Remote Sensing Symposium, Jul 2018, Valencia, Spain. pp.6600-6603, ⟨10.1109/IGARSS.2018.8518640⟩. ⟨hal-02607406⟩
  • Nicolas Karasiak, David Sheeren, Jean-Francois Dejoux, Jean-Baptiste Feret, Jerome Willm, et al.. Is ground-based phenology of deciduous tree species consistent with the temporal pattern observed from sentinel-2 time series ?. ForestSAT 2018, Oct 2018, Maryland, United States. 192 p. ⟨hal-02733751⟩
  • E. Tusa Jumbo, A. Laybros, J.M. Monnet, M. Dalla Mura, J.B. Barré, et al.. Fusion of Hyperspectral Images and LiDAR Data for Forestry Monitoring - A Review. Whispers 2018, 9th edition of the Whispers Conference, Sep 2018, Amsterdam, Netherlands. pp.1. ⟨hal-02608217⟩
  • Samuel Alleaume, M. Lang, J.B. Feret, Isidore Diouf, Sandra Luque. How to capture the mediterranean forested landscape complexity using remote-sensing tools. IUFRO Conference Posadas 2018: Adaptive Management for Forested Landscapes in Transformation, Oct 2018, Posadas, Argentina. pp.75-75. ⟨hal-02608952⟩
  • Xavier Briottet, Gregory P. Asner, Touria Bajjouk, Véronique Carrère, Sabine Chabrillat, et al.. European hyperspectral explorer : Hypex-2. Monitoring anthropogenic influences in critical zones. 10. EARSeL SIG Imaging Spectroscopy Workshop, Apr 2017, Zurich, Switzerland. 11 p. ⟨hal-02787953⟩
  • Johanna Albetis de Le Cruz, Anne Jacquin, Fabio Nor-Guttler, Michel Goulard, Hervé Poilvé, et al.. Potentiality of uav multispectral imagery to detect flavescence doree and grapevine trunk diseases. 5. International Symposium on Recent Advances in Quantitative Remote Sensing: RAQRS'V, Sep 2017, Torrent, Spain. 221 p. ⟨hal-02736307⟩
  • T. Yin, J.B. Feret, J.P. Gastellu Etchegorry. Data simulation and fusion of imaging spectrometer and LiDAR multi-sensor system through dart model. IGARSS 2016, Jul 2016, Beijing, pp.3640-3643, ⟨10.1109/IGARSS.2016.7729943⟩. ⟨hal-02606012⟩
  • Samuel Alleaume, Vincent Thierion, D. Marechal, M. Roux, Sylvio Laventure, et al.. Monitoring natural habitats using multi-sources remote-sensing data in answer to conservation planning. Ecosummit 2016, Aug 2016, Montpelllier, France. pp.16. ⟨hal-02605356⟩
  • M. Lang, J.B. Feret, Samuel Alleaume, N. Baghdadi. Monitoring and characterization of landscape closure using frequential texture information derived from VHRS satellite images in Mediterranean region. 5th International EcoSummit, Aug 2016, Montpellier, France. pp.1. ⟨hal-02604489⟩
  • M.P. Ferreira, M. Zortea, D.C. Zanotta, J.B. Feret, Y.E. Shimabukuro, et al.. On the use of shortwave infrared for tree species discrimination in tropical semideciduous forest. ISPRS Geospatial Week 2015, Sep 2015, La Grande Motte, France. pp.473-476, ⟨10.5194/isprsarchives-XL-3-W3-473-2015⟩. ⟨hal-01544871⟩
  • J.B. Feret, J.P. Gastellu Etchegorry, M.J. Lefèvre Fonollosa, Christophe Proisy, G.P. Asner. HYPERTROPIK project for HYPXIM mission. Mapping tropical biodiversity using spectroscopic imagery: characterization of structural and chemical diversity using 3-D radiative transfer modeling. 9th EARSeL SIG Imaging Spectrioscopy workshop, Apr 2015, Luxembourg, Luxembourg. pp.20. ⟨hal-02602947⟩
  • Jean-Baptiste Feret, Jean-Philippe Gastellu-Etchegorry, Marie-Jose Lefèvre-Fonollosa, Christophe Proisy, Gregory P. Asner. Hypertropik project for HYPXIM mission. Mapping tropical biodiversity using spectroscopic imagery : characterization of structural and chemical diversity using 3-D radiative transfer modeling. 9th EARSeL SIG Imaging Spectroscopy workshop, The European Association of Remote Sensing Laboratories, Luxembourg Institute of Science and Technology (LIST), Luxembourg Trier University, Germany, Apr 2015, Luxembourg, Luxembourg. ⟨ird-01143899⟩
  • Guillaume Tochon, Jean-Baptiste Feret, Roberta Martin, Raul Tupayachi, Jocelyn Chanussot, et al.. Binary partition tree as a hyperspectral segmentation tool for tropical rainforests. IEEE International Geoscience and Remote Sensing Symposium (IGARSS 2012), Jul 2012, Munich, Germany. pp.6368-6371, ⟨10.1109/IGARSS.2012.6352716⟩. ⟨hal-00799668⟩

Chapitre d'ouvrage5 documents

  • Eduardo Tusa, Anthony Laybros, Jean-Matthieu Monnet, Mauro Dalla Mura, Jean-Baptiste Barré, et al.. Fusion of hyperspectral imaging and LiDAR for forest monitoring. Data Handling in Science and Technology, 32, Elsevier, pp.281-303, 2020, Data Handling in Science and Technology, 978-0-444-63977-6. ⟨10.1016/B978-0-444-63977-6.00013-4⟩. ⟨hal-02443395⟩
  • Touria Bajjouk, Florian de Boissieu, Jocelyn Chanussot, Sylvain Dout, Marie Dumont, et al.. Chapter 3.1 - Applications in remote sensing—natural landscapes. Data Handling in Science and Technology, 32, Elsevier Ltd, pp.371-410, 2020, ⟨10.1016/B978-0-444-63977-6.00016-X⟩. ⟨hal-02477896⟩
  • Touria Bajjouk, Florian de Boissieu, Jocelyn Chanussot, Sylvain Douté, Marie Dumont, et al.. Applications in remote sensing—natural landscapes. Hyperspectral Imaging, pp.371-410, 2020, ⟨10.1016/b978-0-444-63977-6.00016-x⟩. ⟨hal-02592498⟩
  • J.B. Feret, D. Rocchini, K.S. He, H. Nagendra, Sandra Luque, et al.. Forest species mapping. A sourcebook of methods and procedures for monitoring essential biodiversity variables in tropical forest with remote sensing [Report version UNCBD COP-13, GOFC-GOLD Land Cover Project Office], GOFC-GOLD & GEO BON, pp.164-182, 2017, ISSN 2542-6729. ⟨hal-02607257⟩
  • Christophe Proisy, J.B. Feret, N. Lauret, J.P. Gastellu Etchegorry, N. Baghdadi, et al.. Mangrove forest dynamics using very high spatial resolution optical remote sensing. Land Surface Remote Sensing in Urban and Coastal Areas, Elsevier, pp.269-295, 2016, 9-78178-548-160-4. ⟨hal-02605295⟩