Forest aboveground biomass estimation based on spaceborne LiDAR combining machine learning model and geostatistical method

Xu, Li; Yu, Jinge; Shu, Qingtai; Luo, Shaolong; Zhou, Wenwu; Duan, Dandan; SCI

机构： Southwest Forestry Univ, Fac Coll Soil & Water Conservat, Kunming, Peoples R China; Beijing Acad Agr & Forestry Sci, Informat Technol Res Ctr, Beijing, Peoples R China;

关键词： GEDI; spaceborne LiDAR; inverse distance weighting; biomass; spruce-fir

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Protecting stable biological nomenclatural systems enables universal communication: A collective international appeal

Jimenez-Mejias, Pedro; Martin-Bravo, Santiago; Luceno Garces, Modesto; Manzano, Saul; Manzano, Saul; Acedo, Carmen; Manzano, Saul; Gowda, Vinita; Krell, Frank-Thorsten; Lin, Mei-Ying; Martin-Torrijos, Laura; Nieto Feliner, Gonzalo; Alvarez, Ines; Riina, Ricarda; Sanchez Meseguer, Andrea; Mosyakin, Sergei L.; Naczi, Robert F. C.; Crisci, Jorge, V; Manning, John; Moreno Saiz, Juan Carlos; Muasya, A. Muthama; Sanchez-Mata, Daniel; Sanchez-Mata, Daniel; El-Hawagry, Magdi S. A.; Rad, Mohammad Amini; Blandin, Patrick; Schmitt, Michael; Hayashi, Ryota; Kim, Sangtae; Ronikier, Anna; Ronikier, Michal; Chozas, Sergio; Anjos, Andreia; Garbino, Guilherme Siniciato Terra; Rogov, Mikhail; Morales, Manuel B.; Verde, Carlos Luis Leopardi; Cilden, Emre; Shuka, Donald; Gjeta, Ermelinda; Shuka, Lulezim; Meco, Marjol; Shumka, Spase; Benghanem, Abdelkader Nabil; Benhouhou, Salima; Tahri, Djilali; Hocine, Laouer; Meddour, Rachid; Boubar, Saidi; Pladevall, Clara; Pedro Goncalves, Francisco Maiato; Perez-Gonzalez, Abel; Carranza, Ana Valeria; Prina, Anibal Oscar; Prado, Darien E.; Gutierrez, Diego G.; Guerrero, Elian L.; Lavilla, Esteban O.; Minghetti, Eugenia; Agnolin, Federico; Alfosno, Graciela Lorna; Cantero, Juan Jose; Faivovich, Julian; Teta, Pablo; Katinas, Liliana; Laurito, Magdalena; Arana, Marcelo; Melo, Maria Cecilia; Dellape, Pablo M.; Ponce, Maria Jimena; Fabbroni, Mariela; Ortiz, Pablo Edmundo; Demaio, Pablo Horacio; Kiesling, Roberto; Aleksanyan, Alla; Fayvush, George; Jones, Brian; Bickel, Daniel J.; Hakansson, Eckart; Kupriyanova, Elena; Pethiyagoda, Rohan; Shea, Glenn; Kellermann, Jurgen; Wilson, Karen L.; Mucina, Ladislav; Morris, Nicholas; Cranston, Peter; Allsopp, Peter G.; Weston, Peter; Hoser, Raymond; Eipper, Scott; Worthy, Trevor Henry; Bejsak-Colloredo-Mansfeld, Vratislav Ricardo; Frajman, Bozo; Schonswetter, Peter; Pachschwoell, Clemens; Schneeweiss, Gerald M.; Voglmayr, Hermann; Krisai-Greilhuber, Irmgard; Agiadi, Konstantina; Barfuss, Michael H. 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G.; Araujo-Vieira, Katyuscia; Giacomin, Leandro Lacerda; Vieira, Leandro Manzoni; Vieira, Leandro Tavares Azevedo; Borges, Leonardo M.; Versieux, Leonardo M.; Marinho, Lucas Cardoso; Jordao, Lucas Sa Barreto; de Queiroz, Luciano Paganucci; Lhano, Marcos Goncalves; Rossi Caruzo, Maria Beatriz; Hoogmoed, Marinus S.; Figueira, Mauricio; Groppo, Milton; Marques da Silva, Otavio Luis; Padilla, Omar Rojas; Thyssen, Patricia Jacqueline; Silva, Rafael A. P. Freitas; Trevizan, Renata; Secco, Ricardo de S.; Simao-Bianchini, Rosangela; Thomsom, Scott; Melo dos Santos, Tamily Carvalho; da Graca, Weferson Junio; Rossine, Yuri; Slik, Johan Willem Frederik; Grafe, Ulmar; Tosheva, Anita; Asenov, Asen; Pavlova, Dolja; Kunev, Georgi; Konstantinov, Fedor; Simov, Nikolay; Missoup, Alain Didier; Bennett, Andrew M. 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M.; Gois-Marques, Carlos A.; Vila-Vicosa, Carlos; Parrinha, Diogo; Grosso-Silva, Jose Manuel; Ceriaco, Luis M. P.; Sillero, Neftali; Semedo, Thiago; Farminhao, Joao; Pereira, Leonel; Carvalho, Rafael; Juan-Ovejero, Raquel; Timoteo, Sergio; Capelo, Jorge; Naves, Pedro; Picarra d'Almeida, Jose M.; Lopes, Luis Filipe; Mateus, Octavio; Bento, Marta; Keller, Roberto; Corley, Martin; de Sequeira, Miguel Menezes; Oliveira, Paulo; Schwarzer, Udo; Burrowes, Patricia A.; Nawaz, Muhammad Ali; Indreica, Adrian; Oprea, Adrian; Tanase, Catalin; Iorgu, Ionut Stefan; Fusu, Lucian; Nicolin, Alma; Manci, Cosmin-Ovidiu; Cogalniceanu, Dan; Rusti, Dorel M.; Iorgu, Elena; Ruprecht, Eszter; Thomas, Kuhn; Puscas, Mihai; Pap, Peter Laszlo; Popescu, Floriana; Majoros, Gabor; Berchi, Gavril Marius; Iorgu, Ionut Stefan; Parvulescu, Lucian; Skolka, Marius; Anastasiu, Paulina; Evsyukov, Aleksandr; Bannikov, Alexander F.; Karhu, Alexander; Pakhnevich, Alexey; Shmakov, Alexey S.; Lopatin, Alexey V.; Mirantsev, Georgy V.; Shuvalova, Julia; Tarasenko, Konstantin K.; Zelenkov, Nikita; Parkhaev, Pavel; Kudryavtsev, Alexander; Stekolnikov, Alexandr; Korotyaev, Boris A.; Kataev, Boris; Baryshnikov, Gennady; Sinev, Sergey; Prokin, Alexander; Prosvirov, Alexander S.; Lyskov, Dmitry; Dunayev, Evgeniy; Samsonova, Irina; Nuraliev, Maxim; Nazarov, Roman; Ebel, Alexandr L.; Rasnitsyn, Alexandr P.; Bashkuev, Alexey; Kopylov, Dmitry; Kravchenko, Alexei; Kotov, Alexey A.; Neplyukhina, Alisa A.; Fedorenko, Dmitry; Medvedev, Alexey A.; Legalov, Andrei A.; Samdan, Andrey; Matalin, Andrey V.; Makarov, Kirill V.; Zhuravlev, Andrey V.; Leostrin, Artem; Denis, Melnikov G.; Sinev, Artem Y.; Sokoloff, Dmitry; Zdravchev, Nikita; Genrik, Davidian; Lifanov, Dmitry A.; Vorontsov, Dmitry; Mychko, Eduard V.; Andrey, Efremov; Leonid, Egorov; Muchnik, Evgeniya; Popov, Evgeny V.; Farzalieva, Gyulli; Fefelov, Igor; Mikhailov, Kirill; Klimova, Ksenia G.; Bagmet, Larisa; Shestakov, Lev; Julia, Lovtsova; Pavlova, Lyudmila Mikhailovna; Nabozhenko, Maxim; Nabozhenko, Maxim; Vinarski, Maxim; Terekhina, Natalia; Serebryanyi, Michael; Andreyenkova, Natalya; Poyarkov, Nikolay A., Jr.; Fedosov, Vladimir; Khramtsov, Pavel; Khramov, Peter; Tshernyshev, Sergei E.; Desiatkin, Vladislav; Mikhailov, Yuri; Sundukov, Yurii N.; Evgeniy, Zinovyev; Soliman, Ahmed M.; Ndiaye, Abdoulaye Baila; Bernard, Mingou Paterne Arnaud; Cetkovic, Aleksandar; Petrovic, Andeljko; Stojanovic, Dalibor Z.; Vujic, Mihailo; Sevic, Mirko; Simonovic, Predrag; Maric, Sasa; Nikolic, Vera; Gojsina, Vukasin; Vujic, Mihailo; Ascher, John S.; Ascher, John S.; Ascher, John S.; Kantor, Adam; Guttova, Anna; Zozomova, Judita; Marhold, Karol; Mereda, Pavol, Jr.; Spaniel, Stanislav; Jablonski, Daniel; Marhold, Karol; Hemala, Vladimir; Carni, Andraz; Gelle, Faisal Jama; Gelle, Faisal Jama; Bytebier, Benny; Brothers, Denis; Deschodt, Christian M.; Aylward, Janneke; da Costa-Silva, Vinicius; Gwynne-Evans, David; Daniel, Gimo M.; Mostovski, Mike; Steyn, Hester; Engelbrecht, Ian; van Rooy, Jacques; Victor, Janine; Quick, Lynne J.; Mlambo, Musa C.; Stals, Riaan; van Mazijk, Ruan; Dippenaar, Susan; Jesus Munoz-Pajares, A.; 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Luisa; Vicens Fornes, Magdalena; Sanchez-Angulo, Manuel; Escudero, Marcial; Alcolea, Marta; Sanchez Gomez, Pedro; Fraga i Arguimbau, Pere; Orihuela-Rivero, Raol; Granjel, Rodrigo R.; Molino, Sonia; Garcia Mendizabal, Yoana; Carlsson, Bengt; Svensson, Brita; Bosagna, Carlos Guerrero; Arnqvist, Goran; Cardenas, Paco; Ahlberg, Per; Alstrom, Per; Liu, Zongzhuang; Alonso, German Hernandez; Wahlsteen, Eric; Bisang, Irene; Jonsson, Knud Andreas; Hedenas, Lars; Wedin, Mats; Noren, Michael; Stohr, Sabine; Kiel, Steffen; Rota, Jadranka; Wahlberg, Niklas; Tyler, Torbjorn; Arup, Ulf; Strid, Arne; Liljeblad, Johan; Lundin, Kennet; Nielsen, Peter; Strid, Arne; Alonso, German Hernandez; Chautems, Alain; Charpin, Andre; Mombrial, Florian; Zamora, Juan Carlos; Fumeaux, Nicolas; Clerc, Philippe; Garcia-Martin, Ana B.; Mueller, Andreas; Freitag, Anne; Landry, Bernard; Cuccodoro, Giulio; Sabatinelli, Guido; Lobl, Ivan; Valtotton, Laurent; Ruedi, Manuel; Schuchert, Peter; Praz, Christophe; Thivaiou, Danae; Klopfstein, Seraina; Cherix, Daniel; Mitchell, Edward; Mariaux, Jean; Haenni, Jean-Paul; Theurillat, Jean-Paul; Theurillat, Jean-Paul; Bernasconi, Marvco V.; Hawlitschek, Oliver; Samathi, Adun; Hyde, Kevin; Radji, Raoufou; Morales, J. 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Yangtze Univ, Jingzhou, Peoples R China; Black Bamboo Pk, Guangzhou, Peoples R China; Univ Taipei, Taipei, Taiwan; Dalian Ocean Univ, Dalian, Peoples R China; Linyi Univ, Linyi, Shandong, Peoples R China; Zhongshan Rd 348, Nanjing, Jiangsu, Peoples R China; Univ Sci & Technol China, Hefei, Peoples R China; Changzhou Museum, Changzhou, Peoples R China; Chinese Acad Sci, Inst Bot, Beijing, Peoples R China; Natl Zool Museum China, Beijing, Peoples R China; Shanghai Normal Univ, Shanghai, Peoples R China; Fujian Agr & Forestry Univ, Fuzhou, Fujian, Peoples R China; Honghe Univ, Mengzi, Peoples R China; Mianyang Normal Univ, Mianyang, Sichuan, Peoples R China; Sichuan Agr Univ, Yaan, Peoples R China; Lanzhou Univ, Lanzhou, Peoples R China; Chinese Acad Sci, Inst Geol & Geophys, Beijing, Peoples R China; Nanjing Normal Univ, Nanjing, Peoples R China; Shenyang Normal Univ, Shenyang, Peoples R China; Duke Kunshan Univ, Suzhou, Peoples R China; Guangxi Univ, Nanning, Peoples R China; Sci Popularizat Assoc Xihu Dist, Hangzhou, Peoples R China; Yanan Univ, Yanan, Peoples R China; Sichuan Agr Univ, Chengdu, Sichuan, Peoples R China; Beijing Acad Agr & Forestry Sci, Beijing, Peoples R China; Hubei Broad Nat Technol Serv Co, Wuhan, Hubei, Peoples R China; Adm Off Summer Palace, Beijing, Peoples R China; Zhengzhou Univ, Zhengzhou, Peoples R China; Integrated Chinese & Western Med, Kowloon, Peoples R China; East China Normal Univ, Shanghai, Peoples R China; Chinese Acad Sci, Kunming Inst Bot, Beijing, Peoples R China; Chinese Acad Med Sci, Inst Med Plant Dev, Beijing, Peoples R China; Southwest Univ, Chongqing, Peoples R China; Fujian Agr & Forestry Univ, Fuzhou, Peoples R China; Guangxi Acad Sci, Inst Ecoenvironm Res, Nanning, Peoples R China; Fujian Acad Forestry, Fuzhou, Fujian, Peoples R China; Shanghai Sci & Technol Museum, Shanghai Nat Hist Museum, Shanghai, Peoples R China; Chongqing Normal Univ, Chongqing, Peoples R China; Yunnan Inst Trop Crops, Kunming, Yunnan, Peoples R China; Chinese Acad Sci, Inst Microbiol, Beijing, Peoples R China; Zhonghan Forecasting Point Caohu Plant Protect St, Hefei, Peoples R China; Qufu Normal Univ, Qufu, Shandong, Peoples R China; Nanchang Univ, Nanchang, Jiangxi, Peoples R China; Chinese Acad Sci, Chengdu Inst Biol, Beijing, Peoples R China; Fudan Univ, Shanghai, Peoples R China; Sci Popularizat Assoc Xihu Dist, Hangzhou, Zhejiang, Peoples R China; Xinzhou Normal Univ, Xinzhou, Peoples R China; Bur Forestry Pest Control & Quarantine Jiangxi, Nanchang, Jiangxi, Peoples R China; South China Bot Garden, Guangzhou, Peoples R China; Hubei Broad Nat Technol Serv Co, Wuhan, Peoples R China; Sun Yat Sen Univ, Guangzhou, Peoples R China; Medellin Bot Garden, Medellin, Colombia; IUCN SSC Freshwater Plant Specialist Grp, Cali, Colombia; Distrital Francisco Jose de Caldas Univ, Bogota, Colombia; Quindio Univ, Quindio, Colombia; Ind Univ Santander, Bucaramanga, Colombia; Univ Nacl Colombia, Bogota, Colombia; Caldas Univ, Caldas, Colombia; Tropico Alto Fdn, Bogota, Colombia; El Bosque Univ, Bogota, Colombia; El Valle Univ, Santiago De Cali, Colombia; Manakin Nat Tours, Tunja, Colombia; Bogota Birding, Bogota, Colombia; Humedales Fdn, Bogota, Colombia; Natl Univ Rosario, Bogota, Colombia; Univ Marien Ngouabi, Brazzaville, Rep Congo; Lankester Bot Garden, Cartago, Costa Rica; Natl Univ Costa Rica, Heredia, Costa Rica; Costa Rica Univ, San Jose, Costa Rica; AO Kovalevsky Inst Biol Southern Seas RAS, Sevastopol, Crimea, Russia; Univ Zagreb, Zagreb, Croatia; Rudjer Boskovic Inst, Zagreb, Croatia; Croatian Nat Hist Museum, Zagreb, Croatia; Latin Amer Bot Assoc, Havana Bot Garden Quinta de los Molinos, Havena, Cuba; La Habana Univ, Havana, Cuba; Univ Camaguey Ignacio Agramonte Loynaz, Camaguey, Cuba; Charles Univ Prague, Prague, Czech Republic; Czech Acad Sci, Inst Entomol, Biol Ctr, Prague, Czech Republic; Univ South Bohemia, Ceske Budejovice, Czech Republic; Czech Acad Sci, Inst Bot, Prague, Czech Republic; Natl Museum, Prague, Czech Republic; Masaryk Univ, Brno, Czech Republic; Moravian Museum, Brno, Czech Republic; Czech Acad Sci, Prague, Czech Republic; Mendel Univ Brno, Brno, Czech Republic; Sphingidae Museum, Pribram, Czech Republic; Crop Res Inst, Prague, Czech Republic; Silva Tarouca Res Inst Landscape & Hort, Lidicka, Czech Republic; Univ Ostrava, Ostrava, Czech Republic; South Bohemian Museum, Ceske Budejovice, Czech Republic; TG Masaryk Water Res Inst, Prague, Czech Republic; Palacky Univ Olomouc, Olomouc, Czech Republic; Natl Museum Czech Republic, Prague, Czech Republic; Nat Conservat Agcy Czech Republic, Prague, Czech Republic; Czech Univ Life Sci Prague, Prague, Czech Republic; Palacky Univ, Olomouc, Czech Republic; Morava River Basin Author, Brno, Czech Republic; Pribram Min Museum, Pribram, Czech Republic; Czech Acad Sci, Biol Ctr, Prague, Czech Republic; Univ Copenhagen, Copenhagen, Denmark; Aarhus Univ, Aarhus, Denmark; Autonomous Univ Santo Domingo, Dgo, Dominican Rep; Natl Museum Nat Hist Santo Domingo, Santo Domingo, Dominican Rep; Tech Univ Cotopaxi, Cotopaxi, Ecuador; Private Tech Univ Loja, Loja, Ecuador; Univ Estado Amazonas, Puyo, Ecuador; Dos Aguas Ecuador Fdn, Puyo, Ecuador; Del Norte Tech Univ, Ibarra, Ecuador; Indoamer Univ, Ambato, Ecuador; Pontifical Catholic Univ Ecuador, Quito, Ecuador; Alexandria Univ, Alexandria, Egypt; South Valley Univ, Qena, Egypt; Estonian Soc Lepidopterologists Chairman Board, Tartu, Estonia; Univ Tartu, Tartu, Estonia; Estonian Univ Life Sci, Tartu, Estonia; Univ Helsinki, Helsinki, Finland; Finnish Museum Nat Hist, Helsinki, Finland; Univ Eastern Finland, Kuopio, Finland; Univ Oulu, Oulu, Finland; Univ Turku, Turku, Finland; Freelance, Helsinki, Finland; Natl Nat Hist Museum, Paris, France; French Natl Ctr Sci Res CNRS, Paris, France; Sorbonne Univ, Paris, France; Univ Antilles, Pointe A Pitre, Guadeloupe, France; French Natl Inst Sustainable Dev IRD, Sete, France; Univ Reims, Reims, France; Off Insects & Their Environm OPIE, Paris, France; Aix Marseille Univ, Aix En Provence, France; Bot Garden Bordeaux, Bordeaux, France; Univ Montpellier, Montpellier, France; French Natl Res Inst Agr Food & Environm INRAE, Paris, France; French Agr Res Ctr Int Dev CIRAD, Paris, France; Henri Lecoq Museum, Clermont Ferrand, France; Aix Marseille Univ, CEREGE, Aix En Provence, France; Univ Tours, INRAE, Tours, France; Bot Garden Lyon, Lyon, France; Nat Hist Museum Nice, Nice, France; Claude Bernard Lyon 1 Univ, Villeurbanne, France; Natl Agcy Food Enviroment & Work Hlth Safety, Ile De France, France; Natl Bot Conservatory Martinique NGO, Fort De France, France; Parc Majorelle, Paris, France; Complutense Univ Madrid UCM, Madrid, Spain; Catharsius Assoc, Paris, France; Univ Grenoble, Grenoble, France; Bot Soc France, Paris, France; Mission Spider, Montpellier, France; Univ Lyon, Lyon, France; Nat Hist Museum La Rochelle, La Rochelle, France; Bordeaux Univ, Bordeaux, France; World Porifera Database, Paris, France; Rudelide Expertise Museol, Paris, France; Natl Bot Conservatory Brest, Brest, France; Lons Le Saunier Museum, Lons, France; Inst Agron & Forestry Res, Libreville, Gabon; CENAREST, Libreville, Gabon; GIZ ProFEC, Bonn, Germany; Natural History Museum, Erfurt, Germany; Thuringian Entomologists Assoc eV, Amt Wachsenburg, Germany; Univ Leipzig, Leipzig, Germany; Georg August Univ Gottingen, Gottingen, Germany; Senckenberg Museum Nat Hist Gorlitz, Gorlitz, Germany; Leibniz Inst Anal Biodivers Change, Bonn, Germany; Univ Rostock, Rostock, Germany; Univ Regensburg, Regensburg, Germany; Freelance, Berlin, Germany; Bot Garden Berlin Dahlem, Berlin, Germany; Museum Alexander Koenig, Bonn, Germany; Carl von Ossietzky Univ Oldenburg, Oldenburg, Germany; Erfurt Nat Hist Museum, Erfurt, Germany; Univ Koblenz, Koblenz, Germany; Museum Nat Hist Berlin, Berlin, Germany; Thuringian State Off Environm Min & Nat Conservat, Erfurt, Germany; AOL, Baden Wurttemberg, Germany; Munich Bot State Collect, Munich, Germany; Free Univ Berlin, Berlin, Germany; Univ Kassel, Kassel, Germany; State Zool Collect, Munich, Germany; Museum Koenig Bonn, Bonn, Germany; BioCart Environm Consultants, Munich, Germany; Friedrich Schiller Univ, Jena, Germany; Univ Gothenburg, Berlin, Germany; Senckenberg Nat Museum & Res Inst, Frankfurt, Germany; CICINDELA Off Faun Studies & Ecol, Wurzburg, Germany; Senckenberg Res Inst & Museum, Frankfurt, Germany; Thrips iD, Offenburg, Germany; Nat Hist Museum, Erfurt, Germany; Univ Bonn, Bonn, Germany; Sphagnum Div Ctr Uelzen, Leipzig, Germany; Inst Ecol Res & Planning GmbH, Berlin, Germany; State Museum Nat Hist Karlsruhe, Karlsruhe, Germany; Martin Luther Univ Halle Wittenberg, Halle, Germany; Leibniz Univ Hannover, Hannover, Germany; Schlitz Castle Museum, Schlitz, Germany; Univ Trier, Trier, Germany; Univ Patras, Patras, Greece; Goulandris Nat Hist Museum, Kifisia, Greece; Agr Univ Athens, Athens, Greece; El Valle Guatemala Univ, Guatemala City, Guatemala; Univ San Carlos, Guatemala City, Guatemala; Univ Nacl Autonoma Honduras, Tegucigalpa, Honduras; Univ Pecs, Pecs, Hungary; Hungarian Nat Hist Museum, Budapest, Hungary; HUN REN Ctr Agr Res, Martonvasar, Hungary; Eszterhazy Karoly Catholic Univ, Eger, Hungary; Eotvos Lorand Univ, Budapest, Hungary; Ctr Ecol Res, Budapest, Hungary; Univ Vet Med, Budapest, Hungary; Hungarian Univ Agr & Life Sci, Budapest, Hungary; Univ Vet Med Budapest, Budapest, Hungary; World Wildlife Fund Hungary, Budapest, Hungary; Iceland Inst Nat Hist, Gardabaer, Iceland; Ctr Innovat Sci & Social Act, Thiruvananthapuram, Kerala, India; Western Reg Ctr, Zool Survey India, Pune, Maharashtra, India; IUCN SSC Western Ghats Plant Specialist Grp, Kotagiri, India; Univ Burdwan, Bardhaman, India; Bihar Agr Univ, Sabour Bhagalpur, India; Barkatullah Vishwavidyalaya, Bhopal, India; Kerala Agr Univ, Trichur, Kerala, India; Himachal Pradesh Univ, Shimla, India; ICAR CTCRI, Thiruvananthapuram, Kerala, India; Assoc Adv Entomol, ENTOMON, Thiruvananthapuram, Kerala, India; Gauhati Univ, Gauhati, India; BGSB Univ, Rajouri, India; Maharaja Sayajirao Univ Baroda, Vadodara, Gujarat, India; Ashoka Trust Res Ecol & Environm, Bengaluru, India; ICAR Natl Bur Agr Insect Resources, Bengaluru, India; CSIR Cent Salt Marine Chem Res Inst, Bhavnagar, India; Zoo Outreach Org, Coimbatore, Tamil Nadu, India; Govt Girls PG Coll, Rampur, Uttar Pradesh, India; Nalanda Univ, Rajgir, India; Madura Coll, Madurai, Tamil Nadu, India; Baba Ghulam Shah Badshah Univ Rajouri, Rajouri, India; Res & Innovat Agcy, Jakarta, Indonesia; Natl Res & Innovat Agcy BRIN, Jakarta, Indonesia; Univ Samudra, Aceh, Indonesia; IPB Univ, Bogor, Indonesia; Univ Tehran, Tehran, Iran; Res Div Nat Resources, Shahrekord, Iran; Bakhtiari Agr & Nat Resources Res & Educ Ctr AREE, Shahrekord, Iran; Iranian Res Inst Plant Protect, Tajrish, Iran; Ferdowsi Univ Mashhad, Mashhad, Razavi Khorasan, Iran; Gonbad Kavous Univ, Golestan, Iran; Shahid Bahonar Univ Kerman, Kerman, Iran; Natl Crayfish Plague Programme, Inst Marine, Fish Hlth Unit, Galway, Ireland; Univ Galway, Galway, Ireland; Trin Coll Dublin, Dublin, Ireland; Ben Gurion Univ Negev, Beer Sheva, Israel; Hebrew Univ Jerusalem, Jerusalem, Israel; Freelance, Rome, Italy; Univ Pisa, Pisa, Italy; Papilionea Res Lab, Rome, Italy; Univ Bologna, Bologna, Italy; Eurac Res, Bologna, Italy; Univ Catania, Catania, Italy; Univ Calabria, Calabria, Italy; Carmagnolai Municipal Museum Nat Hist, Carmagnola, Italy; Univ Palermo, Palermo, Italy; Freelance, Milan, Italy; Marine Environm Res Ctr S Teresa ENEA, La Spezia, Italy; Univ Florence, Nat Hist Museum, Florence, Italy; Freelance, Turin, Italy; Natl Res Council NRC, Rome, Italy; Nat Hist Museum Milan, Milan, Italy; Nat Hist Museum Giacomo Doria, Genoa, Italy; Italian Inst Environm Protect & Res, Rome, Italy; Univ Camerino, Camerino, Italy; Reg Museum Nat Sci, Turin, Italy; Univ Tuscia, Viterbo, Italy; Morbegno Municipal Museum Nat Hist, Morbegno, Italy; Univ Genoa, Genoa, Italy; Univ Cagliari, Cagliari, Italy; Natl Res Council Italy, Rome, Italy; Natl Interuniv Consortium Marine Sci CoNISMa, Rome, Italy; Univ Florence, Florence, Italy; Roma Tre Univ, Rome, Italy; Univ Pisa, Nat Hist Museum, Pisa, Italy; Nat Hist Museum Venezia Giancarlo Ligabue, Venice, Italy; Univ Padua, Padua, Italy; City Museum Nat Hist, Genoa, Italy; Univ Naples Federico II, Naples, Italy; Sapienza Univ Rome, Rome, Italy; Civic Museum Nat Hist G Doria Genoa, Genoa, Italy; Univ Turin, Turin, Italy; Univ Pavia, Pavia, Italy; Univ Trieste, Trieste, Italy; Univ Studies, Palermo, Italy; Univ Nangui Abrogoua, Abidjan, Cote Ivoire; Echigo Matsunoyama Museum Nat Sci Kyororo, Niigata, Japan; Yokohama Natl Univ, Yokohama, Kanagawa, Japan; Fukuoka Jogakuin Univ, Fukuoka, Japan; Bernice P Bishop Museum, Honolulu, HI USA; Ehime Univ, Matsuyama, Ehime, Japan; Hokkaido Univ, Sapporo, Hokkaido, Japan; Museum Nat & Human Activ, Sanda, Hyogo, Japan; Minist Agr Forestry & Fisheries, Plant Protect Stn, Tokyo, Tokyo, Japan; Okayama Univ Sci, Okayama, Japan; Natl Museum Nat & Sci, Tokyo, Japan; Grad Univ, Okinawa Inst Sci & Technol, Okinawa, Japan; Inst Zool Republ Kazakhstan, Alma Ata, Kazakhstan; Minist Educ & Sci Republ Kazakhstan, Astana, Kazakhstan; Minist Sci & Higher Educ Republ Kazakhstan, Astana, Kazakhstan; All Russian Inst Plant Protect, St Petersburg, Russia; Natl Museums Kenya, Nairobi, Kenya; Changwon Natl Univ, Chang Won, South Korea; Hallym Univ, Chunchon, South Korea; Natl Acad Sci Kyrgyzstan, Bishkek, Kyrgyzstan; Pha Tad Ke Bot Garden, Luang Prabang, Laos; Inst Life Sci & Technol, Jelgava, Latvia; Latvian Natl Museum Nat Hist, Riga, Latvia; Daugavpils Univ, Daugavpils, Latvia; Vilnius Univ, Life Sci Ctr, Vilnius, Lithuania; Nat Res Ctr, Vilnius, Lithuania; Nat Res Ctr, State Res Inst, Vilnius, Lithuania; Nat Res Ctr, Inst Bot, Vilnius, Lithuania; Lugansk Natl Agr Univ, Luhansk, Russia; Missouri Bot Garden, Antananarivo, Madagascar; Univ Malaysia Kelantan, Kelantan, Malaysia; Univ Sci Techn & Technol Bamako, Bamako, Mali; Fac Hist & Geog, Bamako, Mali; Autonomous Univ Nayarit, Nayarit, Mexico; CIIDIR Natl Polytech Inst, Xoxocotlan, Mexico; Cadereyta Reg Bot Garden, Cadereyta De Montes, Mexico; Yucatan Ctr Sci Res AC, Merida, Mexico; Univ Nacl Autonoma Mexico, Mexico City, DF, Mexico; Northwest Biol Res Ctr SC, La Paz, Mexico; Univ Guadalajara, Guadalajara, Jalisco, Mexico; Cadereyta Reg Bot Garden CONCYTEQ, Cadereyta De Montes, Mexico; Natl Autonomous Univ Guerrero, Mexico City, DF, Mexico; El Mar Univ, Puerto Angel, Mexico; Natl Council Humanities Sci & Technol, Mexico City, DF, Mexico; Colegio Postgrad, Texcoco De Mora, Mexico; Natl Autonomous Univ Hidalgo, Mexico City, DF, Mexico; Frontera Sch, Chiapas, Mexico; Univ Sci & Arts Chiapas, Chiapas, Mexico; Univ Illinois, Urbana, IL USA; Natl Univ Mongolia, Ulaanbaatar, Mongolia; Emirates Ctr Wildlife Propagat, Missour, Morocco; Atlas Sahara Org, Casablanca, Morocco; Reneco Int Wildlife Consultants LLC, Fes, Morocco; Lurio Univ, Nampula, Mozambique; Natl Museum Namibia, Windhoek, Namibia; Tribhuvan Univ, Kirtipur, Nepal; Free Univ Amsterdam, Amsterdam, Netherlands; Naturalis Biodivers Ctr, Leiden, Netherlands; BioMongol Fdn, Tilburg, Netherlands; Wageningen Univ, Wageningen, Netherlands; Nat & Nitrogen Policy Officer Prov Utrecht, Utrecht, Netherlands; Limburg Water Board, Limburg, Netherlands; Leiden Univ, Leiden, Netherlands; Consultancy Water & Nat, The Hague, Netherlands; Univ Amsterdam, Amsterdam, Netherlands; Freelance, Amsterdam, Netherlands; Reg Nat Conservat & Extens Educ Org, Tilburg, Netherlands; Gemeente Altena, Altena, Netherlands; Nat Museum Brabant, Tilburg, Netherlands; Waternet, Amsterdam, Netherlands; Dutch Food & Commod Author, Utrecht, Netherlands; JM Ecol BV, Gorredijk, Netherlands; Diergaarde Blijdorp, DVM, Amsterdam, Netherlands; Koppert Biol Syst, Berkel, Netherlands; Minist Infrastruct & Watermanagement, The Hague, Netherlands; Nat Hist Museum Maastricht, Maastricht, Netherlands; Sovon Dutch Ctr Field Ornithol, Nijmegen, Netherlands; De Ronde & Haveman Res & Consultancy Bur Geobot &, Zetten, Netherlands; IUCN SSC Freshwater Plant Specialist Grp, Wageningen, Netherlands; Roelf Pot Res & Consultancy, Oosterhesselen, Netherlands; Sovon Bird Res Netherlands, Nijmegen, Netherlands; Unitec Te Pukenga, Auckland, New Zealand; Auckland Museum, Auckland, New Zealand; Natl Inst Water Atmospher Res NIWA, Auckland, New Zealand; Univ Waikato, Hamilton, New Zealand; Natl Inst Water Atmospher Res Ltd NIWA, Auckland, New Zealand; Manaaki Whenua Landcare Res, Dunedin, New Zealand; Victoria Univ Wellington, Wellington, New Zealand; Diagnost & Surveillance Serv, Wellington, New Zealand; Biosecur New Zealand Tiakitanga Putaiao Aotearoa, Wellington, New Zealand; Entomol Museum Leon, Leon, Nicaragua; Natl Agrarian Univ, Managua, Nicaragua; Univ Oslo, Oslo, Norway; Univ Museum Bergen, Bergen, Norway; NORCE Norwegian Res Ctr, Bergen, Norway; Norwegian Univ Sci & Technol, Trondheim, Norway; Univ Bergen, Bergen, Norway; Hazara Univ Mansehra, Mansehra, Pakistan; Govt Coll Univ Lahore, Lahore, Pakistan; Smithsonian Trop Res Inst, Panama City, Panama; Panama Univ, Panama City, Panama; Natl Museum Nat Hist Paraguay, San Lorenzo, Paraguay; Natl Univ Pilar, Pilar, Paraguay; Natl Univ Mayor San Marcos, Lima, Peru; Natl Agrarian Univ La Molina, La Molina, Peru; Michael Owen Dillon Sci Inst, Arequipa, Peru; Pontifical Catholic Univ Peru, Lima, Peru; Peruvian Amazon Res Inst, Iquitos, Peru; Natl Museum Nat Hist, Lima, Peru; South Peruvian Herbarium HSP, Arequipa, Peru; Univ Tecnol Peru, Arequipa, Peru; Ctr Nacl Invest Social Interculturalidad Salud CE, Chorrillos, Peru; Inst Nacl Salud INS, Lima, Peru; Univ Philippines Los Banos, Laguna, Philippines; UPLB Museum Nat Hist, Laguna, Philippines; Natl Museum Philippines, Manila, Philippines; Ecosyst Res & Dev Bur DENR ERDB, Los Banos, Philippines; Northwestern Univ, Laoag, Philippines; Northwestern Univ Ecol Pk Bot Gardens, San Nicolas, Philippines; Cardinal Stefan Wyszynski Univ Warsaw, Warsaw, Poland; Polish Acad Sci, Inst Paleobiol, Warsaw, Poland; Univ Silesia Katowice, Katowice, Poland; Univ Rzeszow, Rzeszow, Poland; Univ Warsaw, Warsaw, Poland; Univ Szczecin, Szczecin, Poland; Kochanowskiego 27, Rzeszow, Poland; Polish Acad Sci, Inst Geol Sci, Warsaw, Poland; Univ Opole, Opole, Poland; Univ Wroclaw, Wroclaw, Poland; Univ Gdansk, Gdansk, Poland; Polish Acad Sci, Inst Oceanol, Warsaw, Poland; Med Univ Warsaw, Warsaw, Poland; Polish Acad Sci, Inst Nat Conservat, Warsaw, Poland; Freelance, Lisbon, Portugal; Interdisciplinary Ctr Marine & Environm Res CIIMA, Matosinhos, Portugal; Univ Aveiro, Aveiro, Portugal; Univ Tras Os Montes & Alto Douro, Vila Real, Portugal; Univ Madeira, Madeira, Portugal; Univ Porto, Porto, Portugal; Univ Coimbra, Coimbra, Portugal; INIAV, Oeiras, Portugal; Portuguese Geol Survey, Lisbon, Portugal; NOVA Univ Lisbon, Lisbon, Portugal; CIBIO InBIO, Vairao, Portugal; Univ Evora, Evora, Portugal; Bio Piscinas Lda, Aljezur, Portugal; Univ Puerto Rico, San Juan, PR USA; Qatar Univ, Doha, Qatar; Transilvania Univ Brasov, Brasov, Romania; Alexandru Ioan Cuza Univ, Iasi, Romania; MyNature Assoc, Timisoara, Romania; Oceanog Res & Marine Environm Protect Soc, Constanta, Romania; Univ Ovidius Constanta, Constanta, Romania; Harta Verde Romania, Bucharest, Romania; Stefan Cel Mare Univ Suceava, Suceava, Romania; Babe Bolyai Univ Cluj Napoca, Cluj Napoca, Romania; Univ Galatzi, Galati, Romania; Univ Vet Med, Bucharest, Romania; West Univ Timisoara, Timisoara, Romania; Stefan Cel Mare Univ, Suceava, Romania; Ovidius Univ Constanta, Constanta, Romania; Univ Bucharest, Bucharest, Romania; Don State Tech Univ, Rostov Na Donu, Russia; Russian Acad Sci, Borissiak Paleontol Inst, Moscow, Russia; Russian Acad Sci, Inst Zool, Moscow, Russia; Russian Acad Sci, Papanin Inst Biol Inland Waters, Moscow, Russia; Moscow State Univ, Moscow, Russia; Natl Res Tomsk State Univ, Tomsk, Russia; Russian Acad Sci, Inst Paleontol, Moscow, Russia; Russian Acad Sci, Karelian Res Ctr, Moscow, Russia; Russian Acad Sci, AN Severtsov Inst Ecol & Evolut, Moscow, Russia; Komi Sci Ctr, Syktyvkar, Russia; Russian Acad Sci, Inst Systemat & Ecol Anim, Siberian Branch, Moscow, Russia; Tuvan State Univ, Kyzyl, Russia; Moscow State Pedag Univ, Moscow, Russia; Russian Acad Sci, Komarov Bot Inst, Moscow, Russia; MV Lomonosov Moscow State Univ, Moscow, Russia; Moscow Inst Phys & Technol, Moscow, Russia; Russian Acad Sci, Koltzov Inst Dev Biol, Moscow, Russia; Russian Acad Sci, Shirshov Inst Oceanol, Moscow, Russia; Omsk State Pedagog Univ, Omsk, Russia; Prisursky State Nat Reserve, Chuvashia, Russia; Russian Acad Sci, Inst Forest Sci, Moscow, Russia; Saratov NG Chernyshevskii State Univ, Saratov, Russia; Perm State Univ, Perm, Russia; Irkutsk State Univ, Irkutsk, Russia; Moscow Lomonosov State Univ, Moscow, Russia; Russian Acad Sci, Bot Garden Inst Far Eastern Branch, Moscow, Russia; NI Vavilov All Russian Inst Plant Genet Resources, St Petersburg, Russia; RUDN Univ, Moscow, Russia; All Russian Plant Quarantine Ctr, St Petersburg, Russia; Russian Acad Sci, Inst Geol & Nat Management Far Eastern Branch, Moscow, Russia; Russian Acad Sci, Dagestan Fed Res Ctr, Moscow, Russia; Dagestan State Univ, Makhachkala, Russia; St Petersburg State Univ, St Petersburg, Russia; Russian Acad Sci, AK Skvortsov Herbarium, Main Bot Garden, Moscow, Russia; Russian Acad Sci, Inst Mol & Cellular Biol, Moscow, Russia; Lomonosov Moscow State Univ, Moscow, Russia; Inst Ecol & Genet Microorganisms, Perm, Russia; Insecta Pro Online Entomol Catalogue, St Petersburg, Russia; Tomsk State Univ, Tomsk, Russia; Russian Acad Sci, Inst Petr Geol & Geophys, Siberian Branch, Moscow, Russia; Ural State Forest Engn Univ, Ekaterinburg, Russia; Russian Acad Sci, Fed Sci Ctr, East Asia Terr Biodivers, Moscow, Russia; Russian Acad Sci, Inst Plant & Animals Ecol, Ural Branch, Moscow, Russia; King Saud Univ, Riyadh, Saudi Arabia; Cheikh Anta Diop Dakar Univ, Dakar, Senegal; Fundamental Inst Black Africa IFAN, Dakar, Senegal; Univ Belgrade, Belgrade, Serbia; HabiProt, Novi Sad, Serbia; Natl Univ Singapore, Singapore, Singapore; Amer Museum Nat Hist, Singapore, Singapore; Lee Kong Chian Nat Hist Museum, Singapore, Singapore; Slovak Acad Sci, Inst Bot, Bratislava, Slovakia; Comenius Univ, Bratislava, Slovakia; Slovak Acad Sci, Plant Sci & Biodivers Ctr, Bratislava, Slovakia; State Nat Conservancy Slovak Republ, Adm White Carpathians Protected Landscape Area, Banska Bystrica, Slovakia; Slovenian Acad Sci & Arts, Inst Biol, Res Ctr, Ljubljana, Slovenia; Somaliland Biodivers Fdn, Hargeisa, Somalia; Univ Hargeisa, Hargeisa, Somalia; Univ Kwazulu Natal, Durban, South Africa; Univ Pretoria, Pretoria, South Africa; Casabio, Cape Town, South Africa; Natl Museum, Bloemfontein, South Africa; South African Natl Biodivers Inst, Pretoria, South Africa; SANBI, Pretoria, South Africa; Nelson Mandela Univ, Port Elizabeth, South Africa; Albany Museum, Makhanda, South Africa; Agr Res Council, Pretoria, South Africa; Univ Cape Town, Cape Town, South Africa; Univ Limpopo, Limpopo, South Africa; Univ Granada, Granada, Spain; Univ Barcelona, Barcelona, Spain; Univ Almeria, Almeria, Spain; Univ Leon, Leon, Spain; Univ Rey Juan Carlos, Madrid, Spain; Univ Extremadura, Badajoz, Spain; Univ Santiago de Compostela, Santiago De Compostela, Spain; Univ Malaga, Malaga, Spain; San Pablo CEU Univ, Madrid, Spain; CSIC MNCN CSIC, Natl Museum Nat Sci, Madrid, Spain; CARTIF Technol Ctr, Valladolid, Spain; Univ Valencia, Valencia, Spain; CSIC RJB CSIC, Royal Bot Garden, Madrid, Spain; CSIC EBD CSIC, Donana Biol Stn, Madrid, Spain; Univ Seville, Seville, Spain; Univ Jaen, Jaen, Spain; Univ Alcala de Henares, Alcala De Henares, Spain; Univ Balear Islands, Palma De Mallorca, Illes Balears, Spain; Univ La Laguna, San Cristobal la Laguna, Spain; Univ Oviedo, Oviedo, Spain; Pablo de Olavide Univ, Seville, Spain; Generalitat Valenciana, Valencia, Spain; CSIC IGME CSIC, Geol & Min Inst Spain, Madrid, Spain; Univ Rey Juan Carlos, Mostoles, Spain; Castilla La Mancha Univ, Ciudad Real, Spain; Univ Salamanca, Salamanca, Spain; Univ Cadiz, Cadiz, Spain; Ctr Sci & Technol Res Extremadura CICYTEX, Extremadura, Spain; Univ Girona, Girona, Spain; Univ Cordoba, Cordoba, Spain; CSIC IPE CSIC, Pyrenean Inst Ecol, Madrid, Spain; Natl Ctr Res Human Evolut CENIEH, Burgos, Spain; Univ Basque Country UPV EHU, Leioa, Spain; Freelance, Barcelona, Spain; CSIC IBB CSIC, Bot Inst Barcelona, Barcelona, Spain; Polytech Univ Madrid UPM, Madrid, Spain; Environm Counseling, Madrid, Spain; Univ Burgos, Burgos, Spain; Ctr Ecol Res & Forestry Applicat CREAF, Cerdanyola Del Valles, Spain; Univ Illes Balears, Palma De Mallorca, Spain; IGEO CSIC UCM, Inst Geosci, Madrid, Spain; Univ Vigo, Vigo, Spain; Autonomous Univ Barcelona, Barcelona, Spain; Generalitat Valenciana, Minist Environm Water Infrastruct & Territory, Valencia, Spain; Univ Alicante, Alicante, Spain; Pablo De Olavide Univ, Seville, Spain; Soller Bot Garden Fdn, Balear Museum Nat Sci, Islas Baleares, Spain; Miguel Hernandez Univ, Elche, Spain; Univ Zaragoza, Zaragoza, Spain; Univ Murcia, Murcia, Spain; Inst Menorqui dEstudis, Mahon, Spain; CSIC IPNA CSIC, Inst Nat Prod & Agrobiol, San Cristobal la Laguna, Spain; Basque Ctr Climate Change BC3, Leioa, Spain; European Univ Madrid, Madrid, Spain; Aranzadi Sci Soc, Donostia San Sebastian, Spain; Uppsala Univ, Uppsala, Sweden; Caluna Ltd, Linkoping, Sweden; Swedish Museum Nat Hist, Stockholm, Sweden; Lund Univ, Lund, Sweden; Swedish Univ Agr Sci, Uppsala, Sweden; Gothenburg Nat Hist Museum, Gothenburg, Sweden; Conservatory & Bot Gardens City Geneva, Geneva, Switzerland; Univ Basel Hosp, Basel, Switzerland; Swiss Fed Inst Technol, Zurich, Switzerland; Cantonal Museum Nat Sci, Lausanne, Switzerland; Geneva Nat Hist Museum, Geneva, Switzerland; Univ Neuchatel, Neuchatel, Switzerland; Nat Hist Museum Basel, Basel, Switzerland; Univ Lausanne, Lausanne, Switzerland; Nat Hist Museum Geneva, Geneva, Switzerland; Neuchatel Nat Hist Museum, Neuchatel, Switzerland; Univ Geneva, Geneva, Switzerland; Fdn JM Aubert, Champex Lac, Switzerland; Luzern Nat Hist Museum, Luzern, Switzerland; Univ Zurich, Zurich, Switzerland; Mahasarakham Univ, Kham Riang, Thailand; Mae Fah Luang Univ, Chiang Rai, Thailand; Univ Lome, Lome, Togo; Univ West Indies, St Augustine, Trinidad Tobago; Univ Tunis El Manar, Tunis, Tunisia; Univ Monastir, Monastir, Tunisia; Natl Fond Herbarium Inst Gen & Appl Biol Turkmeni, Ashkhabad, Turkmenistan; Nat Hist Museum, London, England; Royal Bot Gardens, Richmond, Surrey, England; Freelance, Exeter, Devon, England; Ash Partnership UK Ltd, Bournemouth, Dorset, England; Liverpool John Moores Univ, Liverpool, Merseyside, England; Univ Leeds, Leeds, W Yorkshire, England; Arachnol Res Assoc, York, N Yorkshire, England; Nat Hist Museum London, London, England; Trust Avian Systemat, Christchurch, England; AR Wallace Correspondence Project, Buckhurst Hill, Essex, England; British Journal Entomol, Reading, Berks, England; UCL, London, England; Univ Oxford, Oxford, England; Natl Museums Scotland, Edinburgh, Midlothian, Scotland; Univ Southampton, Southampton, Hants, England; Natl Museum Wales, Cardiff, S Glam, Wales; Bowburn Consultancy, Durham, England; Univ Nottingham, Nottingham, England; Univ Museum Zool Cambridge, Cambridge, England; Univ York, York, N Yorkshire, England; CASP, Cambridge, England; Natl Oceanog Ctr, Southampton, Hants, England; Bangor Univ, Bangor, Gwynedd, Wales; Univ Latvia, Riga, Latvia; Natl Acad Sci Ukraine, State Museum Nat Hist, Kiev, Ukraine; Natl Acad Sci Ukraine, MG Kholodny Inst Bot, Kiev, Ukraine; Schmalhausen Inst Zool, Kiev, Ukraine; Kherson State Univ, Kherson, Ukraine; Natl Acad Sci Ukraine, Natl Museum Nat Hist, Kiev, Ukraine; Natl Acad Sci Ukraine, Inst Marine Biol, Kiev, Ukraine; Ivan Franko Natl Univ, Lvov, Ukraine; Taras Shevchenko Natl Univ, Kiev, Ukraine; Natl Acad Sci Ukraine, Schmalhausen Inst Zool, Kiev, Ukraine; Nat Hist Museum Denmark, Copenhagen, Denmark; Univ Republica, Montevideo, Uruguay; Villanova Univ, Villanova, PA USA; Texas A&M Univ, College Stn, TX USA; Univ Florida, Gainesville, FL USA; Univ Cent Florida, Orlando, FL USA; USDA Agr Res Serv, Washington, DC USA; Louisiana State Univ, Baton Rouge, LA USA; Museum Southwestern Biol, Albuquerque, NM USA; Illinois State Univ, Normal, IL USA; Univ North Florida, Jacksonville, FL USA; Wayne State Univ, Wayne, NJ USA; Amer Museum Nat Hist, New York, NY USA; Univ Notre Dame, Notre Dame, IN USA; Univ Nebraska Lincoln, Lincoln, NE USA; North Carolina Museum Nat Sci, Raleigh, NC USA; Harvard Univ, Cambridge, MA USA; Nat Hist Museum Los Angeles Cty, Los Angeles, CA USA; North Carolina State Univ, Raleigh, NC USA; Calif Dept Food & Agr, Sacramento, CA USA; Calif State Collect Arthropods, Sacramento, CA USA; Univ Kansas, Lawrence, KS USA; Claflin Univ, Orangeburg, SC USA; Gardner Webb Univ, Boiling Springs, NC USA; Denver Museum Nat & Sci, Denver, CO USA; Univ Alaska Museum, Fairbanks, AK USA; Univ Connecticut, Storrs, CT USA; North Dakota State Univ, Fargo, ND USA; Morgan State Univ, Baltimore, MD USA; Univ Arkansas, Fayetteville, AR USA; Macaulay Lib, Ithaca, NY USA; Victor Valley Coll, Victorville, CA USA; Missouri Bot Garden, St Louis, MO USA; Burke Museum Nat Hist & Culture, Seattle, WA USA; Univ Texas, Austin, TX USA; Cornell Univ, Ithaca, NY USA; Calif State Univ, San Francisco, CA USA; Michigan Technol Univ, Houghton, MI USA; Univ Calif Berkeley, Berkeley, CA USA; Bailey Matthews Natl Shell Museum & Aquarium, Sanibel, FL USA; Smithsonian Marine Stn, Ft Pierce, FL USA; Natl Museum Nat Hist, Smithsonian Inst, Washington, DC USA; Univ Michigan, Ann Arbor, MI USA; Univ Johannesburg, Johannesburg, South Africa; West Virginia Wesleyan Coll, Buckhannon, WV USA; Univ Colorado, Boulder, CO USA; Univ Miami, Miami, FL USA; Ctr Calif Dept Food & Agr, Plant Pest Diagnost, Sacramento, CA USA; Univ Alaska Anchorage, Anchorage, AK USA; Univ Hawaii Manoa, Honolulu, HI USA; Oklahoma State Univ, Stillwater, OK USA; Nat Hist Museum Los Angeles, Los Angeles, CA USA; Calif Dept Food & Agr, Plant Pest Diagnost Ctr, Sacramento, CA USA; Dickinson Coll, Carlisle, PA USA; Carnegie Museum Nat Hist, Pittsburgh, PA USA; Ball State Univ, Muncie, IN USA; State Univ New York Coll Environm Sci & Forestry, Syracuse, NY USA; Smithsonian Trop Res Inst, Washington, DC USA; New York Bot Garden, New York, NY USA; USDA Forest Serv, Washington, DC USA; Yale Univ, New Haven, CT USA; Clemson Univ, Clemson, SC USA; Pittsburg State Univ, Pittsburg, KS USA; Auburn Univ, Auburn, AL USA; Conservat Fisheries, Knoxville, TN USA; Univ Calif San Diego, San Diego, CA USA; Univ Tennessee, Knoxville, TN USA; Univ Missouri St Louis, St Louis, MO USA; Virginia Commonwealth Univ, Richmond, VA USA; SUNY Coll Environm Sci & Forestry, Syracuse, NY USA; Elon Univ, Elon, NC USA; Maharishi Int Univ, Fairfield, IA USA; Freelance, Brooklyn, NY USA; Coll Atlantic Bar Harbor, Bar Harbor, ME USA; Wright State Univ, Dayton, OH USA; US Geol Survey, Reston, VA USA; US Natl Museum Nat Hist, Smithsonian Inst, Washington, DC USA; Samarkand State Univ, Samarkand, Uzbekistan; Samarkand Agroinnovat & Res Univ, Samarkand, Uzbekistan; La Salle Nat Hist Museum, Caracas, Venezuela; Simon Rodriguez Natl Expt Univ, Caracas, Venezuela; Cent Univ Venezuela, Caracas, Venezuela; Univ Hanoi, Hanoi, Vietnam; Univ Dalat, Da Lat, Vietnam; Nat Hist Museum Zimbabwe, Bulawayo, Zimbabwe;

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Complexity of influences on atrazine phytoremediation of coexisting graphene oxide in water: Mitigating its phytotoxicity while decreasing plant removal contribution

Wang, Peixin; Zheng, Ruilun; Peng, Lei; Zhou, Zixin; Wang, Qinghai; Chen, Chuansheng; Peng, Lei; Zhou, Zixin; SCI

机构： Beijing Acad Agr & Forestry Sci, Inst Grassland Flowers & Ecol, Beijing 100097, Peoples R China; Cent South Univ Forestry & Technol, Coll Environm Sci & Engn, Changsha 410004, Peoples R China;

关键词： Herbicide; Engineered nanomaterial; Combined pollution; Phytoremediation; Bacterial community

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Genome-Wide Identification of the ClpB Gene Family in Tomato and Expression Analysis Under Heat Stress

Zhang, Yuemei; Yang, Tailai; Han, Jiaxi; Su, Xiao; Cong, Yanqing; Wang, Yan; Lin, Tao; Zhou, Ming; SCI

机构： China Agr Univ, Coll Hort, Dept Vegetable Sci, Beijing 100193, Peoples R China; Beijing Acad Agr & Forestry Sci, Beijing Vegetable Res Ctr, Key Lab Biol & Genet Improvement Hort Crops North, Minist Agr, Beijing 100097, Peoples R China;

关键词： Caseinolytic Protease B; Solanum lycopersicum; high temperature; expression pattern; AAA plus

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Response of the Endophytic Microbiome in Cotinus coggygria Roots to Verticillium Wilt Infection

Cheng, Yanli; Yu, Zhihe; Cheng, Yanli; Zhao, Juan; Liu, Yayong; Zhang, Taotao; Qin, Wentao; Hsiang, Tom; SCI

机构： Yangtze Univ, Coll Life Sci, Jingzhou 434025, Peoples R China; Beijing Acad Agr & Forestry Sci, Inst Plant Protect, Beijing Key Lab Environm Friendly Management Fruit, Beijing 100097, Peoples R China; Univ Guelph, Sch Environm Sci, Guelph, ON N1G 2W1, Canada;

关键词： Cotinus coggygria; Verticillium dahliae; illumina sequencing; endophytic microbiome; community composition

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Online learning method for predicting air environmental information used in agricultural robots

Wang, Yueting; Wang, Yueting; Li, Minzan; Ji, Ronghua; Wang, Minjun; Zhang, Yao; Zheng, Lihua; Wang, Yueting; SCI

机构： Beijing Acad Agr & Forestry Sci, Natl Res Ctr Intelligent Equipment Agr, Beijing 100097, Peoples R China; China Agr Univ, Key Lab Smart Agr Syst, Minist Educ, Beijing 100083, Peoples R China; Beijing Acad Agr & Forestry Sci, Key Lab Agr Sensors, Minist Agr & Rural Affairs, Beijing 100097, Peoples R China;

关键词： online learning method; convolutional neural network; real-time prediction; air environmental information

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Effects of Paecilomyces lilacinus and Bacillus pumilus on stem nematode and rhizosphere bacterial communities of sweet potato

Shi, Fengyu; Yang, Dan; Meng, Xinpeng; Li, Jiaxin; Zhu, Yingbo; Liu, Jianbin; SCI

机构： Hebei Normal Univ Sci & Technol, Hebei Key Lab Crop Stress Biol, Qinhuangdao, Hebei, Peoples R China; Beijing Acad Agr & Forestry Sci, Inst Plant Nutr Resources & Environm, Beijing 100097, Peoples R China;

关键词： Stem nematode; Ditylenchus destructor; Bacillus pumilus; Paecilomyces Lilacinus; Fosthiazate; Bacterial community

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Automated detection of stale beef from electronic nose data

Jia, Wenshen; Lv, Haolin; Liu, Yang; Qin, Yingdong; Jia, Wenshen; Jia, Wenshen; Jia, Wenshen; Lv, Haolin; Liu, Yang; Ma, Jie; Zhou, Wei; Qin, Yingdong; SCI

机构： Beijing Acad Agr & Forestry Sci, Inst Qual Stand & Testing Technol, 11 Zhong Rd, Beijing 100097, Peoples R China; Minist Agr & Rural Affairs, Dept Risk Assessment Lab Agroprod Beijing, Beijing, Peoples R China; Minist Agr & Rural Affairs, Key Lab Urban Agr North China, Beijing, Peoples R China; Anhui Inst Innovat Ind Technol, Luan Branch, Luan, Peoples R China; China Three Gorges Univ, Coll Comp & Informat, Yichang, Peoples R China; Beijing Informat Sci & Technol Univ, Mech Elect Engn Sch, Beijing 100192, Peoples R China; Hebei Food Safety Key Lab, Food Inspection & Res Inst, Shijiazhuang, Peoples R China; Beijing Univ Agr, Coll Intelligent Sci & Engn, Beijing, Peoples R China;

关键词： back propagation neural network; confusion matrix; electronic nose; k-nearest neighbor; linear discriminant analysis; machine learning; principal component analysis; stale beef; support vector machine

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Linear phenolic polymers with amide stabilized catechol moieties

Wang, Jie; Wang, Rui; Gao, Yan; Wang, Baoxia; Yuan, Liang; Gao, Yan; Dong, Shuqi; SCI

机构： Anhui Agr Univ, Sch Mat & Chem, Anhui Prov Engn Ctr High Performance Biobased Nylo, Hefei 230036, Anhui, Peoples R China; Beijing Acad Agr & Forestry Sci, Inst Plant Nutr Resources & Environm, Beijing 100097, Peoples R China;

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Heterogeneity in Mechanical Properties of Plant Cell Walls

Zhang, He; Xiao, Liang; Wan, Miaomiao; Qin, Siying; Li, Zhan; Kuang, Zheng; Li, Lei; SCI

机构： Peking Univ, Sch Adv Agr Sci, Beijing 100871, Peoples R China; Peking Univ, Sch Life Sci, Beijing 100871, Peoples R China; Beijing Acad Agr & Forestry Sci, Inst Biotechnol, Beijing 100097, Peoples R China; Peking Univ, Inst Adv Agr Sci, Shandong Lab Adv Agr Sci Weifang, Weifang 261000, Peoples R China;

关键词： cell wall; mechanical properties; heterogeneity; atomic force microscopy

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