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Mosquito Species Identification Using Convolutional Neural Networks With
www.nature.com/scientificreports OPEN Mosquito species identifcation using convolutional neural networks with a multitiered ensemble model for novel species detection Adam Goodwin1,2*, Sanket Padmanabhan1,2, Sanchit Hira2,3, Margaret Glancey1,2, Monet Slinowsky2, Rakhil Immidisetti2,3, Laura Scavo2, Jewell Brey2, Bala Murali Manoghar Sai Sudhakar1, Tristan Ford1,2, Collyn Heier2, Yvonne‑Marie Linton4,5,6, David B. Pecor4,5,6, Laura Caicedo‑Quiroga4,5,6 & Soumyadipta Acharya2* With over 3500 mosquito species described, accurate species identifcation of the few implicated in disease transmission is critical to mosquito borne disease mitigation. Yet this task is hindered by limited global taxonomic expertise and specimen damage consistent across common capture methods. Convolutional neural networks (CNNs) are promising with limited sets of species, but image database requirements restrict practical implementation. Using an image database of 2696 specimens from 67 mosquito species, we address the practical open‑set problem with a detection algorithm for novel species. Closed‑set classifcation of 16 known species achieved 97.04 ± 0.87% accuracy independently, and 89.07 ± 5.58% when cascaded with novelty detection. Closed‑set classifcation of 39 species produces a macro F1‑score of 86.07 ± 1.81%. This demonstrates an accurate, scalable, and practical computer vision solution to identify wild‑caught mosquitoes for implementation in biosurveillance and targeted vector control programs, without the need for extensive image database development for each new target region. Mosquitoes are one of the deadliest animals in the world, infecting between 250–500 million people every year with a wide range of fatal or debilitating diseases, including malaria, dengue, chikungunya, Zika and West Nile Virus1. -
Caracterização Molecular Do Isolado Viral AR115: Evidência Da Circulação De Vírus Do Sorogrupo Gamboa No Sudeste Do Brasil
14 INSTITUTO EVANDRO CHAGAS NÚCLEO DE ENSINO E PÓS-GRADUAÇÃO PROGRAMA DE PÓS-GRADUAÇÃO EM VIROLOGIA Aline Gonçalves da Costa Caracterização molecular do isolado viral AR115: evidência da circulação de vírus do sorogrupo Gamboa no sudeste do Brasil ANANINDEUA 2018 15 Aline Gonçalves da Costa Caracterização molecular do isolado viral AR115: evidência da circulação de vírus do sorogrupo Gamboa no sudeste do Brasil Dissertação apresentada ao Programa de Pós- Graduação em Virologia do Instituto Evandro Chagas, para obtenção do título de Mestre em Virologia Orientadora: Prof.ª Dr.ª Ana Cecília Ribeiro Cruz ANANINDEUA 2018 16 Dados Internacionais de Catalogação na Publicação (CIP) Biblioteca do Instituto Evandro Chagas Costa, Aline Gonçalves da. Caracterização molecular do isolado viral AR115: evidência da circulação de vírus do sorogrupo Gamboa no sudeste do Brasil./ Aline Gonçalves da Costa. – Ananindeua, 2018. 54 f.: il.; 30 cm Orientadora: Dra. Ana Cecília Ribeiro Cruz Dissertação (Mestrado em Virologia) – Instituto Evandro Chagas, Programa de Pós-Graduação em Virologia, 2018. 1. Classificação. 2. Arbovírus. 3. Ortobunyavírus. 4. Artropodes. I. Cruz, Ana Cecília Ribeiro, orient. II. Instituto Evandro Chagas. III. Título. CDD: 579.2562 17 Aline Gonçalves da Costa Caracterização molecular do isolado viral AR115: evidência da circulação de vírus do sorogrupo Gamboa no sudeste do Brasil Dissertação apresentada ao Programa de Pós- Graduação em Virologia do Instituto Evandro Chagas, para obtenção do título de Mestre em Virologia Aprovado em: 10/01/2018 BANCA EXAMINADORA Profa. Dra. Daniele Barbosa de Almeida Medeiros Instituto Evandro Chagas Prof. Dr. Carlos Alberto Marques de Carvalho Instituto Evandro Chagas Dra. Adriana Ribeiro Carneiro Folador Universidade Federal do Pará Dr. -
Data-Driven Identification of Potential Zika Virus Vectors Michelle V Evans1,2*, Tad a Dallas1,3, Barbara a Han4, Courtney C Murdock1,2,5,6,7,8, John M Drake1,2,8
RESEARCH ARTICLE Data-driven identification of potential Zika virus vectors Michelle V Evans1,2*, Tad A Dallas1,3, Barbara A Han4, Courtney C Murdock1,2,5,6,7,8, John M Drake1,2,8 1Odum School of Ecology, University of Georgia, Athens, United States; 2Center for the Ecology of Infectious Diseases, University of Georgia, Athens, United States; 3Department of Environmental Science and Policy, University of California-Davis, Davis, United States; 4Cary Institute of Ecosystem Studies, Millbrook, United States; 5Department of Infectious Disease, University of Georgia, Athens, United States; 6Center for Tropical Emerging Global Diseases, University of Georgia, Athens, United States; 7Center for Vaccines and Immunology, University of Georgia, Athens, United States; 8River Basin Center, University of Georgia, Athens, United States Abstract Zika is an emerging virus whose rapid spread is of great public health concern. Knowledge about transmission remains incomplete, especially concerning potential transmission in geographic areas in which it has not yet been introduced. To identify unknown vectors of Zika, we developed a data-driven model linking vector species and the Zika virus via vector-virus trait combinations that confer a propensity toward associations in an ecological network connecting flaviviruses and their mosquito vectors. Our model predicts that thirty-five species may be able to transmit the virus, seven of which are found in the continental United States, including Culex quinquefasciatus and Cx. pipiens. We suggest that empirical studies prioritize these species to confirm predictions of vector competence, enabling the correct identification of populations at risk for transmission within the United States. *For correspondence: mvevans@ DOI: 10.7554/eLife.22053.001 uga.edu Competing interests: The authors declare that no competing interests exist. -
The Mosquitoes of Minnesota
Technical Bulletin 228 April 1958 The Mosquitoes of Minnesota (Diptera : Culicidae : Culicinae) A. RALPH BARR University of Minnesota Agricultural Experiment Station ~2 Technirnl Rull!'lin :z2g 1-,he Mosquitoes of J\ilinnesota (Diptera: Culicidae: Culicinae) A. llALPII R\lm University of Minnesota Agricultural Experiment Station CONTENTS I. Introduction JI. Historical Ill. Biology of mosquitoes ................................ Zoogeography Oviposition ......................................... Breeding places of larvae ................................... I) Larrnl p;rowth ....................................... Ill ,\atural factors in the control of larvae .................. JI The pupal stage ............................................... 12 .\lating .................................... _ ..... 12 Feeding of adults ......................................... 12 Hibernation 11 Seasonal distribution II I\ . Techniques Equipment Eggs ............................... · .... · · · · · · · · · · · · · · · · · · · · · · · · · · · · · Larvae Pupae Adults Colonization and rearing . IB \. Systematic treatment Keys to genera Adult females . l'J \fale terminalia . 19 Pupae ······················································· .... ········ 2.'i Larvae ····················································· ..... ········ 2S :-n Anopheles ········································· ··························· Anopheles (Anopheles) barberi .................... · · · · · · · · · · · · · · · · · · · · · · · · earlei ...•......................... · · · · · -
Biology and Control of Aquatic Plants
BIOLOGY AND CONTROL OF AQUATIC PLANTS A Best Management Practices Handbook Lyn A. Gettys, William T. Haller and Marc Bellaud, editors Cover photograph courtesy of SePRO Corporation Biology and Control of Aquatic Plants: A Best Management Practices Handbook First published in the United States of America in 2009 by Aquatic Ecosystem Restoration Foundation, Marietta, Georgia ISBN 978-0-615-32646-7 All text and images used with permission and © AERF 2009 All rights reserved. No part of this publication may be reproduced, stored in a retrieval system or transmitted in any form or by any means, electronic or mechanical, by photocopying, recording or otherwise, without prior permission in writing from the publisher. Printed in Gainesville, Florida, USA October 2009 Dear Reader: Thank you for your interest in aquatic plant management. The Aquatic Ecosystem Restoration Foundation (AERF) is pleased to bring you Biology and Control of Aquatic Plants: A Best Management Practices Handbook. The mission of the AERF, a not for profit foundation, is to support research and development which provides strategies and techniques for the environmentally and scientifically sound management, conservation and restoration of aquatic ecosystems. One of the ways the Foundation accomplishes the mission is by providing information to the public on the benefits of conserving aquatic ecosystems. The handbook has been one of the most successful ways of distributing information to the public regarding aquatic plant management. The first edition of this handbook became one of the most widely read and used references in the aquatic plant management community. This second edition has been specifically designed with the water resource manager, water management association, homeowners and customers and operators of aquatic plant management companies and districts in mind. -
Pesticide Discharge Management Plan
Pesticide Discharge Management Plan 1. PDMP Team a. Person(s) responsible for managing pests in relation to pest management area: All operational and biological support staff along with the Director of Mosquito Management Services (Wade Brennan, 5531 Pinkney Ave. Sarasota, FL. 34233) b. Person(s) responsible for developing and revising PDMP John Eaton, Operations Supervisor, and Wade Brennan Environmental Scientist III, are the individuals responsible for monitoring changes in Federal and State regulatory agencies that govern mosquito control operations. c. John Eaton, and Wade Brennan, are the individuals responsible for developing, revising and implementing corrective actions and other effluent requirements d. Person(s) responsible for pesticide applications Persons (supervisors and above) who direct applicators these include: All Operational staff employed by Sarasota County Mosquito Management Services that hold a Public Health Pest Control License administered by Florida Department of Agriculture and Consumer Services are directly responsible for pesticide applications (because they can oversee uncertified applicators) additionally, Sarasota County’s awarded Contractors must have required state certification (s). 2. Pest Management Area Description Overview Sarasota County Mosquito Management Services (SCMMS) has been mitigating pestiferous nuisance host seeking mosquitoes of public health importance for over 60 years. A total of forty- four mosquito species are found in Sarasota County of which a dozen are in need of management through a typical peak mosquito season, April through November. When intervention action plans are developed and implemented more than one species is usually involved. Past and current mitigation strategies for both larval and adult mosquitoes have always been in full compliance with FIFRA conditions which have met water quality standards. -
MOSQUITOES of the SOUTHEASTERN UNITED STATES
L f ^-l R A R > ^l^ ■'■mx^ • DEC2 2 59SO , A Handbook of tnV MOSQUITOES of the SOUTHEASTERN UNITED STATES W. V. King G. H. Bradley Carroll N. Smith and W. C. MeDuffle Agriculture Handbook No. 173 Agricultural Research Service UNITED STATES DEPARTMENT OF AGRICULTURE \ I PRECAUTIONS WITH INSECTICIDES All insecticides are potentially hazardous to fish or other aqpiatic organisms, wildlife, domestic ani- mals, and man. The dosages needed for mosquito control are generally lower than for most other insect control, but caution should be exercised in their application. Do not apply amounts in excess of the dosage recommended for each specific use. In applying even small amounts of oil-insecticide sprays to water, consider that wind and wave action may shift the film with consequent damage to aquatic life at another location. Heavy applications of insec- ticides to ground areas such as in pretreatment situa- tions, may cause harm to fish and wildlife in streams, ponds, and lakes during runoff due to heavy rains. Avoid contamination of pastures and livestock with insecticides in order to prevent residues in meat and milk. Operators should avoid repeated or prolonged contact of insecticides with the skin. Insecticide con- centrates may be particularly hazardous. Wash off any insecticide spilled on the skin using soap and water. If any is spilled on clothing, change imme- diately. Store insecticides in a safe place out of reach of children or animals. Dispose of empty insecticide containers. Always read and observe instructions and precautions given on the label of the product. UNITED STATES DEPARTMENT OF AGRICULTURE Agriculture Handbook No. -
The Role of Landmarks in Territory
Eastern Illinois University The Keep Masters Theses Student Theses & Publications 2014 The Role of Landmarks in Territory Maintenance by the Black Saddlebags Dragonfly, Tramea lacerata Jeffrey Lojewski Eastern Illinois University This research is a product of the graduate program in Biological Sciences at Eastern Illinois University. Find out more about the program. Recommended Citation Lojewski, Jeffrey, "The Role of Landmarks in Territory Maintenance by the Black Saddlebags Dragonfly, Tramea lacerata" (2014). Masters Theses. 1305. https://thekeep.eiu.edu/theses/1305 This is brought to you for free and open access by the Student Theses & Publications at The Keep. It has been accepted for inclusion in Masters Theses by an authorized administrator of The Keep. For more information, please contact [email protected]. Thesis Reproduction Certificate Page 1of1 THESIS MAINTENANCE AND REPRODUCTION CERTIFICATE TO: Graduate Degree Candidates (who have written formal theses) SUBJECT: Permission to Reproduce Theses An important part of Booth Library at Eastern Illinois University's ongoing mission is to preserve and provide access to works of scholarship. In order to further this goal, Booth Library makes all theses produced at Eastern Illinois University available for personal study, research, and other not-for-profit educational purposes. Under 17 U.S.C. § 108, the library may reproduce and distribute a copy without infringing on copyright; however, professional courtesy dictates that permission be requested from the author before doing so. By signing this form: • You confirm your authorship of the thesis. • You retain the copyright and intellectual property rights associated with the original research, creative activity, and intellectual or artistic content of the thesis . -
Testing Effects of Aerial Spray Technologies on Biting Flies
TESTING EFFECTS OF AERIAL SPRAY TECHNOLOGIES ON BITING FLIES AND NONTARGET INSECTS AT THE PARRIS ISLAND MARINE CORPS RECRUIT DEPOT, SOUTH CAROLINA, USA. A dissertation submitted to Kent State University in partial fulfillment of the requirements for the degree of Doctor of Philosophy by Mark S. Breidenbaugh December 2008 Dissertation written by Mark S. Breidenbaugh B.S., California State Polytechnic University, Pomona 1994 M.S., University of California, Riverside, 1997 Ph.D., Kent State University, 2008 Approved by _____________________________, Chair, Doctoral Dissertation Committee Ferenc A. de Szalay _____________________________, Members, Doctoral Dissertation Committee Benjamin A. Foote _____________________________ Mark W. Kershner _____________________________ Scott C. Sheridan Accepted by ______________________________, Chair, Department of Biological Sciences James L. Blank ______________________________, Dean, College of Arts and Sciences John R.D. Stalvey ii TABLE OF CONTENTS Page LIST OF FIGURES……………………………………………………………………viii LIST OF TABLES………………………………………………………………………xii ACKNOWLEDGEMENTS………………….…………………………………………xiv CHAPTER I. An introduction to the biting flies of Parris Island and the use of aerial spray technologies in their control……………………………………………..1 Biology of biting midges .....……..……………………………………………..1 Culicoides as nuisance pests and vectors……………………………3 Biology of mosquitoes…………………………………………………………..5 Mosquitoes as nuisance pests and vectors…………………………..6 Integrated pest management…………………………………………………..7 Physical barriers…………………………………………………………8 -
Diptera: Culicidae) in RELATION to EPIZOOTIC TRANSMISSION of EASTERN EQUINE ENCEPHALITIS VIRUS in CENTRAL FLORIDA
SEASONAL CHANGES IN HOST USE AND VECTORIAL CAPACITY OF Culiseta melanura (Diptera: Culicidae) IN RELATION TO EPIZOOTIC TRANSMISSION OF EASTERN EQUINE ENCEPHALITIS VIRUS IN CENTRAL FLORIDA By RICHARD G. WEST A THESIS PRESENTED TO THE GRADUATE SCHOOL OF THE UNIVERSITY OF FLORIDA IN PARTIAL FULFILLMENT OF THE REQUIREMENTS FOR THE DEGREE OF MASTER OF SCIENCE UNIVERSITY OF FLORIDA 2019 © 2019 Richard G. West 2 ACKNOWLEDGMENTS I would like to thank my advisor Nathan Burkett-Cadena for his invaluable guidance and instruction and Derrick Mathias and Jonathan Day for serving on my committee and sharing their expertise and helpful input. I would like to thank the following for their assistance with mosquito sampling: Carl Boohene, Jackson Mosley, Hugo Ortiz Saavedra, and Roger Johnson at Polk County Mosquito Control District; Kelly Deutsch, Rafael Melendez, and others at Orange County Mosquito Control District; and Sue Bartlett, Miranda Tressler, Hong Chen, Drake Falcon, Tia Vasconcellos, and Brandi Anderson at Volusia County Mosquito Control District. This study could not have been done without their cooperation and hard work. I would also like to thank Carolina Acevedo for help with bloodmeal analysis, Erik Blosser for help with mosquito identifications, Diana Rojas and Annsley West for helping with field collections, and to all the faculty, staff, and students at FMEL for their support and encouragement. Finally, I thank my wife Annsley for her faithful encouragement and love and for my Lord Jesus and family for their support. This research is supported by the CDC Southeast Gateway Center of Excellence and the University of Florida. 3 TABLE OF CONTENTS Page ACKNOWLEDGMENTS ................................................................................................. -
North American Wetlands and Mosquito Control
Int. J. Environ. Res. Public Health 2012, 9, 4537-4605; doi:10.3390/ijerph9124537 OPEN ACCESS International Journal of Environmental Research and Public Health ISSN 1660-4601 www.mdpi.com/journal/ijerph Article North American Wetlands and Mosquito Control Jorge R. Rey 1,*, William E. Walton 2, Roger J. Wolfe 3, C. Roxanne Connelly 1, Sheila M. O’Connell 1, Joe Berg 4, Gabrielle E. Sakolsky-Hoopes 5 and Aimlee D. Laderman 6 1 Florida Medical Entomology Laboratory and Department of Entomology and Nematology, University of Florida-IFAS, Vero Beach, FL 342962, USA; E-Mails: [email protected] (R.C.); [email protected] (S.M.O.C.) 2 Department of Entomology, University of California, Riverside, CA 92521, USA; E-Mail: [email protected] 3 Connecticut Department of Energy and Environmental Protection, Franklin, CT 06254, USA; E-Mail: [email protected] 4 Biohabitats, Inc., 2081 Clipper Park Road, Baltimore, MD 21211, USA; E-Mail: [email protected] 5 Cape Cod Mosquito Control Project, Yarmouth Port, MA 02675, USA; E-Mail: [email protected] 6 Marine Biological Laboratory, Woods Hole, MA 02543, USA; E-Mail: [email protected] * Author to whom correspondence should be addressed; E-Mail: [email protected]; Tel.: +1-772-778-7200 (ext. 136). Received: 11 September 2012; in revised form: 21 November 2012 / Accepted: 22 November 2012 / Published: 10 December 2012 Abstract: Wetlands are valuable habitats that provide important social, economic, and ecological services such as flood control, water quality improvement, carbon sequestration, pollutant removal, and primary/secondary production export to terrestrial and aquatic food chains. There is disagreement about the need for mosquito control in wetlands and about the techniques utilized for mosquito abatement and their impacts upon wetlands ecosystems. -
Mosquitoes and the Diseases They Transmit J
B-6119 6-02 Mosquitoes and the Diseases they Transmit J. A. Jackman and J. K. Olson* osquitoes are among the most important The length of time that a mosquito takes to complete insect pests affecting the health of people its life cycle varies according to food availability, weath- er conditions and the species of mosquito. Under favor- and animals. Biting female mosquitoes not M able conditions, some mosquitoes can complete their only irritate people and animals, but they can also entire life cycle in only 8 to 10 days. transmit many disease-causing organisms. Egg Annoying populations of mosquitoes can occur any- where in Texas because there are habitats favorable for One way to identify mosquito species almost everywhere in the state. the breeding sites of mosquitoes is to find the To control mosquitoes effectively, it helps to under- eggs. Mosquito eggs may stand their life cycle, to be able to identify the various be laid in clusters called kinds of mosquitoes, and to know what steps work best rafts on the water sur- for the different species and specific locations. face. They may also be laid singly on the water Life history surface or in dry areas Adult mosquito laying eggs. Mosquitoes have four distinct stages during their life that are flooded periodi- cycle: egg, larva, pupa and adult. The adult stage is free- cally. flying; the other stages are aquatic. When first laid, mosquito eggs are white, but within a few hours they become dark brown to black. The shape and size of mosquito eggs vary, with most being football- shaped or boat-shaped and 0.02 to 0.04 inch long.