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Applications of Machine Learning in Common Agricultural Policy at the Rural Payments Agency
Applications of Machine Learning in Common Agricultural Policy at the Rural Payments Agency Sanjay Rana Senior GIS Analyst GI Technical Team Reading 1 What are you gonna find out? • Knowing me and RPA (and knowing you - aha ?!) • How are we using Machine Learning at the RPA? – Current Activities – Random Forest for Making Crop Map of England – Work in Progress Activities – Deep Learning for Crop Map of England, Land Cover Segmentation, and locating Radio Frequency Interference • I will cover more on applications of Machine Learning for RPA operations, and less about technical solutions. 2 My resume so far… Geology GIS GeoComputation Academics Researcher & Radio DJ Consultant Civil Servant Lecturer Profession 3 Rural Payments Agency Rural Payments Agency (RPA) is the Defra agency responsible for the distribution of subsidies to farmers and landowners in England under all the EU's Common Agricultural Policy (CAP) schemes. 4 Area Based Payments/Subsidies Claim Claim Validation Visual Checks Machine Learning Control Helpline 5 A bit more info on Controls • To calculate correct CAP payments, the RPA Land Parcel Information System (LPIS) is constantly being updated with information from customers, OS MasterMap, Aerial Photographs and Satellite Images. • But, in addition as per EU regulations, claims from approximately 5% of customers must be controlled (i.e. checked) annually. Failure to make correct payments lead to large penalties for Member States. France had a disallowance of 1 billion euro for mismanaging CAP funds during 2009- 2013. • Controls/Checks are done either through regular Field Inspections (20%), or Remotely with Very High Resolution Satellite Images (80%) for specific areas* to ascertain farmer declaration of agricultural (e.g. -
California Juniper Picture Published with Permission of Bonsai Mirai
Junipers as bonsai V.3.2 April, 2017 Vianney Leduc 1- Introduction a. Esthetic quality The main beauty of junipers lies in the contrast between the living part and the deadwood California juniper Picture published with permission of Bonsai Mirai 2 Sierra juniper Picture published with permission of Bonsai Mirai 3 The influence of the contrast between living portion and deadwood comes from nature 4 We use this contrast seen in nature to style young junipers 5 b. Varieties of junipers Mature and compact foliage (e.g. Sargent juniper) Course foliage (e.g. Common juniper) Mature and juvenile foliage on same tree (e.g. San José juniper) 6 Examples of junipers with delicate and compact foliage o Sargent juniper (Juniperus chinesis sargentii) o Itoigawa juniper (Juniperus chinensis sargentii itoigawa) o Rocky Mountains Juniper (Juniperus scopulorum) o Blaauw juniper (Juniperus chinensis ‘blaauwii’) Examples of juniper with mature but longer foliage o San José juniper (Juniperus chinensis ‘san jose’) o California juniper (Juniperus californica) o Genévrier Sierra (Juniperus occidentalis australis) Examples of junipers with coarse foliage o Common juniper (Juniperus communis) o Needle juniper (Juniperus rigida) 7 c. Basic characteristics of junipers Relatively easy to cultivate Is ideal for most shape and styles of bonsai (except broom style) The wood is soft and easy to bend on younger trees Budding back ability varies greatly between sub-species o Some can bud back on the trunk o Others have a limited capacity Easy to find young specimen in nurseries We normally aim to create the look of an old tree with deadwood: branches should be pointing downward The strength of a juniper lies in its foliage Nice colour contrast between live veins and deadwood Deadwood will decay slowly Can develop a decent bonsai in relatively short time (4 to 5 years) Is an excellent species for all level of enthusiasts 8 2- Basic horticultural requirements a. -
Coastal Landscaping in Massachusetts Plant List
Coastal Landscaping in Massachusetts Plant List This PDF document provides additional information to supplement the Massachusetts Office of Coastal Zone Management (CZM) Coastal Landscaping website. The plants listed below are good choices for the rugged coastal conditions of Massachusetts. The Coastal Beach Plant List, Coastal Dune Plant List, and Coastal Bank Plant List give recommended species for each specified location (some species overlap because they thrive in various conditions). Photos and descriptions of selected species can be found on the following pages: • Grasses and Perennials • Shrubs and Groundcovers • Trees CZM recommends using native plants wherever possible. The vast majority of the plants listed below are native (which, for purposes of this fact sheet, means they occur naturally in eastern Massachusetts). Certain non-native species with specific coastal landscaping advantages that are not known to be invasive have also been listed. These plants are labeled “not native,” and their state or country of origin is provided. (See definitions for native plant species and non-native plant species at the end of this fact sheet.) Coastal Beach Plant List Plant List for Sheltered Intertidal Areas Sheltered intertidal areas (between the low-tide and high-tide line) of beach, marsh, and even rocky environments are home to particular plant species that can tolerate extreme fluctuations in water, salinity, and temperature. The following plants are appropriate for these conditions along the Massachusetts coast. Black Grass (Juncus gerardii) native Marsh Elder (Iva frutescens) native Saltmarsh Cordgrass (Spartina alterniflora) native Saltmeadow Cordgrass (Spartina patens) native Sea Lavender (Limonium carolinianum or nashii) native Spike Grass (Distichlis spicata) native Switchgrass (Panicum virgatum) native Plant List for a Dry Beach Dry beach areas are home to plants that can tolerate wind, wind-blown sand, salt spray, and regular interaction with waves and flood waters. -
This Document Was Withdrawn on 6 November 2017
2017. November 6 on understanding withdrawn was water for wildlife document This Water resources and conservation: the eco-hydrological requirements of habitats and species Assessing We are the Environment Agency. It’s our job to look after your 2017. environment and make it a better place – for you, and for future generations. Your environment is the air you breathe, the water you drink and the ground you walk on. Working with business, Government and society as a whole, we are makingNovember your environment cleaner and healthier. 6 The Environment Agency. Out there, makingon your environment a better place. withdrawn was Published by: Environment Agency Rio House Waterside Drive, Aztec West Almondsbury, Bristol BS32 4UD Tel: 0870document 8506506 Email: [email protected] www.environment-agency.gov.uk This© Environment Agency All rights reserved. This document may be reproduced with prior permission of the Environment Agency. April 2007 Contents Brief summary 1. Introduction 2017. 2. Species and habitats 2.2.1 Coastal and halophytic habitats 2.2.2 Freshwater habitats 2.2.3 Temperate heath, scrub and grasslands 2.2.4 Raised bogs, fens, mires, alluvial forests and bog woodland November 2.3.1 Invertebrates 6 2.3.2 Fish and amphibians 2.3.3 Mammals on 2.3.4 Plants 2.3.5 Birds 3. Hydro-ecological domains and hydrological regimes 4 Assessment methods withdrawn 5. Case studies was 6. References 7. Glossary of abbreviations document This Environment Agency in partnership with Natural England and Countryside Council for Wales Understanding water for wildlife Contents Brief summary The Restoring Sustainable Abstraction (RSA) Programme was set up by the Environment Agency in 1999 to identify and catalogue2017. -
A Phytopharmacological Review on a Medicinal Plant: Juniperus Communis
Hindawi Publishing Corporation International Scholarly Research Notices Volume 2014, Article ID 634723, 6 pages http://dx.doi.org/10.1155/2014/634723 Review Article A Phytopharmacological Review on a Medicinal Plant: Juniperus communis Souravh Bais,1 Naresh Singh Gill,2 Nitan Rana,2 and Shandeep Shandil2 1 Department of Pharmacology, Rayat Institute of Pharmacy, Vpo Railmajra, Nawanshahr District, Punjab 144533, India 2 Rayat Institute of Pharmacy, Vpo Railmajra, Nawanshahr District, Punjab 144533, India Correspondence should be addressed to Souravh Bais; [email protected] Received 10 June 2014; Revised 28 September 2014; Accepted 15 October 2014; Published 11 November 2014 Academic Editor: Ronaldo F. do Nascimento Copyright © 2014 Souravh Bais et al. This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. Juniperus communis is a shrub or small evergreen tree, native to Europe, South Asia, and North America, and belongs to family Cupressaceae. It has been widely used as herbal medicine from ancient time. Traditionally the plant is being potentially used as antidiarrhoeal, anti-inflammatory, astringent, and antiseptic and in the treatment of various abdominal disorders. The main chemical constituents, which were reported in J. communis L. are -pinene, -pinene, apigenin, sabinene, -sitosterol, campesterol, limonene, cupressuflavone, and many others. This review includes -
Healthy Ecosystems East Anglia a Landscape Enterprise Networks Opportunity Analysis
1 Healthy Ecosystems East Anglia A Landscape Enterprise Networks opportunity analysis Making Landscapes work for Business and Society Message LENs: Making landscapes 1 work for business and society This document sets out a new way in which businesses can work together to influence the assets in their local landscape that matter to their bottom line. It’s called the Landscape Enterprise Networks or ‘LENs’ Approach, and has been developed in partnership by BITC, Nestlé and 3Keel. Underpinning the LENs approach is a systematic understanding of businesses’ landscape dependencies. This is based on identifying: LANDSCAPE LANDSCAPE FUNCTIONS ASSETS The outcomes that beneficiaries The features and depend on from the landscape in characteristics LANDSCAPE order to be able to operate their in a landscape that underpin BENEFICIARIES businesses. These are a subset the delivery of those functions. Organisations that are of ecosystem services, in that These are like natural capital, dependent on the they are limited to functions in only no value is assigned to landscape. This is the which beneficiaries have them beyond the price ‘market’. sufficient commercial interest to beneficiaries are willing to pay make financial investments in to secure the landscape order to secure them. functions that the Natural Asset underpins. Funded by: It provides a mechanism It moves on from It pulls together coalitions It provides a mechanism Benefits 1 for businesses to start 2 theoretical natural capital 3 of common interest, 4 for ‘next generation’ intervening to landscape- valuations, to identify pooling resources to share diversification in the rural of LENs derived risk in their real-world value propositions the cost of land management economy - especially ‘backyards’; and transactions; interventions; relevant post-Brexit. -
Finding Common Ground
Finding common ground Integrating local and national interests on commons: guidance for assessing the community value of common land Downley Common in the Buckinghamshire Chilterns. 25a Bell Street, Henley-on-Thames, Oxon RG9 2BA tel: 01491 573535 fax 01491 573051 e-mail: [email protected] website: www.oss.org.uk (registered in England and Wales, limited company number 7846516, registered charity number 144840) March 2010 with minor revisions January 2013 About this report This work was commissioned by Natural England and funded through its Ma- jor Project on Common Land. The objective of the work, as given in the work specification, is to identify mechanisms to recognise and take account of local community interests on commons, hence complementing established criteria used in assessing national importance of land for interests such as nature con- servation and landscape. The intention is not that community interests should be graded or weighed and balanced against national interests, but rather that they should be given proper recognition and attention when considering man- agement on a common, seeking to integrate local and national aspirations within management frameworks. Specifically, the purpose of the commission was to provide information to enable the user or practitioner to: i be aware of issues relating to the community interests of common land, ii assess the importance of common land to local neighbourhoods, iii engage with communities and understand their perspectives, iv incorporate community concerns in any scheme examining the future and management of commons. The advice and views presented in this report are entirely those of the Open Spaces Society and its officers. -
Lignocellulosic Feedstock in the UK
Lignocellulosic feedstock in the UK November 2014 A report for the Lignocellulosic Biorefinery Network Authors: Davide Di Maio and David Turley Reviewer: Lucy Hopwood Disclaimer While NNFCC considers that the information and opinions given in this work are sound, all parties must rely on their own skill and judgement when making use of it NNFCC will not assume any liability to anyone for any loss or damage arising out of the provision of this report. NNFCC NNFCC is a leading international consultancy with expertise on the conversion of biomass to bioenergy, biofuels and bio-based products. NNFCC, Biocentre, Phone: +44 (0)1904 435182 York Science Park, Fax: +44 (0)1904 435345 Innovation Way, E: [email protected] Heslington, York, Web: www.nnfcc.co.uk YO10 5DG. 2 Executive Summary NNFCC was commissioned by the Lignocellulosic Biorefinery Network (LBNet) to survey the potential availability of existing domestic lignocellulosic non-food crop feedstock wastes and residues to support the development of UK biorefineries. The objective was to assess the current availability of domestic crop and forest residues; dedicated biomass crops; green waste and waste from the paper industry. Current competing uses for these materials were identified and the potential to expand the resource examined. Impacts of regional and temporal variability were considered and data on costs and composition were collated. The analysis highlighted that the UK has nearly 16 million tons of biomass waste arising from the feedstocks studied. The greatest contributions to this total are from green waste, agricultural straw and a significant amount of waste paper that is currently collected but not recycled in the UK. -
Phylogenetic Analyses of Juniperus Species in Turkey and Their Relations with Other Juniperus Based on Cpdna Supervisor: Prof
MOLECULAR PHYLOGENETIC ANALYSES OF JUNIPERUS L. SPECIES IN TURKEY AND THEIR RELATIONS WITH OTHER JUNIPERS BASED ON cpDNA A THESIS SUBMITTED TO THE GRADUATE SCHOOL OF NATURAL AND APPLIED SCIENCES OF MIDDLE EAST TECHNICAL UNIVERSITY BY AYSUN DEMET GÜVENDİREN IN PARTIAL FULFILLMENT OF THE REQUIREMENTS FOR THE DEGREE OF DOCTOR OF PHILOSOPHY IN BIOLOGY APRIL 2015 Approval of the thesis MOLECULAR PHYLOGENETIC ANALYSES OF JUNIPERUS L. SPECIES IN TURKEY AND THEIR RELATIONS WITH OTHER JUNIPERS BASED ON cpDNA submitted by AYSUN DEMET GÜVENDİREN in partial fulfillment of the requirements for the degree of Doctor of Philosophy in Department of Biological Sciences, Middle East Technical University by, Prof. Dr. Gülbin Dural Ünver Dean, Graduate School of Natural and Applied Sciences Prof. Dr. Orhan Adalı Head of the Department, Biological Sciences Prof. Dr. Zeki Kaya Supervisor, Dept. of Biological Sciences METU Examining Committee Members Prof. Dr. Musa Doğan Dept. Biological Sciences, METU Prof. Dr. Zeki Kaya Dept. Biological Sciences, METU Prof.Dr. Hayri Duman Biology Dept., Gazi University Prof. Dr. İrfan Kandemir Biology Dept., Ankara University Assoc. Prof. Dr. Sertaç Önde Dept. Biological Sciences, METU Date: iii I hereby declare that all information in this document has been obtained and presented in accordance with academic rules and ethical conduct. I also declare that, as required by these rules and conduct, I have fully cited and referenced all material and results that are not original to this work. Name, Last name : Aysun Demet GÜVENDİREN Signature : iv ABSTRACT MOLECULAR PHYLOGENETIC ANALYSES OF JUNIPERUS L. SPECIES IN TURKEY AND THEIR RELATIONS WITH OTHER JUNIPERS BASED ON cpDNA Güvendiren, Aysun Demet Ph.D., Department of Biological Sciences Supervisor: Prof. -
The Availability of Land for Perennial Energy Crops in Great Britain
GCB Bioenergy (2014) 6, 99–107, doi: 10.1111/gcbb.12147 The availability of land for perennial energy crops in Great Britain ANDREW LOVETT, GILLA SU¨ NNENBERG andTRUDIE DOCKERTY School of Environmental Sciences, University of East Anglia, Norwich, NR4 7TJ, UK Abstract This paper defines the potentially available land for perennial energy crops across Great Britain as the first com- ponent of a broader appraisal undertaken by the ‘Spatial Modelling of Bioenergy in Great Britain to 2050’ pro- ject. Combining data on seven primary constraints in a GIS reduced the available area to just over 9 M ha (40% of GB). Adding other restrictions based on land cover naturalness scores to represent landscape considerations resulted in a final area of 8.5 M ha (37% of GB). This distribution was compared with the locations of Miscanthus and SRC willow established under the English Energy Crop Scheme during 2001–2011 and it was found that 83% of the planting fell within the defined available land. Such a correspondence provides confidence that the factors considered in the analysis were broadly consistent with previous planting decisions. Keywords: geographical information systems, land availability, land use, landscape sensitivity, perennial energy crops, planting constraints Received 25 May 2013; accepted 4 September 2013 Energy & Climate Change, Department for Environ- Introduction ment, Food & Rural Affairs, Department for Transport, There is a substantial degree of uncertainty regarding 2012; p.77). These feedstocks can take a variety of forms, the long-term development of the global bioenergy sec- including algae, biodegradable wastes and residues, for- tor and the capacity for sustainable increases in biomass estry products and agricultural crops (both food and supply. -
Natural England Annual Report and Accounts 1 April 2015 to 31 March 2016
Natural England Annual Report and Accounts 1 April 2015 to 31 March 2016 www.gov.uk/natural-england Natural England Annual Report and Accounts 1 April 2015 to 31 March 2016 Presented to Parliament pursuant to Paragraph 25 of Schedule 1 to the Natural Environment and Rural Communities Act 2006. Ordered by the House of Commons to be printed on 14 July 2016. HC 381 © Crown copyright 2016 This publication is licensed under the terms of the Open Government Licence v3.0 except where otherwise stated. To view this licence, visit nationalarchives.gov.uk/doc/open-government- licence/version/3 or write to the Information Policy Team, The National Archives, Kew, London TW9 4DU, or email: [email protected] Where we have identified any third party copyright information you will need to obtain permission from the copyright holders concerned. This publication is available at gov.uk/natural-england Any enquiries regarding this publication should be sent to us at [email protected] Print ISBN 9781474129633 Web ISBN 9781474129640 ID P002794483 07/16 Printed on paper containing 75% recycled fibre content minimum Printed in the UK by the Williams Lea Group on behalf of the Controller of Her Majesty’s Stationery Office Contents 1. Performance Report Overview Chief Executive Statement 2 Purpose and activities of the Organisation 4 Key Issues and Risks in delivering objectives 5 Going Concern Statement 6 Performance Summary 7 Performance Analysis Key Performance Indicators and measure of performance 9 Detailed Performance Analysis 14 Sustainability Report 16 2. Accountability Report Corporate Governance Report: Directors’ Report 22 Statement of Accounting Officer’s Responsibilities 24 Governance Statement 25 Remuneration and staff report 30 Parliamentary accountability and audit report Regularity of expenditure 38 Fees and charges 39 The Certificate and Report of the Comptroller and Auditor General 40 3. -
The Ecological Status of Juniperus Foetidissima Forest Stands in the Mt
sustainability Article The Ecological Status of Juniperus foetidissima Forest Stands in the Mt. Oiti-Natura 2000 Site in Greece Nikolaos Proutsos * , Alexandra Solomou, George Karetsos, Konstantinia Tsagari, George Mantakas, Konstantinos Kaoukis, Athanassios Bourletsikas and George Lyrintzis Hellenic Agricultural Organization “Demeter”, Institute of Mediterranean Forest Ecosystems, Terma Alkmanos, 11528 Athens, Greece; [email protected] (A.S.); [email protected] (G.K.); [email protected] (K.T.); [email protected] (G.M.); [email protected] (K.K.); [email protected] (A.B.); [email protected] (G.L.) * Correspondence: [email protected]; Tel.: +30-2107-787535 Abstract: Junipers face multiple threats induced both by climate and land use changes, impacting their expansion and reproductive dynamics. The aim of this work is to evaluate the ecological status of Juniperus foetidissima Willd. forest stands in the protected Natura 2000 site of Mt. Oiti in Greece. The study of the ecological status is important for designing and implementing active management and conservation actions for the species’ protection. Tree size characteristics (height, breast height diameter), age, reproductive dynamics, seed production and viability, tree density, sex, and habitat expansion were examined. The data analysis revealed a generally good ecological status of the habitat with high plant diversity. However, at the different juniper stands, subpopulations present high variability and face different problems, such as poor tree density, reduced numbers of juvenile trees or poor seed production, inadequate male:female ratios, a small number of female trees, reduced numbers of seeds with viable embryos, competition with other woody species, grazing, and Citation: Proutsos, N.; Solomou, A.; illegal logging. From the results, the need for site-specific active management and interventions is Karetsos, G.; Tsagari, K.; Mantakas, demonstrated in order to preserve or achieve the good status of the habitat at all stands in the region.