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Ground Validation of the Persian Leopard MaxEnt Potential Distribution Models: An Evaluation to Three Threshold Rules

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  • Asian Leopard Specialist Society
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Abstract

Species potential habitats predicted via various techniques, e.g. MaxEnt modelling in case of the current research, provide helpful information in terms of conservation and management programs, prioritization of limited resources and relative decision makings. Previous chapter was concerned with the modelling of the distribution of the Persian leopard potential habitats across the entire country in a regional context. Aside from the evaluation techniques to assess the modelling procedures which were done in the last chapter, validating the modelling outcomes according to the field data is essential. Thus, this chapter is dedicated to the ground validation of the predictive maps in selected study areas to ensure the accuracy for further conservation and management activities. For this purpose, three provinces in northeast (region 1), northwest (region 4) and south (region 3) of Iran with different environmental characteristics are selected to conduct camera trapping, field visits and indirect sign surveys, obtaining expert and local people knowledge via questionnaire surveys, group discussions and interviews. Three threshold methods including equal training sensitivity and specificity (A), maximum training sensitivity plus specificity (B) and minimum training presence (C) were selected for the purpose of binary classification of the predictive maps developed earlier using the MaxEnt software. The results indicated more accuracy of the sensitivity and specificity based threshold rules rather than the minimum training presence. Yet, intersection of the validated binary maps leads to the final conclusion of the habitat suitability rate of 0.3 on the predictive maps as a value to safely identify the actual potential habitats where importance for leopard conservation planning is confirmed.

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... Lorestan Province contains important habitats for the leopard in the central Zagros Mountains in the west of Iran. This province has the highest density of suitable areas for the Persian leopard among the 31 provinces of Iran (Sanei et al. 2020a), while these areas hold above 0.3 probability of leopard presence (Sanei et al. 2020d). A notable rate of leopard mortalities was reported in this province during 2007-2011 because of shooting and species poisoning (Sanei et al. 2012). ...
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Chapter
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Chapter
East Azarbaijan Province in northwest of Iran contains considerable areas of trans-boundary habitats that connect the Persian leopard areas in this region to those in South Caucasian countries of Azerbaijan and Armenia Republics. This connection supports leopard presence in South Caucasus via trans-boundary movements of the Persian leopard individuals. Accordingly, the current short communication followed by the studies presented earlier in Chaps. 4 and 5 provides an understanding to the clusters of potential habitats with the relative suitability rates. A total of 37 distinct habitats with suitability of more than 23% for the leopard presence are identified. This study suggests that while the most suitable areas for the leopards are distributed in the northern parts of the province, potential leopard areas in southern and southwestern parts of the province are much scattered and isolated. We also propose several linear corridors that connect these habitat clusters. Poaching of prey species, excess of livestock, alternation of pasture to cultivation lands, development of road network and habitat destructions are among the factors threatening the leopard in this zone. Trans-boundary conservation practices among neighboring countries as well as improvement in protection status of several identified key areas are recommended in this chapter.
Chapter
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Chapter
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Over the last three decades the average life expectancy of a corporation in North America has dipped well below 20 years. In fact, by 1983 a full third of the 1970 Fortune 500 companies had been acquired, merged, or broken apart. In this landmark book, one of the business world's foremost pioneers, Russell L. Ackoff, delivers this indispensable guide for those hoping to beat these odds--and to better navigate the corporate challenges of the next millennium. While most business and management schools continue to teach the functions of a corporation separately--production, marketing, finance, personnel--the reality is that for a corporation to endure each division must work with the others to create an effective system. Re-Creating the Corporation is Ackoff's masterful blueprint for understanding and creating these model corporate systems. In four comprehensive sections--Background, Process, Designs, and Change--Ackoff lays out in clear concise prose the five organizational goals of successful corporate systems: plan effectively, learn and adapt rapidly, democratize, introduce internal market economies, and employ a flexible structure that will minimize the need for future restructuring. And through a deft mix of practical and theoretical examples drawn from a wide range of applications in a wide range of firms, this book ultimately guides executives to the system best suited to meet their organizational goals. Re-Creating the Corporation, which is the culmination of a lifetime of innovative and insightful business thought from one of the business world's premier thinkers, is essential reading for those attempting to navigate the rapidly changing economic environment of the next millennium.
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To study the Persian leopard potential habitats, to assess conservation needs and priorities, and also to conduct relative conservation and management programs, considering extensive variability of natural and socioeconomic characteristics across the leopard range in Iran is essential. Iran is a vast country with wide range of the Persian leopard across almost all provinces. Failing to closely concentrate on the notable variability of aforementioned characteristics in each part of the leopard range across the country may negatively affect the species distribution modelling practices as well as many other research, conservation, and management programs. Accordingly, this chapter is dedicated to a novel classification addressing the leopard putative range in Iran for further relative programs. Subsequently, a total of nine natural and human variables including climate, topography, dry condition, vegetation, and elevation, also protected areas, human population, land use, and human poverty index were used to classify the area into the groups with the most similarities. This is conducted by the means of extracting inherent clusters in the dataset of aforementioned variables in all provinces without prior tagging of the cases. Afterwards, topography and climatology in each region are briefly discussed. Conducting the large scale research, conservation, and management programs on a regional basis as introduced in this chapter is recommended not only for the leopard, but also for other wide ranging species in Iran when the program is affected by the variability of natural and socioeconomic characteristics.
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To ensure persistence of a viable population of the Persian leopard in its wide range across Iran wherein also supports trans-boundary movements of the leopards to adjacent areas, the Iranian Department of Environment together with the Asian Leopard Specialist Society embarked on preparation of a species specific conservation and management action plan. Therefore, relative need assessments, stakeholder analysis, and required studies were conducted since 2012. To address the actual status of the Persian leopard in Iran an appropriate participatory planning model has been developed and subsequently, planning activities were conducted during several workshops and sessions by involvement of a wide range of participants from all over the country. A total of 45 internal and external main categories of stakeholders were recognized which also include various governmental and non-governmental organizations. Relatively, questionnaire surveys have been sent out to 60 universities and 220 NGOs with relative field of activities to identify the potential capabilities for implementation of the operations. These five annual action plans cover main topics of awareness raising, training and empowerment; habitat, media, veterinary and disease, rehabilitation centers, trans-boundary habitats and international co-operation, genetic conservation, compensation and insurance program, Persian leopard national network; research, evaluation and monitoring, protection units and wildlife wardens together with relative laws and regulations. This chapter briefly introduces this national document which was officially endorsed in early 2016 for implementation.
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This chapter is dedicated to assessing the Persian leopard potential distribution in Iran on a regional basis that aims to address four objectives and a null hypothesis. Objectives are concerning (1) estimation of the leopard potential distribution, (2) possibility of a major fragmentation in the Persian leopard range in Iran as first mentioned by Sanei et al. (2016), (3) prediction of landscape corridors which can improve the distribution pattern connectivity and (4) the main environmental variables that contribute to assessing the predictive maps. The null hypothesis addresses the variability of permutation importance of the environmental factors in accordance with the regional variability of environmental characteristics. Due to the variability of the environmental characteristics across the country and the leopard putative range which includes almost 30 provinces out of 31, the area has been innovatively divided into five significantly dissimilar regions as discussed in the previous chapter. Subsequently, MaxEnt modelling is conducted in a regional context using a total of 17 variables including 12 natural and 5 human factors together with more than 550 well distributed leopard occurrence data in all regions. Environmental variables have been tested for possible correlation prior to the modelling procedures. Area under the curve (AUC) was used to test the model fit to the data set. Jackknife test was performed to assess the contribution of environmental variables to the MaxEnt models. Fifteen replications with test percentage of 20% were used for validation. Additional evaluation of the predictive models was conducted by assessing the potential habitat distribution maps via the expert/local knowledge of 150 individuals from all five regions. Findings support that the Persian leopard range in Iran is in the process of a major fragmentation to the northern and the southern parts. Accordingly, two landscape corridors providing vital linkages to connect leopard potential habitats in a metapopulation scale are identified. Developed predictive maps in this chapter are a basis for the researches presented in Chaps. 5, 6 and 7. Authors believe that MaxEnt modeling on a regional basis has considerably improved the accuracy of the predictive maps that eventually formed the countrywide potential distribution of the Persian leopard potential habitats in Iran.
Chapter
East Azarbaijan Province in northwest of Iran contains considerable areas of trans-boundary habitats that connect the Persian leopard areas in this region to those in South Caucasian countries of Azerbaijan and Armenia Republics. This connection supports leopard presence in South Caucasus via trans-boundary movements of the Persian leopard individuals. Accordingly, the current short communication followed by the studies presented earlier in Chaps. 4 and 5 provides an understanding to the clusters of potential habitats with the relative suitability rates. A total of 37 distinct habitats with suitability of more than 23% for the leopard presence are identified. This study suggests that while the most suitable areas for the leopards are distributed in the northern parts of the province, potential leopard areas in southern and southwestern parts of the province are much scattered and isolated. We also propose several linear corridors that connect these habitat clusters. Poaching of prey species, excess of livestock, alternation of pasture to cultivation lands, development of road network and habitat destructions are among the factors threatening the leopard in this zone. Trans-boundary conservation practices among neighboring countries as well as improvement in protection status of several identified key areas are recommended in this chapter.
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Cumulative effect of various land use and land cover variables that eventually affect suitability level of set/sets of habitats is a main concern in wildlife habitat conservation efforts. Even though, there have been various methodologies to identify the factors that influence probability of species persistence, survival, or occurrence in a particular habitat, no research has been conducted to assess the cumulative effects of LU/LC variations on the Persian leopard regional persistence (e.g., in several provinces, regions). Innovative formulation of the species and area specific regional indices, sub-indices, and threshold levels was carried out concerning the Persian leopard persistence in various regions of Iran (see chapter 3 for classification of regions). Regional and provincial values were assessed for the density of several variables including protected area, national park, wildlife reserve, forest, range lands, dry farming and irrigated farming, city, main and sub roads, village and human population. Principle Component Analysis and regression curve estimation techniques are the main analysis methods used in this study. Developing two types of empirically fitted models allows for adjusting the density of land use and land cover variables in a way to ensure that leopard persistence is not affected by the cumulative effect of the variables. Accordingly, current status of all provinces of Iran in relation to the cumulative effects of land use and land cover variables comparing to the corresponding threshold values together with relative conservation strategy is demonstrated in this chapter. Also, the findings support that the Persian leopard range in Iran is in the process of a major fragmentation into the northern and southern parts. Furthermore, this approach provides an insight to the managers and decision makers in order to identify wildlife friendly solutions in LU/LC and development planning. Since the leopard is an umbrella species, this model could be used to improve conservation status of the other co-existed species in leopard habitats (e.g., gray wolf, brown bear, wild goat, wild sheep, red deer, roe deer, etc.). Due to the fact that this innovative approach is on the basis of the data assessed about the Persian leopard in a regional context in Iran, the models are considered to be species and region specific. However, the same technical procedures can be modified using the area specific data for the leopard or other species in other countries and regions.
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Similar to the other big cats of Iran (i.e., the Asiatic lion Panthera leo persica and the Caspian tiger Panthera tigris virgata that are extinct in the region), the Persian leopard Panthera pardus saxicolor has a unique importance in the Iranian art, history, and literature. Symbolization of these species over centuries to emphasize on strength, intelligence, and bravery of the kings and national heroes indicates the significance of the big cats including the leopard, for the Iranian society. The Persian leopard has been also the center of attention for several local and nationwide researches in Iran since 2002. Seeing this introductory chapter of the book mainly consisted of an overview to the prior knowledge about the subspecies, the cultural importance, results of an assessment to determine the leopard conservation requirements in various regions of Iran as well as problem trees addressing habitat-related issues (e.g., habitat destruction and degradation) and high leopard mortality rate.
Book
This book is different from most textbooks on statistical techniques. One difference is the wide range of techniques and subjects covered. The subjects in this book vary from classic techniques like analysis of variance and multiple regression to reliability and agreement analysis, matrix algebra, factor analysis, loglinear modelling and logistic regression. Another difference is that we refrained from focussing in detail on mathematical aspects. We tried to emphasize how statistical techniques are related to the kind of conceptual problems a language researcher has to face in empirical research. © 1993 by Walter de Gruyter & Co., D-1000 Berlin 30. All rights reserved.
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How do companies design a suitable market research plan? We explore how you can plan, start, and identify the research question that will best guide your market research. Identifying the “right” question is difficult, but we provide several strategies and suggestions to help you quickly identify and formulate a market research process. In addition, we provide a practical overview of the different types of research, including exploratory, descriptive, and causal research; the different research goals and the needs they fulfil, and discuss their different uses and potential research outcomes. We offer guidelines that will help you determine the optimal match between the research question and the type of research design.
Article
Because rare and cryptic species can be difficult to locate, distribution maps for such species are often inaccurate or incomplete. Bog Turtles (Glyptemys muhlenbergii) are emblematic of this challenge. Conducting surveys of known, historical, and potential Bog Turtle habitat is a specific need stated in the Bog Turtle Northern Population Recovery Plan and in most Comprehensive Wildlife Conservation Strategies of states in the southern population. To address this need, we constructed a species distribution model for the southern population of Bog Turtles and ground-validated the model to assess its ability to locate suitable Bog Turtle habitat. Our final model identified 998,325 ha of potentially suitable habitat. On-the-ground evaluation of habitat identified as potentially suitable was carried out at 113 wetlands in Georgia and 83 in South Carolina. Of these, only nine wetlands met criteria for suitable Bog Turtle habitat in Georgia and 13 in South Carolina. Trapping efforts at the nine Georgia sites and eight of the South Carolina sites showed Bog Turtles to be present at two of the Georgia sites. This ground-validation effort demonstrates that the species distribution model greatly over-predicts the amount of suitable habitat for Bog Turtles. Nonetheless, this manner of searching for rare and cryptic species does avoid the typical biases of haphazard searches and helps identify habitat on private property. Given these findings, the model is most useful when the area of interest is small, such as a county within the range of a species that currently has no known occurrence records.
Book
Environmental economics, which used to be on the periphery of the economics discipline, is fast becoming mainstream as concern for the environment grows. Practitioners in other disciplines (e.g. engineering, science, natural resource management, social sciences) are increasingly faced with environmental problems that have an economic component. This invaluable book fills an important gap in the literature by teaching both economists and non-economists how to use economic tools to address environmental problems. The book is divided into three parts. Part I introduces theoretical concepts, including chapters on ecological economics and basic microeconomics for the non-specialist. Part II introduces tools for environmental policy analysis, while Part III discusses global environmental issues. The material is presented in an engaging manner with extensive use of graphs and diagrams to explain the key concepts. Exercises and an extensive bibliography are provided at the end of each chapter. © 2005 by World Scientific Publishing Co. Pte. Ltd. All rights reserved.
Article
Three Persian leopards ( Panthera pardus saxicolor) that died from car accidents in Golestan National Park, Iran, were examined for Toxoplasma gondii and rabies virus infection. Acute T. gondii infection was diagnosed in two Persian leopards but no rabies virus was detected. Acute toxoplasmosis may be one of the factors leading to Persian leopard road kills.
Article
Wolves (Canis lupus) were once common throughout North America but were deliberately exterminated in the lower 48 United States, except in northeastern Minnesota, primarily because of depredations on livestock. Wolves remained abundant in areas with few livestock such as most of Canada and Alaska. Sixty years after being nearly exterminated, the gray wolf was listed under the United States Endangered Species Act (Act) in 1974. The combination of natural recovery in NW Montana, and reintroduction in central Idaho and the Greater Yellowstone area (NW Wyoming, eastern Idaho, and SW Montana) has resulted in an expanding wolf population (Bangs et al. 1998). In this paper we discuss our attempts to minimize conflicts between wolves and livestock and to build human tolerance for restoring wolf populations.
Article
Groundwater can be used directly or indirectly and any decline in its quality or quantity may negatively impact the environment. Through groundwater valuation, people are made aware of the fact that groundwater is not free of charge and therefore the significance of groundwater preservation is established. In this study, groundwater quality preservation value has been estimated for the city of Yazd based on the contingent valuation method (CVM). The methodology used consisted of field study and library research. After determining the sample size using Cochran's formula, the distributed questionnaires were filled by the inhabitants of the city of Yazd. Thereafter, the results were analysed using Excel and EViews. Finally, people's willingness to pay for the preservation of Yazd groundwater quality was estimated to be US$18.5 annually per capita, which is a remarkable value. Hence, it was determined that groundwater quality preservation was of great value to the inhabitants of Yazd.
Article
The objective of this study was to estimate the population size of common leopard (Panthera pardus) in Ayer Hitam Forest Reserve in Selangor, Malaysia. Long term survival of leopard population in this area is threatened due to small size of the forest, isolation and presence of various disturbances in the habitat. However, no estimates are available on the number of leopard in the study area. We used unsupervised classification of pugmarks that allows clustering of the data sets based on their inherent similarities. Study was conducted during February to November 2008. Linear measurements of front and hind tracks and strides (n = 124) were classified using hierarchical cluster and discriminant analysis which indicated that at least four individuals of leopard were present in the study area of 1,411 ha. Despite the small size of the forest, the area is still rich in both fauna and flora. The leopard being the predator, has an important role in maintaining the health of the ecosystem. Therefore, the population size of the leopard could be used as indicator of sustainable conservation and management of the species in the area.
Book
In this chapter, we present a literature review about geosimulation characteristics and its difference with the traditional methods. It is not our intention to restate the basic foundations of each particular methodology; nevertheless it is essential to provide a comprehensive explanation of the basics of the Cellular Automata model, the Markov Chain Model, the Cellular Automata Markov approach and the Logistic Regression Model. This is helpful to deal with their strengths and weaknesses. Thus, this chapter will first introduce the ABM system in contrast with the aforementioned traditional methodologies. Then we present an overview about the current and existing toolkits to design an agent-based model and their capability to create a geosimulation environment.
Article
Estimating the economic benefits of reduced health damages due to improvements in environmental quality continues to challenge economists. We review welfare measures associated with reduced wildfire smoke exposure, and a unique dataset from California's Station Fire of 2009 allows for a comparison of cost of illness (COI) estimates with willingness to pay (WTP) measures. The WTP for one less symptom day is estimated to be 87and87 and 95, using the defensive behavior and contingent valuation methods, respectively. These WTP estimates are not statistically different but do differ from a 3traditionaldailyCOIestimateand3 traditional daily COI estimate and 17 comprehensive daily COI estimate. © 2013 by the Board of Regents of the University of Wisconsin System.