Remote Sensing & Environmental Monitoring
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Questions and Answers

How does remote sensing contribute to environmental monitoring programs?

Remote sensing provides a method for obtaining information about objects or areas from a distance, typically from aircraft or satellites, which can then be integrated into environmental monitoring programs to gather data and observe changes over time.

Describe the significance of spatial scales of observation in environmental monitoring. Provide an example of two dimensions.

Spatial scales of observation are important to establish dimensions in environmental monitoring such as along a plane or surface (x,y). Geographic coordinates are a good example.

Explain the statement: Get the right data, get the data right, and keep the data right.

This statement emphasizes the importance of ensuring the accuracy, reliability, and proper management of environmental data throughout its lifecycle. It highlights the need for careful planning, execution, and maintenance of data to ensure its integrity and usefulness for analysis and decision-making.

Briefly describe the 7 steps of the Sample’s life.

<p>The sample's life consists of 7 steps: planning, identification at sampling point, collection, transfer to the laboratory, analysis, expiration/discarding, and reincarnation as chemical data.</p> Signup and view all the answers

What is the difference between destructive and non-destructive environmental sampling? Give an example of each.

<p>Destructive sampling involves taking a sample and destroying it during the process of analysis, whereas non-destructive sampling allows the sample to be analyzed without being destroyed, preserving it for further analysis. An example of destructive sampling is chemical analysis of a water sample, and a non-destructive example could be imagery.</p> Signup and view all the answers

How can the integration of height or depth measurements (the third dimension, z) enhance environmental monitoring efforts? Provide an example.

<p>Integrating height or depth measurements adds another level of detail to environmental monitoring, allowing for the assessment of vertical distribution or profiling of environmental parameters. For example, measuring soil profile to understand the distribution of nutrients or pollutants at different depths.</p> Signup and view all the answers

How do you interpret W. Edwards Deming's quote, 'If you do not know how to ask the right question, you discover nothing,' in the context of environmental monitoring?

<p>This quote suggests the importance of formulating precise and relevant questions to guide environmental monitoring efforts. Without well-defined questions, data collection and analysis may lack focus, leading to inconclusive or irrelevant findings. Having well-defined questions also encourages effective problem-solving.</p> Signup and view all the answers

How would you use both remote sensing and spatial scales of observation in tandem to monitor deforestation in the Amazon rainforest?

<p>Remote sensing can provide broad imagery over a period of time to monitor deforestation using spatial scales of geographic coordinates. Aerial photography can be used to compare surface area changes.</p> Signup and view all the answers

Explain how the location-specific nature of environmental monitoring, while providing detailed information about hotspots, can also be a limitation when trying to understand broader regional environmental trends?

<p>Because monitoring is often done in specific hotspot locations the data collected might not accurately represent the environmental conditions in other areas of the region. This limits the ability to generalize findings to a larger scale.</p> Signup and view all the answers

Describe how the use of modeling techniques in environmental monitoring can improve data quality. What are some potential drawbacks of relying heavily on modeled data?

<p>Modeling can fill gaps in data, correct errors, and standardize measurement techniques. Over-reliance can lead to inaccurate results if the models are not properly validated or if they don't account for real-world variability.</p> Signup and view all the answers

Discuss why long-term data accessibility and sample archiving are crucial habits for effective monitoring programs, according to Lovett et al. (2007).

<p>Accessibility ensures that data can be used for future research, policy decisions, and re-analysis, and archiving allows for retroactive studies.</p> Signup and view all the answers

Explain how designing an environmental monitoring program around 'clear and compelling scientific questions' ensures its effectiveness.

<p>It focuses the data collection, ensures that the data collected is most relevant to the research questions, and provide a basis for interpreting the results.</p> Signup and view all the answers

Imagine a scenario where a policy maker needs to implement new regulations regarding air quality. How would environmental monitoring data be used to inform this decision, and why is it essential?

<p>Environmental monitoring data provides baseline levels and trends in air quality pollutants. This would let policy makers determine the impact of certain pollutants and the measure effectiveness of the new measure.</p> Signup and view all the answers

Explain how the etymology of the word 'monitor' (from the Latin 'monēre') relates to the modern applications of environmental monitoring.

<p>The Latin 'monēre' means 'to warn.' Environmental monitoring, in its essence, is about observing and tracking environmental conditions to provide early warnings of potential problems or hazards, aligning with the original meaning of the word.</p> Signup and view all the answers

Explain the importance of involving scientists, policy makers, and the public in environmental monitoring. How does each group benefit from and contribute to the monitoring process?

<p>Scientists ensure data is collected properly, policy makers make decisions based on findings, and the public can be informed and advocate for change. They all benefit because they increase their knowledge and make more educated decisions.</p> Signup and view all the answers

How does the principle of 'continually examine, interpret, and present the monitoring data' contribute to the success of an environmental monitoring program?

<p>This allows stakeholders to better understand trends and communicate these patterns, and address any issues that may arise.</p> Signup and view all the answers

Describe the relationship between spatial and temporal scales in environmental observation, and provide an example of how adjusting one scale might affect the information gathered.

<p>Spatial scales refer to the area covered by the monitoring (e.g., local vs. regional), while temporal scales refer to the frequency of observations (e.g., hourly vs. annually). Increasing the spatial scale (monitoring a larger area) might require decreasing the temporal scale (less frequent sampling) due to resource constraints, potentially missing short-term events.</p> Signup and view all the answers

Why is the 'ability to measure' considered a necessity in environmental monitoring?

<p>Measurement provides quantifiable data, which is essential for establishing baselines, detecting changes, and assessing the effectiveness of environmental management strategies. Without measurement, it's impossible to objectively recognize, understand, or improve environmental conditions.</p> Signup and view all the answers

Describe the role of 'review, feedback, and adaptation' in the design of effective environmental monitoring programs. Why is a static, unchanging monitoring program less effective over the long term?

<p>Review, feedback, and adaptation allow for improvements in methodology, address new scientific data, and incorporate feedback from the public. A static program may fail to capture emerging trends or issues that were not initially considered.</p> Signup and view all the answers

Briefly describe the main objective of environmental monitoring?

<p>The main objective is to recognize, understand, and improve or maintain environmental conditions. This involves identifying environmental issues, understanding their causes and impacts, and implementing strategies for mitigation or preservation.</p> Signup and view all the answers

Explain the importance of representativeness when collecting environmental samples.

<p>Representativeness ensures that the samples accurately reflect the characteristics of the overall environment being studied. Non-representative samples can lead to inaccurate conclusions and flawed environmental management decisions.</p> Signup and view all the answers

Outline the general life cycle of an environmental sample, from collection to final analysis.

<p>The lifecycle includes collection in the field, proper preservation to prevent degradation, transportation to the lab, preparation for analysis (e.g., extraction, digestion), instrumental analysis, data validation and quality control, and finally, interpretation and reporting of results.</p> Signup and view all the answers

Describe the significance of sample labels in environmental monitoring and list three essential pieces of information that should be included on every label.

<p>Sample labels are crucial for maintaining sample traceability and preventing mix-ups or loss of data integrity. Essential information includes the sample ID, date and time of collection, and the location where the sample was taken.</p> Signup and view all the answers

Given that resources for environmental monitoring are often limited, how does probabilistic sampling help to improve data quality, and what is a key assumption underlying its effectiveness?

<p>Probabilistic sampling employs random selection, reducing bias and ensuring that every part of the environment has a known chance of being sampled. It is more likely to be representative of the whole. A key assumption is that the population being sampled is, in fact, randomly distributed across the entire survey region.</p> Signup and view all the answers

Explain how integrated environmental monitoring differs from simple environmental monitoring, and why this distinction is important for comprehensive environmental assessment.

<p>Integrated monitoring considers multiple environmental components and their interactions, providing a holistic view, while simple monitoring focuses on single parameters. This is crucial for understanding complex environmental issues.</p> Signup and view all the answers

Describe a scenario where surrogate or proxy monitoring would be necessary, and what limitations might be associated with this approach.

<p>When directly measuring a parameter is difficult or impossible, like historical pollution levels, proxies such as tree rings are used. Limitations include uncertainty in the proxy's relationship to the target variable.</p> Signup and view all the answers

How can remote sensing technologies improve environmental monitoring efforts, especially in comparison to traditional field methods?

<p>Remote sensing allows for data collection in inaccessible areas and can cover large areas quickly and cost-effectively. However, it may lack the detailed resolution of ground-based measurements.</p> Signup and view all the answers

What are the key considerations when selecting analytical methods for environmental monitoring, and how do these considerations ensure the reliability of the data collected?

<p>Key considerations include sensitivity, accuracy, precision, and cost-effectiveness. These factors ensure that measurements are reliable, valid, and suitable for the intended purpose, leading to sound conclusions.</p> Signup and view all the answers

Explain the purpose of baseline environmental monitoring, and discuss why it is essential for effective environmental management and policy-making.

<p>Baseline monitoring establishes a reference point against which future changes can be measured. It's essential for assessing the effectiveness of environmental policies and identifying significant deviations from the norm.</p> Signup and view all the answers

Describe the BACI model, and explain how this model helps in determining the impact of a specific event/activity on an ecosystem.

<p>BACI compares an impacted area to a control area both before and after an event. This design isolates the impact's effect by accounting for natural variability between the two areas.</p> Signup and view all the answers

Differentiate between compliance and impact monitoring, providing an example of a situation where each type of monitoring would be applied. What specific information does each type of monitoring provide?

<p>Compliance monitoring ensures regulations are met (e.g., wastewater discharge limits), while impact monitoring assesses the environmental effects of an activity (e.g., construction near a wetland). Compliance provides regulatory adherence data; impact reveals ecological consequences.</p> Signup and view all the answers

Explain the significance of defining spatial and temporal domains in environmental monitoring. How do these domains affect the design of a monitoring program and the interpretation of results?

<p>Spatial and temporal domains define the area and time period of study, influencing sampling strategies and the interpretation of findings. Clear definitions ensure data is relevant and representative of the targeted environment over time.</p> Signup and view all the answers

Explain how an atmospheric inversion can affect local air quality, and what meteorological conditions typically lead to its formation?

<p>An atmospheric inversion traps pollutants near the ground, reducing air quality. It forms under stable atmospheric conditions, often with clear skies and light winds, which allow the ground to cool rapidly at night.</p> Signup and view all the answers

Contrast destructive and non-destructive sampling methods, providing an example of when each might be preferred in environmental monitoring.

<p>Destructive sampling involves physically removing samples, like soil cores for lab analysis. Non-destructive sampling, such as remote sensing, doesn't alter the environment. Destructive is preferred for detailed analysis; non-destructive for continuous, non-invasive monitoring.</p> Signup and view all the answers

Describe the key elements that should be included on a sample label to ensure traceability and prevent errors during environmental monitoring.

<p>A sample label should include the sampler's name, date, hour, site, and place of sample collection, and a unique code. For example: <code>EL1TayA0800</code></p> Signup and view all the answers

Outline the two main stages of environmental sampling, detailing the key activities performed in each.

<p>The two main stages are pre-laboratory operations (on-site sample uptake/collection, conservation/preservation, transportation and storage) and laboratory operations (sample pre-treatment and preparation for analysis, including separation, purification, and concentration).</p> Signup and view all the answers

Discuss how temporal scales influence environmental observation strategies. Provide an example of an environmental parameter and how it should be measured considering temporal variations.

<p>Temporal scales dictate the frequency and duration of measurements. For example, air temperature requires continuous or frequent measurements to capture daily and seasonal variations, whereas long-term climate change studies might use decadal averages.</p> Signup and view all the answers

A researcher wants to asses the impact of a new factory on the water quality of a nearby river. Provide a real example of an attainable objective.

<p>An attainable objective could be: Determine if the concentration of heavy metals (e.g., lead, mercury, cadmium) in the river water downstream of the factory discharge point exceeds the regulatory limits set by the EPA within the first year of the factory's operation.</p> Signup and view all the answers

Explain how wind affects air quality in urban environments, and what role turbulence plays in pollutant dispersion?

<p>Wind can either disperse pollutants, improving air quality, or transport them to new areas, worsening air quality elsewhere. Turbulence enhances mixing, diluting pollutant concentrations but also spreading them over a wider area.</p> Signup and view all the answers

Why is it important to define clear and attainable objectives before conducting environmental sampling, and how might poorly defined objectives compromise the validity of the environmental study?

<p>Clear objectives focus the sampling plan, ensuring relevant data collection. Poorly defined objectives lead to unfocused sampling, potentially missing critical data and compromising the study's validity.</p> Signup and view all the answers

Explain how the concept of 'representativeness' in environmental sampling is directly tied to the objectives of a specific project. Provide an example to illustrate your explanation.

<p>Representativeness in sampling means the collected data accurately reflects a characteristic of the environment, and its importance is defined by the project's goals. For example, a project aiming to measure average pollutant levels in a lake requires samples from multiple locations to capture the overall pollution, not just a single, possibly skewed, point.</p> Signup and view all the answers

Differentiate between random and systematic sampling approaches. How can you reduce potential bias when using systematic sampling?

<p>Random sampling gives each unit an equal chance of selection, while systematic sampling uses fixed intervals after a random start. Randomizing the starting point in systematic sampling helps to reduce bias.</p> Signup and view all the answers

Describe a scenario where composite sampling (bulking) is appropriate. Also, describe a scenario when using composite sampling would NOT be appropriate. Explain your reasoning.

<p>Composite sampling is useful when average contaminant concentrations are needed rather than individual sample variations. It's inappropriate if identifying specific contamination hotspots is required, as bulking loses individual sample data.</p> Signup and view all the answers

Explain why understanding the limitations of judgment sampling is crucial when using previously acquired knowledge to guide sampling efforts.

<p>Judgment sampling relies on expert knowledge to select samples, but it introduces bias, potentially overlooking critical areas. Acknowledging this bias ensures data interpretation considers the subjective influence.</p> Signup and view all the answers

Define the term 'surrogate' in the context of environmental sampling. Give an example of when you would use a surrogate measurement in environmental sampling, and explain why.

<p>A surrogate is a substitute measurement for another, used when direct measurement is difficult. For example, using conductivity as a surrogate for total dissolved solids (TDS) in water quality monitoring due to ease and speed of measurement.</p> Signup and view all the answers

Briefly explain three key considerations in determining sampling locations while keeping costs contained.

<p>Three key considerations are statistically justified locations, accessibility of sampling sites to lower travel costs, and time needed for sampling and analysis to reduce labor costs.</p> Signup and view all the answers

When are on-site (field) analyses necessary in environmental sampling? What are the implications for required instrumentation?

<p>On-site analyses are crucial when samples degrade or change rapidly, like measuring pH or dissolved oxygen. This necessitates using portable, reliable instruments capable of continuous measurements under field conditions.</p> Signup and view all the answers

Describe a scenario where stratified sampling would be more appropriate than random sampling. Explain the benefit of using the stratified approach.

<p>Stratified sampling is better when a population has distinct subgroups. For example, sampling soil in an area with both forested and agricultural zones; this ensures each zone is adequately represented, providing a more accurate overall assessment than purely random sampling.</p> Signup and view all the answers

Flashcards

Monitor (verb)

To watch, keep track of, or check something for a special purpose.

Monitor (noun)

The act of observing something, sometimes keeping a record of that observation.

Monitor (device)

A device, usually electronic, used to record, regulate, or control a process or system.

Monitor (systematic observation)

Keeping track systematically (regularly) to collect information.

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Environmental Monitoring

Systematic observation and assessment of environmental conditions.

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Main objective of monitoring

  1. Recognize, 2. Understand, 3. Improve or Maintain.
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Necessity in environmental monitoring

The ability to measure environmental parameters.

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Environmental Sampling

The design and execution of capturing a representative portion of the environment for analysis.

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Monitoring Advantage #1

Data is usually collected using verifiable scientific methods.

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Monitoring Advantage #2

Data is usually validated to ensure accuracy and reliability.

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Monitoring Advantage #3

Data collected over time, showing trends and changes.

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Monitoring Advantage #4

The usage of modelling in order to improve data quality.

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Monitoring Limitation #1

Data collected may be location-specific, limiting broader generalizations.

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Monitoring Limitation #2

Measurements reflect only the conditions at the specific location.

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Monitoring Limitation #3

Data may be hard to combine to represent larger areas.

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Stochasticity

Random variation or unpredictability in a system.

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Scientific Reliability

Consistency and repeatability of scientific measurements and results.

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Objective of Environmental Monitoring

To measure current status and changes in a target entity.

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Remote Sensing Advantages

Collect data on dangerous areas and replace costly ground data collection.

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Remote Sensing Results

Mapped, imaged, tracked and observed.

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Field-Monitoring Stations

Used to describe the qualitative and quantitative aspects of environmental media.

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BACI Model

Compares changes between an impacted area and a control area to estimate the effect of an impact.

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Remote Sensing

Obtaining information about objects or areas from a distance (e.g., aircraft, satellites).

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Integrated Research Monitoring

Integrating environmental observation into a broader research framework.

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Environmental Measurement Design (Iterative Flow)

A series of steps to design environmental measurements.

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Spatial Scales of Observation

The different levels at which we observe spatial phenomena.

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Two Dimensions (Spatial)

Along a flat surface, like a map.

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Third Dimension (Spatial)

Height or depth, adding another dimension to spatial data.

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Destructive Sampling

Physical alteration of the sample during analysis.

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Environmental Sample's Life

The stages a sample goes through from planning to data.

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Atmospheric Inversion

A condition where temperature increases with altitude, trapping pollutants near the ground.

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Turbulence

Irregular air motion characterized by rapid changes in wind speed and direction.

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Temporal Properties

Measurements taken over a duration defined by natural repeating events.

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Pre-Laboratory Operations

Sample uptake/collection, on-site preservation, transportation, and storage.

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Laboratory Operations

Sample pre-treatment, separation, purification and concentration.

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Nondestructive Sampling

Using tools like remote sensing without physical removal of the sample.

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Design Sampling Approaches

Carefully planning how you will sample to meet your goals.

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Attainable Objectives

Goals for sampling that are clear and can be achieved.

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Haphazard Sampling

Sampling without any specific pattern; could lead to bias.

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Surrogate

Using one measurement in place of another.

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Composite (Bulking)

Mixing several samples into one.

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Representativeness

How well data reflects the true environment.

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Random Sampling

All sample units have an equal chance of selection. Each data point sampled independently.

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Systematic Sampling

Sampling at regular intervals.

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Study Notes

Monitoring

  • Monitor (verb) means to watch, keep track of, or check something for a special purpose.
  • Monitor also refers to the act of observing something, sometimes keeping a record.
  • It can also be a device, usually electronic, used to record, regulate, or control a process or system.
  • Monitoring is keeping track of systematically, regularly/ongoing to collect data.
  • The term "monitor" comes from the Latin "monÄ“re," meaning to warn.

Definition of Monitoring

  • A systematic observation of parameters related to a specific problem, to provide information on the characteristics and changes over time.
  • Repetitive observing, with a prearranged schedule in space and time and using comparable methodologies for environmental sensing and data collection.
  • It detects change, establishes direction, and measures extent.
  • Intermittent recording of the condition of a feature of interest to measure compliance with a predetermined standard.
  • Tracks an entity through time, observing its condition, and the change of condition in response to a defined stimulus.
  • Gathers information about system state variables at different points in time for the purpose of assessing system state and drawing inferences about changes in state over time.
  • Repeated observations/measurements to evaluate changes in condition/progress toward meeting a management objective.
  • A time series of physical/chemical/biological variable measurements designed to answer questions about change.
  • The main objectives of monitoring are to recognize, understand, and improve or maintain.
  • The ability to measure is a necessity in environmental monitoring.

Environmental Monitoring

  • Environmental monitoring involves observation and study of the environment as per Artiola, 2004.
  • In scientific terms, data is collected to derive knowledge.
  • Primary objective: To measure current status and changes in a target entity.
  • Study objectives should relate to explicit questions with measurable endpoints.
  • Spatial and temporal domains should be defined, and comparable methodologies used with repeated observations over time.

Categories of Environmental Monitoring

  • Simple monitoring
  • Survey monitoring
  • Surrogate/proxy monitoring
  • Integrated monitoring
  • Baseline monitoring
  • Compliance monitoring
  • Impact monitoring
  • The BACI model is a study design comparing changes between an impacted area and a control area to estimate the effect of an impact.

Monitoring Process

  • Review results and report
  • Develop monitoring plan
  • Gather samples and data
  • Analyze samples and data

Who Needs Environmental Monitoring

  • Scientists
  • Policy makers
  • The public
  • Monitoring is essential to environmental science, requires careful attention, and greater support from government agencies "You cannot manage what you do not measure- good, long-term monitoring records are rare"

Where to get Data

  • Data can be obtained from the Environment Statistics Section, United Nations Statistics Division for National Technical Training Workshop on Environment Statistics (2019).

Remote Sensing & Mapping

  • Remote sensing obtains information about objects or areas from a distance, usually from aircraft or satellites.
  • Remote sensing makes it possible to collect data on dangerous/inaccessible areas, and replace costly/slow data collection on the ground.
  • Remote sensing is used for satellite, aircraft, spacecraft, buoy, ship, balloon and helicopter images
  • Results from remote sensing can be mapped, imaged, tracked, and observed

Monitoring Systems

  • Field-monitoring stations describe the qualitative and quantitative aspects of environmental media.
  • Advantages of field monitoring include; use of verifiable scientific methods, it's usually validated, data is usually available as time series, frequently employing modelling to improve data quality.
  • Limitations of field monitoring include being located in "hot-spots", specificity to location, limitations of representativeness, and difficulty to aggregate over space

Seven Habits of Effective Monitoring Programs

  • Design the program around clear and compelling scientific
  • Include review, feedback, and adaptation in the design
  • Choose measurements carefully and with the future in mind
  • Maintain quality and consistency of the data
  • Plan for long-term data accessibility and sample archiving
  • Continually examine, interpret, and present the monitoring data
  • Include monitoring within an integrated research program

Environmental Monitoring: Design, Techniques, Analysis

  • Iterative Flow Diagram is for Developing an Environmental Measurement Design

Spatial Scales of Observation

  • Global-Earth (>10,000km)
  • Meso-Continent, country, state (>100km)
  • Intermediate-Watershed, river, lake(>1km)
  • Field-Agric. field, waste site (>1m)
  • Macro-Animal, plant, soil clod (>1mm)
  • Micro-Soil particle, fungi, bacteria (>1µm)
  • Ultra-Micro-Virus, molecules (>1nm)
  • Atomic-Atoms, subatomic particles (<1nm)

Spatial Dimensions

  • Two dimensions- along a plane or surface (x,y) example geographic coordinates
  • Third dimension (z)- comprises height or depth

Temporal Scales of Observation

  • Geologic (> 10,000 years)
  • Generation-Lifetime (20-100 years)
  • Annual (>1 year)
  • Seasonal (>4 months)
  • Daily (>24 hours)
  • Hourly (>60 minutes)
  • Instantaneous (<1second)

Temporal Properties

  • Measurements over time defined by natural cycles
  • Precise intervals defined by convenient time units
  • Systematizes sampling, regularly spaced

Environmental Sampling

  • Sampling is the generic term consisting in two distinguished groups of operations:
    • Pre-laboratory operations
    • Laboratory operations
  • Pre laboratory operations are on-site sample uptake/collection and on-site sample conservation/preservation, transportation & storage.
  • Laboratory operations- sample pre-treatment and preparation for analysis, include separation, purification, concentration, or other operations.

Environmental Sample's Life

  • The sample is planned
  • Identified at a sampling point
  • Collected
  • Transferred to the laboratory
  • Analyzed
  • Expires and is discarded
  • Reincarnates as chemical data

General Sampling Categories

  • Destructive sampling
  • Nondestructive sampling
  • Destructive sampling means samples are physically removed from an environment
  • Nondestructive/non-invasive sampling means remote sensing/liquid-solid or gas-solid sensors

Forms of Destructive Sampling

  • Subsurface cores (geologic) have major, permanent damage/duration
  • Soil cores have minor, permanent damage/duration
  • Plants and plant tissue samples have a minor, may be reversible damage/duration
  • Animals and animal tissue samples have variable, may be reversible damage/duration
  • Water samples insignificant, reversible damage/duration
  • Air samples insignificant, reversible damage/duration

Samples Labels

  • Includes name of the person performing the sampling
  • date, hour, site and place of sample up-take
  • Uses codes to prevent sabotage

Environmental Sampling Design

  • Sampling protocols are defined by the unique characteristics of each environment as per Artiola and Warrick, 2004

Developing a Sampling Plan

  • Define clearly attainable objectives

Sampling Approaches

  • Design sampling approaches to satisfy objectives and define them clearly

Sampling Locations

  • The sampling location should be statistically determined, preferably random
    • Sampling and analysis cost
    • Accessibility
    • Time

Representativeness

  • It is the accuracy of the data with respect to an environment.
  • Representativeness always depends on the project objective
  • "Environments do not always consist of clearly defined representative units"
  • Heterogeneity present difficulties in obtaining representative samples

Probabilistic Sampling & Terminology

  • Random involves all units having the same chance of being selected
  • Systematic involves samples at a fixed, repeated interval, initial may be random
  • Stratified involves dividing into sub-groups or strata
  • Grab, Search, or Exploratory means haphazard sampling of a single sample at a given time
  • Surrogate means substitution of one measurement is possible for another
  • Composite (bulking) means to combines/mixes multiple samples into one and is done when spatial/temporal variances are not needed

Stochasticity

  • Stochasticity indicates randomness where variables are consequences of many events
  • Find the best, largest sample for a given scenario

Scientific Reliability

  • Following propper Scientific reliability procedures makes the analysis accurately reflects the content of the sample
  • Good Laboratory Practice (GLP)
  • Custody or Control
  • Documentation and Traceability

Analitical Methods

  • Analytically defective data may spring from
    • An incorrect sampling protocol (bad sampler)
    • An incorrect analytical protocol (bad analyst)
    • The lack of a good laboratory practice (GLP)
    • The falsification of test results.
  • Depends on objectives and consider analyte concentration, available instrument, other factors

Classical Analytical Monitoring Techniques

  • Consists on the volumetric and gravimetric methods:
    • Moisture, oil and grease
    • Titration for acidity

Modern Analytical Monitoring Techniques

  • Include Spectrometric, electrometric, and chromatographic methods:
    • Gas Chromatography
    • Liquid chromatography
    • Ion chromatography

Sample Strategies

  • You are asked to estimate the weekly average concentration of SO2 emitted from a stack in a coal power plant
  • Propose a simple sampling plan to take exhaust gas SO2 samples at the outlet of the stack
  • Include frequency and temporal considerations to meet objective and minimize bias

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Explore remote sensing's role in environmental monitoring programs and the impact of spatial scales. Learn about data accuracy, the 7 steps of sample handling, and destructive vs. non-destructive sampling techniques.

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