Science_blog: 2023

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Thursday, 21 December 2023

How Agroforestry mitigate climate change ?

Agroforestry may help in mitigating the climate change, as forest/trees absorb more CO2 than the crop itself. The reason is more number of leaves in trees which still belong to the trees even after crop is harvested. Generally, crop is harvested during mid or early summer while trees stands even in hard summer too which increase the times of stomatel opening and there by allowing trees to absorb more CO2. However, leaves from trees fall during winter while the crop which is growing can continue sinking CO2. Hence, in this way, agroforestry can continue sinking CO2 from the atmosphere and thus can help in mitigation of climate change.

However, there are some hurdles which affects application of agroforestry as:

1. Trees: Yes, trees have strong root system than crop hence they can absorb more nutrient and water and this may critical issue for crops especially during flowering time.

2. Shadows: shadows can affect evapotranspiration and photosynthesis as it do not allow or can strict light transfer to crops. Grain would not mature on time.

3. Unwanted guests: trees are home of birds, rats, insects, ants and fungus too during humidity time.

4.  Crop loss: fall of trees due to cyclone or heavy precipitation.

There are many models which can help to modeling of agroforestry such as:

1. APSIM

2. Hi-sAFe

3. SCUAF

4. EPIC for AF

5. SBELTS

6. WaNuLCAS

7. HyPAR

and there are many more according to their type like 2d, 3D, 1D, field level, landscape level (reference) and below figure showed the actual difference among them.



Reference:

https://www.mdpi.com/2073-4395/11/11/2106

Wednesday, 20 December 2023

Frameworks for systematic reviews

 

Systematic reviews are a cornerstone of evidence-based practice, providing comprehensive and unbiased summaries of research on a particular topic. The use of structured frameworks is crucial in conducting these reviews to ensure consistency, reliability, and validity of the findings.

PICO framework

Use a framework like PICO when developing a good clinical research question:

PICO
Patient or problemInterventionComparison InterventionOutcome
Describe the patient or group of patients of interest as accurately as possibleWhat is the main intervention or therapy you'll consider?Is there an alternative treatment to compare?What is the clinical outcome?


PRISMA

PRISMA is an evidence-based minimum set of items for reporting in systematic reviews and meta-analyses.

PRISMA Checklist  The 27 checklist items relate to the content of a systematic review and meta-analysis, which includes:


PRISMA-ScR

A PRISMA extension for scoping reviews, PRISMA-ScR, has been created to provide reporting guidance for this specific type of review. This extension is also intended to apply to evidence maps, as these share similarities with scoping reviews and involve a systematic search of a body of literature to identify knowledge gaps.

The PRISMA extension for scoping reviews contains 20 essential reporting items and 2 optional items to include when completing a scoping review. Scoping reviews serve to synthesize evidence and assess the scope of literature on a topic. Among other objectives, scoping reviews help determine whether a systematic review of the literature is warranted.


SPIDER

The SPIDER question format was adapted from the PICO tool to search for qualitative and mixed-methods research.  Questions based on this format identify the following concepts:

  1. Sample
  2. Phenomenon of Interest
  3. Design
  4. Evaluation
  5. Research type.

Example: What are young parents’ experiences of attending antenatal education? 

Syoung parents
P of Iantenatal education
Dquestionnaire, survey, interview, focus group, case study, or observational study
Eexperiences
Rqualitative or mixed method

Search for (S AND P of I AND (D OR E) AND R) (Cooke, Smith, & Booth, 2012).

Case Studies: Frameworks in Action

For instance, a systematic review on the efficacy of telemedicine interventions in chronic disease management could apply the PRISMA framework to ensure all relevant studies are accounted for and reported systematically. Alternatively, a review analyzing the effects of dietary supplements could utilize the Cochrane Handbook to assess the quality of evidence and provide a reliable conclusion.

Recent Developments and Future Directions

Recent updates to these frameworks have included considerations for new types of data and study designs, reflecting the evolving nature of research. Looking forward, it’s essential to adapt these frameworks to accommodate advancements in data analytics and research methodologies.


Concluding Thoughts

Choosing the right framework for a systematic review is pivotal to its success. By adhering to established guidelines, researchers can contribute valuable insights to their fields, ultimately influencing policy and practice.

Courstey:

https://uow.libguides.com/systematic-review/frameworks

Software tools for systematic reviews

GW researchers may want to consider using Refworks to manage citations, and GW Box to store the full text PDF's of review articles. You can also use online survey forms such as Qualtrics, RedCAP, or Survey Monkey, to design and create your own coded fillable forms, and export the data to Excel or one of the qualitative analytical software tools listed above.


References:

https://guides.mclibrary.duke.edu/sysreview/types

An overview of review methodology

Writing review manuscripts is not the easiest task. It requires lot of time and extensive work to search the previous related work. Therefore, to do so accurately should be a priority for all academics. However, this task has become increasingly complex. Here, i am trying to define the type of review and guidlines and provide the links for authors so that they can organize well.

Types of Review articles:

According to Snyder et al. 2019, there is three types:

1. Systematic

2. Semi systematic

3. Integrative

While, according to Duke University, There is 14 type of reviews:

1. Critical review

2. Literatur/narrative review

3. Mapping review/ systematic map

4. Meta-analysis

5. Mixed studies review/mixed methods review

6. Overview

7. Qualitative systematic review/qualitative evidence synthesis

8. Rapid review

9. Scoping review

10. State-of-the-art review

11. Systematic review

12. Systematic search and review

13. Systematized review

14. Umbrella review

Guidlines:

There are number of reported standards and guidelines  such as:
1. PRISMA, developed for systematic literature reviews and meta-analyses).
2. RAMSES, developed for systematic narrative reviews.
3. Guidelines for integrative reviews

References:

https://www.sciencedirect.com/science/article/pii/S0148296319304564

https://systematicreviewsjournal.biomedcentral.com/articles/10.1186/s13643-016-0343-0

https://www.ncbi.nlm.nih.gov/books/NBK481583/

https://guides.himmelfarb.gwu.edu/systematic_review/types

https://uow.libguides.com/systematic-review/types-of-systematic-reviews

Watch youtube:

https://www.youtube.com/watch?v=FqGGUUnrmhw&ab_channel=Sage

Friday, 24 November 2023

Links for agronomy data scinecs

 1. https://docs.tibco.com/data-science/GUID-FE8CE528-28B3-4898-993D-097A87EF8407-homepage.html

2. https://drs.icar.gov.in/

3. https://www.statmethods.net/

4. https://stats.oarc.ucla.edu/other/dae/

5, https://www.connectedpapers.com/ (for research papers)

Wednesday, 26 July 2023

Learning climate science

There are some MOOC course on climate science with machine learning by ECMWF:

1. ML in Weather & Climate

2. Concepts of Machine Learning

3. Practical ML applications in Weather & Climate

In addition, ECMWF also teach Data Assimilation  and Numerical weather prediction. I think this is the best place to learn machine learning to annalyze the climate science.



References:

https://lms.ecmwf.int/course/index.php?categoryid=1

https://lms.ecmwf.int/

Sunday, 23 July 2023

Is DSSAT crop model ?

 Dear all,

I have noticed that many researcher are reporting that "DSSAT is a model" i.e


Even in conferences, they are mentioning that yield simulation was done using "DSSAT model". 

Unfortunately, it is wrong. DSSAT is not a model.

Q. Why DSSAT is not a model ?

Ans: As DSSAT website has clearly mentioned that DSSAT is a software application program comprises dynamic crop growth simulation models and intact with soil and water module.

Q. What is model in DSSAT

Ans: DSSAT have several Crop Simulation Models (CSM) such as: CERES for cereal crops, Substor for root crops, CANEGRO for sugarcane, CROPGROW for peanut and oilseed and many more.

Q. So, What is the right way to write/cite or mentioned

Ans: Well, DSSAT have different crop models over 42 crops then it can write as DSSAT-CSM-(Crop model name i.e. CERES or ..). 

However, Aquacrop, GECROS, SPASS, STICS, SIRUS, LINTUL, WOFOST are popular crop models. 


Reference:

https://dssat.net/

Saturday, 17 June 2023

Where to get online training on QGIS with R/Python ?

 1. https://www.ceh.ac.uk/training/spatial-analysis-qgis-and-r-introduction-environmental-scientists

2. https://blogs.fu-berlin.de/reseda/r-crash-course/

3. https://www.centerforwildlifestudies.org/courses-1/geospatial-modeling-online-jan-2023

4. https://www.centerforwildlifestudies.org/courses-1/geospatial-modeling-online-jan-2023

5. https://www.agsrt.com/geospatialanalysiswithrandqgis

6. https://cros-legacy.ec.europa.eu/content/scripting-and-programming-geographic-information-systems-qgis-2023_en

7. https://giscourse.online/courses/geostatistics-course-for-beginners-creating-algorithms-with-r-for-qgis/

Saturday, 6 May 2023

Some important facts for crop modelling

  • Gravitational water, defined as the water that is held at a potential greater than -1/3 bar and freely drain by gravity.

  • Capillary water, held by force of attraction between soil particles and water molecules and retained in the  between the water potential -1/3 to -31 bars. 

  • Hygroscopic water, water that is held by the soil particles at a suction of more than -31 bars. 

  • Available water, water retained between field capacity (-1/3 bar) to permanent wilting point (-15 bars) 

  • Soil Water Measurement :

    •  Techniques for measuring the soil moisture can be grouped into the following two categories: 

      • Direct measurement: gravimetric or thermo-gravimetric procedure

      • Indirect measurement : The indirect measurement category includes the following:

  • Radiological method – Neutron scattering, gamma attenuation technique (e.g., using neutron moisture meter) 

  • Electromagnetic method – Time domain reflectrometry (TDR), TDR FM, Diviner 

  •  Tensiometry method – using tensiometer 

  • Psychrometer method

Different types of radioactive sources produce the following types of radiation: 

Neutrons 

Gamma rays (Photons) 

Alpha particles 

Beta particles 

Water content of soil is inferred from the dielectric permittivity of the medium. Electrical conductivity is inferred from TDR signal attenuation.

Psychrometer Method approach measures the vapor pressure of the water in equilibrium with the soil and hence measures the total soil-water potential.

  • Indirect Estimation of Soil Moisture Characteristic:

    • Statistical approaches, which either relate parameters in specific hydraulic models with texture and other soil properties using regression analysis 

    • Physico-empirical approaches, which transform the PSD curve into a soil water characteristic curve by relating soil particle size to a corresponding pore diameter in a soil capillary model.

  • Factors Affecting Hysteresis The factors influencing hysteresis are the following:

    • Pore-size geometry 

    • Entrapped air

  • Moisture absorption (capillarity) and release (drainage) behavior of the soil 

    • Swelling and shrinkage of soil 

    • Field methods for determination of saturated hydraulic in the absence of watertable or far above the water-table are as follows:

  • Bore-hole constant water level method 

  • Permeameter method

  • Field Measurement of Ksat

(a) Auger-hole method (for unconfined water-table condition)

 (b) Well-pumping method (under both confined and unconfined condition)

  • Measurement of Unsaturated Hydraulic Conductivity:

(a) Instantaneous profile method: The instantaneous profile method for determining unsaturated hydraulic conductivity and diffusivity is based on Darcian analysis of transient soil water content

(b) Internal drainage method 

(c) Saturating unsaturated soil core or column

  • The growth cycle of wheat has mainly the following divisions: germination, seedling establishment and leaf production, tillering and head differentiation, stem and head growth, head emergence and flowering, and grain filling and maturity. 

  • The phases were germination and emergence (0–8 days), tillering (8–43 days), stem elongation (33–65 days), heading (55–75 days), flowering (61–81 days), and grain formation and ripening (65–115 days) for wheat. 

  • Winter wheat has growing period of 120 to 160 days 

  • Crown root initiation is most critical stage for irrigation 

  • The minimum daily temp for growth  is  50 C 

  • The mean daily temp for optimum growth and tillering is in the range of 150-200C 

  • Rice grown about 40% of the irrigated area in india

  • The optimum temp is required for potato is 18-200 C 

  • Water requirement of major crops Crop Water requirement (cm) Crop Water requirement (cm)  Wheat (winter) 30–40,  Wheat (spring) 40–55, Corn 50–70, Rice 110–160 Cotton 70–100, Maize 40–60 (cm) 

  • Many methods of scheduling irrigations are used by the farmers. These methods include the following:  Crop observation, “Feeling” the soil, Application of irrigation weekly to bring the water to a set amount (say, 5–7 cm for rice), Rotation basis (provision of irrigation scheme or pump owner), Pan evaporation observation, Check book method/irrigation calendar. 

  • Duty is the depth of water required by a crop during its growing period for successfully grown up

Friday, 5 May 2023

AI free tutorials

 Here are 13 AI-powered apps that will supercharge your academic writing and reading — with free tutorials:


For Writing:

1. Jenni AI
A personal writing assistant that will make sure you never face the writer's block
https://lnkd.in/e7uS3nRQ


2. Paperpal
An editor to help you polish your academic writing. Also has an MS Word plugin so you can edit from within MS Word.
https://lnkd.in/eY5hjj-h


For Reading:

3. Schoarlcy
A persona reading assistant that creates summaries of research papers with unfamiliar terms hyperlinked to Wikipedia entries.
https://lnkd.in/epjnwYSX


4. ChatPDF
ChatGPT for research papers. Upload a paper and start asking it questions.
https://lnkd.in/eSpuX2YC


5. Casper
A Chrome extension that summarizes research papers within your browser. Also helps you brainstorm ideas.
https://lnkd.in/eiVBWsNE


6. SciSpace
One of the most powerful and versatile tools currently available for reading journal articles.
You can ask your reading Copilot to explain difficult passages.
https://lnkd.in/eygXPZ-Z


For taking notes:

7. Lateral
A unique app that helps you find common themes across multiple research papers — in minutes.
https://lnkd.in/e4R_-JtB


8. ClioVis
Not an AI-powered app but still much better than many available tools. I am using it for my current research project.
Helps you visualize connections between different ideas and concepts. Also lets you export your notes to an MS Word file.
https://lnkd.in/eeurkKKh


9. Glasp
Think of it as Twitter but for note-takers.
Take notes on research papers and share them with likeminded people across the world
https://lnkd.in/eNBusmvk


10. Audiopen
Converts your voice notes into coherent and cohesive prose.
https://lnkd.in/eZrfP2zj


Search engines:

11. Consensus
Unlike ChatGPT that gives you fake citations, Consensus answers your questions with references to actually published papers.
https://lnkd.in/e-Q9Uu24


12. Evidence Hunt
Answers your clinical questions with citations to published papers.
https://lnkd.in/eDsVVqEZ


13. Search Smart
A search engine to help you find the most suitable database for your research.
https://lnkd.in/eFQgrbYb

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