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REFORMAT AND CHECK
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31 changes: 31 additions & 0 deletions .vscode/excel-pq-symbols/excel-pq-symbols.json
Original file line number Diff line number Diff line change
@@ -0,0 +1,31 @@
[
{
"name": "Excel.CurrentWorkbook",
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"description": "Returns the contents of the current Excel workbook.",
"longDescription": "Returns tables, named ranges, and dynamic arrays. Unlike Excel.Workbook, it does not return sheets.",
"category": "Accessing data"
},
"functionParameters": [],
"completionItemKind": 3,
"isDataSource": true,
"type": "table"
},
{
"name": "Documentation",
"documentation": {
"description": "Contains properties for function documentation metadata",
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"functionParameters": [],
"completionItemKind": 9,
"isDataSource": false,
"type": "record",
"fields": {
"Name": { "type": "text" },
"Description": { "type": "text" },
"Parameters": { "type": "record" }
}
}

]
13 changes: 12 additions & 1 deletion .vscode/settings.json
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Expand Up @@ -122,5 +122,16 @@
"source.fixAll.ruff": "explicit",
"source.organizeImports.ruff": "explicit"
}
}
},
"cSpell.words": [
"Altayeb",
"comtrade",
"Ermishina",
"figsize",
"Mariia",
"Saeed"
],
"powerquery.client.additionalSymbolsDirectories": [
"c:/Users/Lenovo/AHD MIT/ET6-CDSP-group-08-repo-4/.vscode/excel-pq-symbols"
]
}
139 changes: 139 additions & 0 deletions 0_domain_study/README.md
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# Domain Research

## Background Review

<!-- markdownlint-disable MD012 MD031 MD033 MD035 MD032 MD004 MD009 MD013 MD045 MD024 -->

### The Role of Solar Energy in Humanitarian and Conflict-Affected Contexts

### 1. Introduction

Solar energy plays a key role in ensuring sustainable and equitable energy
access, particularly in regions affected by armed conflict, displacement, and
infrastructure destruction. Its decentralized nature, affordability, and rapid
deployability make it a powerful tool for humanitarian response and recovery
efforts.

### 2. Energy Poverty and Conflict Impact

As of 2024, over 130 million people were forcibly displaced due to war,
persecution, or disaster, including 33 million refugees and 63 million
internally displaced persons (IDPs) ([UNHCR,
2024](https://reporting.unhcr.org/global-appeal-2024-6383)). Access to food,
shelter, healthcare, and water are immediate needs—but all are energy-dependent.
Clean energy access is essential in both emergency and protracted displacement
settings for cooking, lighting, medical services, education, and safety.

- 80% of displaced people still rely on firewood or biomass for cooking ([WHO,
2023](https://energypedia.info/wiki/Energy_Access_in_Displacement_Settings),
exposing women and girls to safety risks and indoor
air pollution.

- Nearly 90% of refugee settlements lack reliable electricity access ([GPA,
2022](https://www.humanitarianenergy.org/assets/resources/SOHES.pdf)).

- Energy poverty worsens gender inequalities, increases environmental
degradation, and limits livelihood and learning opportunities.

### 3. Solar Energy in Conflict and Post-Conflict Zones

Renewable energy, especially solar, has proven to be vital in fragile and war-
torn settings. Solar technologies can be rapidly deployed and maintained
locally, offering resilient energy for critical infrastructure:

- Mobile clinics and field hospitals powered by solar improve health outcomes in
areas where traditional grids are non-functional.

- Solar lighting enhances safety in refugee camps and post-conflict rural areas,
especially for women and children.

- Access to energy supports small-scale recovery efforts, such as water pumping,
digital communication, and refrigeration of medicines.

While there are fewer large-scale examples due to the security risks in active
warzones, organizations such as UNHCR and the ICRC have implemented solar
microgrids and standalone solar systems in conflict-affected regions like South
Sudan, Syria, and parts of Ukraine.

### 4. Renewable Energy as a Pathway to Peace and Resilience

According to [CYIS, 2024](https://cyis.org), integrating solar energy into
humanitarian and peacebuilding strategies can:

- Promote cooperation and reduce tension over scarce resources;

- Foster community resilience by enabling shared energy management;

- Reduce dependency on diesel fuel, which is costly and dangerous to transport
in war zones.

Access to solar energy can be perceived as a neutral, community-owned resource
that enables stability and recovery while fostering social cohesion.

### 5. Global Trends in Renewable Energy (Statistical Review of World Energy 2024)

- In 2023, solar energy accounted for 346 GW of newly installed capacity—75% of
all new renewable energy.

- China, Europe, and the United States led solar deployment.

- Still, fossil fuels represented 81.5% of global primary energy consumption.

- Over 750 million people worldwide lack electricity access, with conflict zones
disproportionately represented.

Source: [Energy Institute Statistical Review
2024](https://www.energyinst.org/statistical-review)

### 6. Insights from Our World in Data

- Solar power accounts for around 5% of total electricity production globally,
growing faster than any other source.

- Solar generation costs have dropped by 89% since 2010.

- Energy inequality remains stark: per capita energy use in developing nations
is six times lower than in North America.

Source: [Our World in Data — Renewable
Energy](https://ourworldindata.org/renewable-energy)

### 7. Conclusion

Solar energy is more than a technical solution—it is a humanitarian and
peacebuilding tool. In conflict-affected settings where centralized
infrastructure has collapsed or is unreliable, solar provides an immediate,
scalable path toward sustainable recovery and resilience.

To be effective, solar solutions must be integrated into broader energy access
strategies and peacebuilding frameworks. This includes:

- Prioritizing local ownership and maintenance;

- Building market-based models that continue post-aid;

- Aligning with national recovery and climate goals.

In war-affected regions, access to solar energy is not an option—it is a
necessity for survival, recovery, and long-term peace.

War damages nature badly from pollution, destroyed farmland, poisoned water
and air, deforestation, and waste are common results of war.
These environmental effects hurt both people and ecosystems.
It affects food, health, water, and the ability to rebuild communities
after the war.

The UN is starting to take this seriously. In 2024, the UN Environment
Assembly (UNEA‑6) passed a resolution to improve environmental protection in
conflict zones.
[Link here](https://www.bic-rhr.com/research/strengthening-environmental-resilience-conflict-zones-analysis-unea-6-resolution-and-perac)

>Environmental recovery is now a global priority.

- Renewable energy should be part of post-war recovery plans, especially since
they’re clean and decentralized.
- Renewable energy is a safer, more resilient alternative—less centralized,
quicker to deploy, and more sustainable in crisis.
- Could contribute to or align with UNEP’s future frameworks.

``` "Planet over Politics" ```

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120 changes: 120 additions & 0 deletions 0_domain_study/progress.md
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# Team Progress

![infographic](../0_domain_study/groupprogress.png)

## Convergent and Divergent thinking

### Problem Identification

```mermaid
---
config:
theme: neutral
look: neo
---
flowchart TB
subgraph s1[" "]
B{"Sub-domains"}
A("Define Domain and Interests")
BA("Environmental policy")
BB("Solar Energy Systems")
BC("Climate change mitigation")
BD("Renewable Energy")
C{"Domain"}
D["Sustainable development"]
nn("Start")
end
subgraph s[" "]
n1["Problem Statement"]
n2["Research questions"]
n3["**How can the adoption of renewable
energy—particularly solar power—serve as
a tool to combat climate change, reduce inequality,
and drive sustainable development in under-served and conflict-affected communities?**"]
n31["**What are the economic and environmental benefits of transitioning
to solar energy?**"]
n32["
**How can small-scale solar energy users in unregulated markets
Verify product quality through digital tools or cooperative purchasing models?**"]
n33["**What is the relationship between solar
energy availability and civilian displacement
patterns in conflict-affected areas in the past decade?**"]
n34["**How does the volume and type of
construction waste generated vary by project
size and location, and what patterns can be
identified using publicly available datasets or site records?**"]
n35["**How have armed conflicts in the past
decade affected the deployment, capacity
utilization, and household consumption of
solar photovoltaic and small‐scale wind systems
in conflict‐affected communities?**"]
n36["**How can small-scale solar energy
users in unregulated markets verify product
quality through digital tools or cooperative purchasing models?**"]
n4(["Actionable Research Question"])
n5["**How have armed conflicts in the past
decade affected the deployment, capacity utilization,
and household consumption of solar photovoltaic and
small‐scale wind systems in conflict‐affected communities?**"]
end
A --> B
B --> BA & BB & BC & BD
BA ~~~ C
BB ~~~ C
BC ~~~ C
BD ~~~ C
nn --> A
C --> D
D --> n1
n1 --> n2
n2 --> n3 & n31 & n32 & n33 & n34 & n35 & n36
n3 & n31 & n32 & n33 & n34 & n35 & n36 --> n4
n4 --> n5
style B fill:#C8E6C9
style A fill:#FFF9C4
style C fill:#C8E6C9
style n3 color:#000000
style n4 fill:#FFF9C4

```

## Our Actionable Research Question

> _How have armed conflicts over the past 25 years
affected the deployment, capacity utilization,
and household consumption of solar photovoltaic systems in conflict‐affected communities?_

## Constraints

- Geographical and Seasonal Limitations
- Limited sunlight hours and seasonal variation in some regions
- Financial Barriers
- High initial cost of solar panel installation
- Infrastructure Challenges
- Lack of storage infrastructure (e.g. batteries)
- Energy Access Disparities
- Uneven access to renewable energy across urban and rural areas
- Time Constraints
- Time limit of 12 weeks for research
- Knowledge Requirements
- Requires basic domain knowledge in climate science and energy policy

## Project Scope

- **Time Period:** 25 years
- **Renewable Energy Theme:** Solar Energy

_Why Solar Energy?_

- **Fast & Flexible:** Easy to deploy, remove, and scale
— from single homes to entire camps.
- **Off-Grid Ready:** Operates independently of central
power infrastructure.
- **Data-Rich:** Ample data on solar use and conflict
impacts enables robust analysis.
- **High Impact:** Enhances resilience, reduces emissions,
and improves daily life in conflict zones.

- **Regions:** Syria, Iraq, Sudan, South Sudan, Palestine, Mali, Ethiopia,
Ukraine, Yemen, Libya, Afghanistan, Nigeria, Central African Republic,
Somalia,Pakistan, Mozambique and Myanmar (17 countries)
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# A Summary of Our Group's Understanding Of The Problem Domain

## An overview of the problem statement using system's thinking

### **Patterns & Trends**

* Recurring blackouts: Power cuts occur not just once but in multiple waves
as fighting flares up.
* Geographically shifting outages: Different regions lose service as front lines
move or specific plants are targeted.
* Escalating repair delays: Each attack adds to a backlog of damage, so average downtime
lengthens over months.
* Rising reliance on alternatives: Households increasingly depend on kerosene lamps,
car batteries, or small diesel generators.

### Systemic Structures

* Centralized generation model: National grid fed by a handful of large,
vulnerable plants makes the entire system easy to disable.
* Fragile supply chains: Imported transformers, turbines, and fuel must cross
conflict checkpoints, causing chronic shortages.
* Hazards and unsafe conditions make it difficult for repair teams
to carry out their duties effectively.

### Mental Models

* Planners assume power must flow from big plants down to users, rather
than through distributed networks.
* Combatants view utilities as strategic assets and valid military targets.

## Possible Solutions And Interventions

1. **Distributed, modular generation**
Deploy community‑scale solar and battery clusters that keep
neighborhoods powered even when central plants are taken offline.

2. **Local ownership and maintenance**
Create citizen energy committees trained in basic maintenance
and equipped to manage micro-grid systems independently.

3. **Protect critical assets through local agreements**
Establish “energy safe zones” via negotiated local agreements,
supported by community monitors and neutral facilitators.

4. **Integrate energy into humanitarian mandates**
Recognize electricity as vital to health, education, and safety,
and include energy access in emergency aid planning and funding.

5. **Adapt financial models for conflict**
Pre-position spare parts and fund mobile repair teams using
flexible, multi‑year resilience-focused financing mechanisms.
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