Q15 · UPSC Civil Services Mains 2025 · GS I · 15 marks · 2 min read

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How can Artificial Intelligence (AI) and drones be effectively used along with GIS and RS techniques in locational and areal planning?

Topic: Indian Heritage and Culture. Syllabus: Indian culture will cover the salient aspects of Art Forms, literature and Architecture from ancient to modern times. Same official PYQ from year-wise 2025 and Indian Heritage and Culture.

Revision summary

Remote sensing supplies pictures of land and water; GIS stores them with administrative boundaries. Drones add cheap, repeatable local maps for disasters, utilities and village layouts. Artificial intelligence classifies pixels and can forecast flood, heat or sprawl on that GIS base. Indian platforms such as Bhuvan and Gati Shakti already try to combine these tools. Planning still needs ground checks and a public purpose, or the map only watches the poor.

Model answer

Introduction

Remote sensing is the satellite or aircraft picture of the Earth. GIS is the software that stacks those pictures with roads, plots and census. Together they answer where. Drones fly the last metre. Artificial intelligence finds patterns in the pile of pixels that a tired planner would miss. Locational and areal planning is the craft of putting the right land use in the right polygon.

Body

The older pair, still the base

A Resourcesat or Cartosat scene shows crops, built-up sprawl and flood water. GIS lets a municipality overlay that on property tax maps, a master plan, and a ward boundary. Without this base, a drone is only a toy and an algorithm has nothing honest to learn from.

Drones as the close survey

Drones make orthomosaic maps of a village, a mine, or a disaster site in a day. They inspect power lines, count trees, and map a landslide when a satellite pass is cloudy. In planning they can update a slum footprint faster than a five-year survey. Rules under India’s drone policy still matter: privacy, no-fly zones, and who owns the image.

AI as the classifier and the forecast

Machine learning can classify land cover, detect illegal construction, flag crop stress, and predict flood extent from rainfall and elevation. Combined with GIS, a city can see which wards lack parks or which census tracts will heat under a climate scenario. PM Gati Shakti and many State GIS portals already try to be that stack. Bhuvan is the public window.

  • Effective use means ground truth: an algorithm that misreads a hut as a tree will plan injustice. It also means open data so a panchayat, not only a consultant, can see the layer. Planning ethics: surveillance of the poor is not the same as a drain that gets built.

The four tools are a chain. RS and GIS locate. Drones refresh. AI speeds the reading. The planner still chooses the public purpose.

Flow diagram

flowchart LR
  RS[Satellite RS] --> GIS[GIS layers]
  DR[Drones] --> GIS
  GIS --> AI[AI classify and forecast]
  AI --> PL[Locational areal plan]

Conclusion

GIS and remote sensing give the map. Drones give a fresh, close picture. AI reads change at scale. Together they can plan land, disaster response and cities, if the data is true and the purpose is public.

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More from this topic

Q11 · UPSC Mains 2025 · GS I · 15 marks

Mahatma Jotirao Phule's writings and efforts of social reforms touched issues of almost all subaltern classes. Discuss.

Indian Heritage and Culture

Phule wrote Gulamgiri and Shetkaryacha Asud to name caste as slavery and to defend the peasant. With Savitribai he opened schools for girls and for Mahar and Mang children in Pune. The Satyashodhak Samaj (1873) sought ritual and marriage without priestly monopoly. Women, Dalits and cultivators were treated as one excluded order, which is why “almost all subaltern classes” is a fair phrase. His world was Deccan and agrarian; mill labour would be a later chapter.

Q10 · UPSC Mains 2025 · GS I · 10 marks

Do you think that globalization results in only an aggressive consumer culture? Justify your answer.

Indian Heritage and Culture

Global media and retail have spread a loud culture of brands, malls and credit. That culture can be aggressive in targeting desire and crowding out other measures of a good life. The same global pipes carry Indian production, hybrid customs, rights talk and political backlash. The poor often meet globalisation as cheap goods and weak jobs, not as lifestyle consumption. So consumer culture is a major result, not the only result.

Q8 · UPSC Mains 2025 · GS I · 10 marks

How does smart city in India, address the issues of urban poverty and distributive justice?

Indian Heritage and Culture

Urban poverty is housing, services, insecure work and weak voice, not only income. The Smart Cities Mission funded area retrofits and pan-city digital tools. Some drains, lights, tax maps and buses improved in chosen pockets. Eviction, island development and surveillance without jobs undermine distributive justice. Technology is a tool; city-wide basic services are the justice test.

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