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 paper

Q1 · UPSC Mains 2025 · GS I · 10 marks

Discuss the salient features of the Harappan architecture.

Indian Heritage and Culture

Harappan cities combined a western citadel with an eastern lower town and a grid of streets. Burnt brick in a set ratio, covered drains, wells and bathing floors were the civic kit. Mohenjo-daro is known for the Great Bath, Lothal for a dock-like basin, and Dholavira for rock-cut reservoirs. Sites spread from Harappa and Rakhigarhi to Kalibangan and the Gujarat coast. The architecture is public infrastructure more than a royal temple style.

Q2 · UPSC Mains 2025 · GS I · 10 marks

Examine the main aspects of Akbar's religious syncretism.

Indian Heritage and Culture

Sulh-i-kul meant a public peace that did not rest only on Islamic juristic privilege. Akbar abolished jizya, married Rajput houses, and opened the Ibadat Khana to several faiths. Din-i-Ilahi was a small court discipleship, not a popular religion. Abu’l Fazl praised the experiment; Badauni condemned it. The policy was both spiritual search and the need for a composite imperial elite.

Q3 · UPSC Mains 2025 · GS I · 10 marks

'The sculptors filled the Chandella artform with resilient vigor and breadth of life.' Elucidate.

Indian Heritage and Culture

The Chandellas built Khajuraho as a Nagara temple city in Bundelkhand. High-relief sandstone figures of gods, dancers, animals and ordinary work give the walls movement. Mithuna couples are one auspicious register, not the whole meaning of the site. Kandariya Mahadeva and the Jain group share the same workshop vigour. The quote is right when the temple is read as a populated cosmos, not as a single theme.

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