The departure date is the 150th birthday of Mahatma Gandhi, which Rajagopal said "India is celebrating in a big way" against a backdrop of an intensification of conflicts around the world.
The aim is to draw international attention to the links between a growing number of conflicts around the world and dwindling natural resources.
"If land, forests and water are taken away from the poor people, then that will lead to unrest in the society, that unrest will lead to conflict and that conflict can evolve into large-scale of violence," he said.
"In a world where conflict is increasing, peace is in great demand, so we thought probably we can offer the idea of peace-building to the world at large."
Rajagopal acknowledged that there were many challenges ahead.
He said there could be problems obtaining visas for the walkers to some of the countries in their path, and that they may choose to take a boat from Bombay to Greece, and continue their walk from there.
From now until next October, he said he planned to travel around the world to seek support from organisations and cities, in the hope that thousands of walkers from other corners of the globe will also set off on a trek towards Geneva.
Once they arrive in Geneva, the walkers plan to organise a week of discussions on peace and non-violence in the city.
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