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In this work, a local kernel based numerical scheme is constructedfor  numerical solution of sine-Gordon equation in circular domain.The global kernel method resulted the dense differentiation matricesand hence difficult to apply for problem with large amount of datapoints. The present numerical scheme is local with sparsedifferentiation matrices, consequently capable of removing thedeficiency of ill-conditioning in the global kernel method.