Abstract: Highlights•New Related Weighted Subdomain Adaptive Network (RWSAN) proposed.•RWSAN constructs related subdomain clusters in source domain.•RWSAN addresses issue of limited transfer data.•Method proposed to minimize feature distribution disparity.•Mitigates negative transfer from irrelevant subdomains.
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