Polymers with donor-π-acceptor (D-π-A) structure are widely used in organic solar cells (OSCs) because of their tunable optoelectronic properties. With the distinct 2D-conjugated structure and the s*(Si)–p*(C) bond interaction of the trialkylsilyl substitution, the electron-donating unit of 4,8-bis(5-(tripropylsilyl)thiophen-2-yl)benzo[1,2-b:4,5-b']dithiophenes (BDTT-Si) shows large potential to construct promising photovoltaic polymers. However, the studies of π-bridge in BDTT-Si-based polymers are not sufficient, and structure-properties relationship is still unclear. Here, we designed and synthesized three polymers PE7a, PE7b and PE7c, with BDTT-Si and difluorinated benzo[d] [1,2,3]triazole (BTA) as the D unit and A unit, respectively. By using thieno[3,2-b]thiophene (TT), TT with hexyl (C6-TT) and TT with undecyl (C11-TT) as the π-bridge, the solubility, crystallinity and optoelectronic properties of three polymers can be fine-tuned. When blended with the non-fullerene acceptor Y6, PE7a-c show different photovoltaic performance. The polymer PE7c realized the highest power conversion efficiency (PCE) of 11.4%, obviously higher than that (9.5%) of J71 with thiophene as π-bridge. The results indicate that the introduction of TT π-bridge with suitable alkyl chain into BDTT-Si containing polymer is an effective strategy to improve the photovoltaic performance.