It is essential to ensure the concrete construction quality of high arch dam via comprehensively collecting multi-source heterogeneous information in the concrete vibration construction and timely and objectively analyzing vibration quality. For incomplete information perception and undesirable data quality in current space-ground perception technology during concrete vibration construction, an intelligent sensing scheme with space-air-ground integration for concrete vibrating construction information was established to realize the stereoscopic perception of multi-source, multi-modal and multi-scale construction information in the concrete pouring process. On this basis, the Kalman-based denoising method for positioning data of Global Navigation Satellite System (GNSS), improved Faster R-CNN-based video analysis method and DebrGAN-v2-based surface image deblurring method were proposed, respectively, for numerical type, video stream, and image information. Taking Yangfanggou hydropower station as an example, the intelligent analysis and monitoring of concrete vibration quality can be realized by the proposed space-air-ground integration sensing method.