Low-frequency vibration isolation capable of accommodating uncertain loads is in great demand in engineering applications. Active control is the dominant approach; however, it relies on complex computation, feedback, and compensation processes, leading to high resource consumption. Passive isolators are favored for their reliability, low cost, and structural simplicity. However, existing passive isolators generally perform well only under specific loads, whereas their isolation performance deteriorates significantly or even fails under other loads. This study proposes a novel passive isolator that enables low-frequency vibration suppression under arbitrary loads. It features cyclic quasi-zero-stiffness (QZS) characteristics, and the QZS plateaus can shift with the applied load to accommodate load variations. A theoretical model is developed to derive the conditions for achieving QZS, providing essential guidance for the design and adjustment of the isolator to continuously vary the QZS plateaus across the full bearing range, thus ensuring adaptive stiffness tuning under arbitrary loads. A prototype was fabricated and tested to validate its performance. Experiments confirm that, by simply adjusting the support height, the isolator can provide effective vibration isolation above 3.7 Hz under arbitrary loads across its entire load-bearing range (0–6500 g). The adjustment method is easy to implement and tolerant of low-precision operation. These results demonstrate that the proposed isolator offers a load-adaptive and robust solution for low-frequency vibration isolation, highlighting its strong potential for engineering applications.
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