Abstract: The present application relates to a heat exchange system with a flexible heat exchanger, wherein the flexible heat exchanger comprises a flexible substrate and a plurality of pipes; the plurality of pipes are arranged on the flexible substrate in parallel; two ends of the pipes are connected to an inlet header and an outlet header, respectively; the heat exchange system further comprises an outdoor heat exchanger unit; and, the outdoor heat exchanger unit is connected to the inlet header and the outlet header, respectively, to form a circulating heat exchange system.

Abstract: A computer-implemented method for tuning associations between genetic variants of sequence elements of a subject genome and a target biological characteristic to a target population is described. The method notionally partitions the subject genome into discrete contiguous genome segments and derives a tuning function for each genome segment. The tuning function tunes the associations to the target population, and derivation of the tuning function for each genome segment excludes sequence elements in that same genome segment to avoid overfitting.