In any realistic quantum metrology scenarios, the ultimate precision in the estimation of parameters is limited not only by the so-called Heisenberg scaling, but also the environmental noise encountered by the underlying system. In the context of quantum estimation theory, it is of great significance to carefully evaluate the impact of a specific type of noise on the corresponding quantum Fisher information (QFI) or quantum Fisher information matrix (QFIM). Here we investigate the multiple phase estimation problem for a natural parametrization of arbitrary pure states under white noise. We obtain the explicit expression of the symmetric logarithmic derivative (SLD) and hence the analytical formula of QFIM. Moreover, the attainability of the quantum Cramér-Rao bound (QCRB) is confirmed by the commutability of SLDs and the optimal estimators are elucidated for the experimental purpose. These findings generalize previously known partial results and highlight the role of white noise in quantum metrology. Quantum metrology, emerged as a new branch of quantum technologies, provides a powerful and versatile framework for both theoretical and experimental studies in the field of quantum-enhanced parameter estimation [1][2][3][4]. However, any realistic physical system will suffer from various environmental noises via the coupling with its surroundings [5]. As pointed out in Ref.[4], analysis of the effects of noise is one of the major burgeoning trends of this field. With the efforts of multiple authors, it is clearly evident that even a very low noise level can destroy the quadratic improvement over the classical shot-noise limit [7][8][9][10]. Although a unified method to deal with noise of arbitrary form is still lacking, more in-depth study in this respect is continuing and the scope is far beyond the usual noisy quantum channels raised in [9,10]. In fact, a plenty variety of significant physical effects or processes can also be regarded as the corresponding noisy quantum channels in the context of quantum information theory. For instance, quite recently it is demonstrated that the relativistic effect and quantum cloning machines are excellent platforms for investigating the quantum feature of quantum metrology scenarios [11][12][13][14][15][16].On the other hand, due to the quantum Cramér-Rao inequality, quantum Fisher information (QFI) is recognized as the key quantity to characterize the ultimate precision in parameter estimation scenarios [17][18][19][20]. Therefore, a great amount of research work of noisy quantum metrology can be translated into the evaluation of the dynamics of QFI in the presence of a certain kind of noise. Though different kinds of upper bounds on QFI * Electronic address: xgwang@zimp.zju.edu.cn † Electronic address: cpsun@csrc.ac.cn have been obtained for various purposes [9,10,[21][22][23][24][25], the analytical treatment of QFI is usually a difficult task.To summarize, we realize that all these analytical approaches in the literature can be classified into the following three categories.