diff --git a/parts/C-classicalDoa.tex b/parts/C-classicalDoa.tex index e485d2c..fe17bc4 100644 --- a/parts/C-classicalDoa.tex +++ b/parts/C-classicalDoa.tex @@ -458,7 +458,7 @@ where $\angle(\cdot)$ denotes the phase angle of a complex number. Finally, the \begin{equation} \hat{\theta}_k = -\arcsin\!\left( +\arcsin\left( \frac{\lambda_{\mathrm{c}}}{2\pi d}\hat{\mu}_k \right), \qquad k = 1,\dots,K. @@ -955,7 +955,7 @@ where $\angle(\cdot)$ denotes the phase angle of a complex number. Finally, the \begin{equation} \hat{\theta}_k = -\arcsin\!\left( +\arcsin\left( \frac{\lambda_{\mathrm{c}}}{2\pi d}\hat{\mu}_k \right), \qquad diff --git a/parts/E-multiSatStaticCrb.tex b/parts/E-multiSatStaticCrb.tex index 747ea27..8517a86 100644 --- a/parts/E-multiSatStaticCrb.tex +++ b/parts/E-multiSatStaticCrb.tex @@ -134,7 +134,7 @@ $\zeta_\ell\in\mathbb C$ 为第 $\ell$ 条链路的未知复干扰系数,$\sig \begin{equation} [\mathcal I(\boldsymbol\kappa_{\mathrm{stat}})]_{ij} = - 2\Re\!\left\{ + 2\Re\left\{ \frac{\partial \boldsymbol\mu^{\Herm}(\boldsymbol\kappa_{\mathrm{stat}})}{\partial \kappa_i} \mathbf R_n^{-1} \frac{\partial \boldsymbol\mu(\boldsymbol\kappa_{\mathrm{stat}})}{\partial \kappa_j} @@ -237,11 +237,11 @@ $\partial\nu_{\ell_{\mathrm{ref}}}/\partial\beta=0$。若改用别的等价参 \begin{equation} \alpha_\ell^{\mathrm{loc}} = - \operatorname{atan2}\!\big(u_{\ell,2}^{\mathrm{loc}},u_{\ell,1}^{\mathrm{loc}}\big), + \operatorname{atan2}\big(u_{\ell,2}^{\mathrm{loc}},u_{\ell,1}^{\mathrm{loc}}\big), \qquad \beta_\ell^{\mathrm{loc}} = - \arcsin\!\big(u_{\ell,3}^{\mathrm{loc}}\big). + \arcsin\big(u_{\ell,3}^{\mathrm{loc}}\big). \end{equation} 对任意 $x\in\{\alpha,\beta\}$,有 @@ -439,7 +439,7 @@ $\mathbf g_\ell=\mathbf q_\ell\otimes \mathbf a_\ell$ = \sum_{\ell=0}^{L-1} \frac{2}{\sigma_{n,\ell}^2} - \Re\!\left\{ + \Re\left\{ \mathbf J_{\eta,\ell}^{\Herm}\mathbf J_{\eta,\ell} \right\}, \label{eq:A6_Itt} @@ -448,9 +448,9 @@ $\mathbf g_\ell=\mathbf q_\ell\otimes \mathbf a_\ell$ \mathcal I_{\eta\psi} = \begin{bmatrix} - \dfrac{2}{\sigma_{n,0}^2}\Re\!\left\{\mathbf J_{\eta,0}^{\Herm}\mathbf J_{\psi,0}\right\} + \dfrac{2}{\sigma_{n,0}^2}\Re\left\{\mathbf J_{\eta,0}^{\Herm}\mathbf J_{\psi,0}\right\} & \cdots & - \dfrac{2}{\sigma_{n,L-1}^2}\Re\!\left\{\mathbf J_{\eta,L-1}^{\Herm}\mathbf J_{\psi,L-1}\right\} + \dfrac{2}{\sigma_{n,L-1}^2}\Re\left\{\mathbf J_{\eta,L-1}^{\Herm}\mathbf J_{\psi,L-1}\right\} \end{bmatrix}, \label{eq:A6_Itb} \end{equation} @@ -459,9 +459,9 @@ $\mathbf g_\ell=\mathbf q_\ell\otimes \mathbf a_\ell$ = \operatorname{blkdiag} \left( - \frac{2}{\sigma_{n,0}^2}\Re\!\left\{\mathbf J_{\psi,0}^{\Herm}\mathbf J_{\psi,0}\right\}, + \frac{2}{\sigma_{n,0}^2}\Re\left\{\mathbf J_{\psi,0}^{\Herm}\mathbf J_{\psi,0}\right\}, \ldots, - \frac{2}{\sigma_{n,L-1}^2}\Re\!\left\{\mathbf J_{\psi,L-1}^{\Herm}\mathbf J_{\psi,L-1}\right\} + \frac{2}{\sigma_{n,L-1}^2}\Re\left\{\mathbf J_{\psi,L-1}^{\Herm}\mathbf J_{\psi,L-1}\right\} \right). \label{eq:A6_Ibb} \end{equation} @@ -502,7 +502,7 @@ $\begin{bmatrix}\mathbf g_\ell & j\mathbf g_\ell\end{bmatrix}$。虽然这两个 = 2\sum_{\ell=0}^{L-1} \frac{1}{\sigma_{n,\ell}^2} - \Re\!\left\{ + \Re\left\{ \mathbf J_{\eta,\ell}^{\Herm} \mathcal P_{\mathbf g_\ell}^{\perp} \mathbf J_{\eta,\ell} @@ -517,7 +517,7 @@ $\begin{bmatrix}\mathbf g_\ell & j\mathbf g_\ell\end{bmatrix}$。虽然这两个 = 2\sum_{\ell=0}^{L-1} \frac{|\zeta_\ell|^2}{\sigma_{n,\ell}^2} - \Re\!\left\{ + \Re\left\{ \mathbf D_\ell^{\Herm} \mathcal P_{\mathbf g_\ell}^{\perp} \mathbf D_\ell @@ -596,7 +596,7 @@ $\begin{bmatrix}\mathbf g_\ell & j\mathbf g_\ell\end{bmatrix}$。虽然这两个 \frac{2}{\sigma^2} \sum_{\ell=0}^{L-1} |\zeta_\ell|^2 - \Re\!\left\{ + \Re\left\{ \mathbf D_\ell^{\Herm}\mathcal P_{\mathbf g_\ell}^{\perp}\mathbf D_\ell \right\}. \end{equation} @@ -707,7 +707,7 @@ $\mathbf J_{\psi,\ell}$ 的实参数化二维实子空间与复矩阵 $\mathbf G = \sum_{\ell=0}^{L-1} \frac{2}{\sigma_{n,\ell}^2} - \Re\!\big\{\mathbf J_{\eta,\ell}^\Herm\mathbf J_{\eta,\ell}\big\}. + \Re\big\{\mathbf J_{\eta,\ell}^\Herm\mathbf J_{\eta,\ell}\big\}. \end{equation} % 由于 $\mathbf J_{\psi,\ell}$ 的实子空间等价于 $\mathbf G_\ell$ 的复列空间,关于复增益块的 Schur 补化为对 $\mathbf G_\ell$ 列空间正交补的投影。定义 @@ -730,7 +730,7 @@ $\mathbf J_{\psi,\ell}$ 的实参数化二维实子空间与复矩阵 $\mathbf G = 2\sum_{\ell=0}^{L-1} \frac{1}{\sigma_{n,\ell}^2} - \Re\!\big\{ + \Re\big\{ \mathbf J_{\eta,\ell}^\Herm \mathcal P_{\mathbf G_\ell}^\perp \mathbf J_{\eta,\ell} @@ -745,7 +745,7 @@ $\mathbf J_{\psi,\ell}$ 的实参数化二维实子空间与复矩阵 $\mathbf G = 2\sum_{\ell=0}^{L-1} \frac{1}{\sigma_{n,\ell}^2} - \Re\!\Big\{ + \Re\Big\{ \zeta_{\ell,k}^*\zeta_{\ell,k'}\, \mathbf D_{\ell,k}^\Herm \mathcal P_{\mathbf G_\ell}^\perp diff --git a/parts/F-timestampErrCrb.tex b/parts/F-timestampErrCrb.tex index a7c6cc3..8b3097c 100644 --- a/parts/F-timestampErrCrb.tex +++ b/parts/F-timestampErrCrb.tex @@ -41,7 +41,7 @@ = \sum_{\ell=0}^{L-1} \frac{2}{\sigma_{n,\ell}^2} - \Re\!\left\{ + \Re\left\{ \frac{\partial\boldsymbol\mu_\ell^\Herm}{\partial\kappa_i} \frac{\partial\boldsymbol\mu_\ell}{\partial\kappa_j} \right\}. @@ -66,7 +66,7 @@ \big[\mathcal I_{\delta\delta}\big]_{\ell\ell'} = \frac{2}{\sigma_{n,\ell}^2} - \Re\!\left\{ + \Re\left\{ \frac{\partial\boldsymbol\mu_\ell^\Herm}{\partial\delta_\ell} \frac{\partial\boldsymbol\mu_\ell}{\partial\delta_\ell} \right\} @@ -108,16 +108,16 @@ $\mathcal I_{\delta\psi}$ 同样具有按 $\ell$ 的块对角结构:第 $\ell$ \mathcal I_{\eta\eta}' &= 2\sum_{\ell}\frac{1}{\sigma_{n,\ell}^2} - \Re\!\left\{ + \Re\left\{ \mathbf J_{\eta,\ell}^\Herm \big(\mathbf I-\mathcal P_{\mathbf G_\ell}\big) \mathbf J_{\eta,\ell} \right\}\big|_{\delta_\ell=0},\\ \mathcal I_{\delta\delta}' &= - \operatorname{diag}\!\Big( + \operatorname{diag}\Big( \tfrac{2}{\sigma_{n,\ell}^2} - \Re\!\big\{\mathbf j_{\delta,\ell}^\Herm + \Re\big\{\mathbf j_{\delta,\ell}^\Herm (\mathbf I-\mathcal P_{\mathbf G_\ell}) \mathbf j_{\delta,\ell}\big\}\big|_{\delta_\ell=0} \Big)_{\ell\neq\ell_{\mathrm{ref}}},\\ @@ -126,7 +126,7 @@ $\mathcal I_{\delta\psi}$ 同样具有按 $\ell$ 的块对角结构:第 $\ell$ \begin{bmatrix} \cdots\quad \tfrac{2}{\sigma_{n,\ell}^2} - \Re\!\big\{\mathbf J_{\eta,\ell}^\Herm + \Re\big\{\mathbf J_{\eta,\ell}^\Herm (\mathbf I-\mathcal P_{\mathbf G_\ell})\mathbf j_{\delta,\ell}\big\}\big|_{\delta_\ell=0} \quad\cdots \end{bmatrix}, @@ -196,10 +196,10 @@ $\boldsymbol\delta$ 在导频自相关半宽 $T_{\mathrm{ac}}$ 处的非线性 \mathcal I_{\mathrm e}^{(\mathrm{stat})}(\boldsymbol\eta_{\mathrm{stat}}) = \frac{2|\zeta_0|^2}{\sigma_{n,0}^2} - \Re\!\big\{\mathbf D_0^\Herm\mathcal P_{\mathbf g_0}^\perp\mathbf D_0\big\} + \Re\big\{\mathbf D_0^\Herm\mathcal P_{\mathbf g_0}^\perp\mathbf D_0\big\} + \frac{2|\zeta_1|^2}{\sigma_{n,1}^2} - \Re\!\big\{\mathbf D_1^\Herm\mathcal P_{\mathbf g_1}^\perp\mathbf D_1\big\}\bigg|_{\delta_1=0}, + \Re\big\{\mathbf D_1^\Herm\mathcal P_{\mathbf g_1}^\perp\mathbf D_1\big\}\bigg|_{\delta_1=0}, \end{equation} % 其中 $\mathbf D_\ell$ 沿用 \eqref{eq:A6_Dl} 定义,$\delta_1=0$ 处求值即得到完全相干情形的 \gls{efim}。 @@ -225,7 +225,7 @@ $\boldsymbol\delta=[\delta_1]$ 退化为标量,\eqref{eq:F2_jdelta} 中 \frac{2|\zeta_1|^2}{\sigma_{n,1}^2} \big\|\mathbf a_1(\boldsymbol\xi)\big\|_2^2 \cdot - \Re\!\big\{(\dot{\mathbf q}_1^{\,\mathrm{te}})^\Herm\mathcal P_{\mathbf q_1}^\perp\dot{\mathbf q}_1^{\,\mathrm{te}}\big\}, + \Re\big\{(\dot{\mathbf q}_1^{\,\mathrm{te}})^\Herm\mathcal P_{\mathbf q_1}^\perp\dot{\mathbf q}_1^{\,\mathrm{te}}\big\}, \end{equation} % 其中 $\mathcal P_{\mathbf q_1}^\perp=\mathbf I_T-\mathbf q_1\mathbf q_1^\Herm/\|\mathbf q_1\|^2$。化简利用了 Kronecker 内积关系 $(\mathbf u_1\otimes\mathbf v_1)^\Herm(\mathbf u_2\otimes\mathbf v_2)=(\mathbf u_1^\Herm\mathbf u_2)(\mathbf v_1^\Herm\mathbf v_2)$,并把空间部分因式 $\|\mathbf a_1\|^2$ 提出。 @@ -237,7 +237,7 @@ $\boldsymbol\delta=[\delta_1]$ 退化为标量,\eqref{eq:F2_jdelta} 中 \mathbf v'_{\eta\delta,1} = \frac{2}{\sigma_{n,1}^2} - \Re\!\Big\{ + \Re\Big\{ \zeta_1^*\mathbf D_1^\Herm \big(\mathbf I-\mathcal P_{\mathbf g_1}\big) \big[\zeta_1\,\dot{\mathbf q}_1^{\,\mathrm{te}}\otimes\mathbf a_1\big] diff --git a/parts/H-userPositionCrb.tex b/parts/H-userPositionCrb.tex index 3780aa6..a5bb538 100644 --- a/parts/H-userPositionCrb.tex +++ b/parts/H-userPositionCrb.tex @@ -56,7 +56,7 @@ Doppler 部分,由 $\nu_\ell=\nu_{\mathrm{ref}}+\Delta\nu_\ell(\mathbf p)$ 与 \begin{equation} \mathcal I_{\mathrm e}(\boldsymbol\eta_{\mathrm{pos}}) =2\sum_{\ell=0}^{L-1}\frac{|\zeta_\ell|^2}{\sigma_{n,\ell}^2} - \Re\!\big\{(\mathbf D_\ell^{\mathrm{pos}})^\Herm\mathcal P_{\mathbf g_\ell}^\perp\mathbf D_\ell^{\mathrm{pos}}\big\}\in\mathbb R^{4\times4}. + \Re\big\{(\mathbf D_\ell^{\mathrm{pos}})^\Herm\mathcal P_{\mathbf g_\ell}^\perp\mathbf D_\ell^{\mathrm{pos}}\big\}\in\mathbb R^{4\times4}. \label{eq:H_efim} \end{equation} % diff --git a/parts/sec1_singleArrayDoa.tex b/parts/sec1_singleArrayDoa.tex index c3de2e2..c7a9730 100644 --- a/parts/sec1_singleArrayDoa.tex +++ b/parts/sec1_singleArrayDoa.tex @@ -155,7 +155,7 @@ $M$ 元阵列在第 $t$ 个快拍的接收向量记为 \qquad \widehat\sigma(\bm\Theta) = - \frac{1}{M}\tr\!\left[\left(\mathbf I_M-\mathcal P_{\mathbf A}\right)\widehat{\mathbf R}\right], + \frac{1}{M}\tr\left[\left(\mathbf I_M-\mathcal P_{\mathbf A}\right)\widehat{\mathbf R}\right], \end{equation} % 其中 @@ -176,7 +176,7 @@ $\mathcal P_{\mathbf A}$ 是导向矩阵列空间的正交投影算子,将贯 \widehat{\bm\Theta}_{\mathrm{CDML}} = \argmin_{\bm\Theta} - \tr\!\left[\left(\mathbf I_M-\mathcal P_{\mathbf A(\bm\Theta)}\right)\widehat{\mathbf R}\right]. + \tr\left[\left(\mathbf I_M-\mathcal P_{\mathbf A(\bm\Theta)}\right)\widehat{\mathbf R}\right]. \end{equation} % 也即把 $\bm\Theta$ 的来向估计等价为最小化投影残差能量。集中似然的逐步矩阵代入与对应的 \gls{crb}/\gls{fim} 推导见附录~\ref{sec:det_doa_crb}。 diff --git a/parts/sec2_singleArrayDoaDoppler.tex b/parts/sec2_singleArrayDoaDoppler.tex index eec1fd1..a6884e0 100644 --- a/parts/sec2_singleArrayDoaDoppler.tex +++ b/parts/sec2_singleArrayDoaDoppler.tex @@ -112,7 +112,7 @@ $\mathbf b_{\mathrm{st},k}$ 的 Kronecker 结构把空间维度的 $\mathbf a(\b \tilde{\mathbf y}, \end{equation} % -其中 $\mathcal P_{\mathbf B_{\mathrm{st}}}\triangleq\mathbf B_{\mathrm{st}}\!\left(\mathbf B_{\mathrm{st}}^\Herm\mathbf B_{\mathrm{st}}\right)^{-1}\mathbf B_{\mathrm{st}}^\Herm$ 为空时字典列空间的投影算子。 +其中 $\mathcal P_{\mathbf B_{\mathrm{st}}}\triangleq\mathbf B_{\mathrm{st}}\left(\mathbf B_{\mathrm{st}}^\Herm\mathbf B_{\mathrm{st}}\right)^{-1}\mathbf B_{\mathrm{st}}^\Herm$ 为空时字典列空间的投影算子。 对 $\boldsymbol\zeta$ 与 $\sigma$ 的闭式消元过程与第~\ref{sec:det_doa_est} 节的单阵列 \gls{doa} 完全平行,详细矩阵代入见附录~\ref{sec:det_doa_doppler_crb}。 若 Doppler 本身不感兴趣、仅作为干扰参数,可先做 profile 处理: diff --git a/parts/sec3_multiSatSingleUser.tex b/parts/sec3_multiSatSingleUser.tex index 65533de..3fc5a30 100644 --- a/parts/sec3_multiSatSingleUser.tex +++ b/parts/sec3_multiSatSingleUser.tex @@ -70,11 +70,11 @@ \begin{equation} \alpha_\ell^{\mathrm{loc}} = - \operatorname{atan2}\!\big(u^{\mathrm{loc}}_{\ell,2},u^{\mathrm{loc}}_{\ell,1}\big), + \operatorname{atan2}\big(u^{\mathrm{loc}}_{\ell,2},u^{\mathrm{loc}}_{\ell,1}\big), \qquad \beta_\ell^{\mathrm{loc}} = - \arcsin\!\big(u^{\mathrm{loc}}_{\ell,3}\big). + \arcsin\big(u^{\mathrm{loc}}_{\ell,3}\big). \end{equation} % 第 $\ell$ 颗卫星的阵列导向矢量统一定义为 @@ -82,7 +82,7 @@ \begin{equation} \mathbf a_\ell(\boldsymbol\xi) \triangleq - \mathbf a_\ell\!\big(\alpha_\ell^{\mathrm{loc}},\beta_\ell^{\mathrm{loc}}\big) + \mathbf a_\ell\big(\alpha_\ell^{\mathrm{loc}},\beta_\ell^{\mathrm{loc}}\big) \in\mathbb C^{M_\ell\times 1}, \end{equation} % diff --git a/parts/sec6_multiFrameCp.tex b/parts/sec6_multiFrameCp.tex index e24e979..19490a5 100644 --- a/parts/sec6_multiFrameCp.tex +++ b/parts/sec6_multiFrameCp.tex @@ -126,8 +126,8 @@ $\chi_\ell$ 为第 $\ell$ 颗卫星在参考时刻的\emph{公共相位},由 \zeta_{\ell,p}^{\mathrm{ip}} \mathbf a_\ell(\boldsymbol\xi) s_p(t) - \exp\!\left\{ - j\!\left[ + \exp\left\{ + j\left[ \bar\nu_{\ell,p}t+\frac{1}{2}\dot\nu_\ell t^2 \right] \right\} @@ -228,7 +228,7 @@ CP 模型的干扰参数向量为 \begin{equation} \mathcal I_{\mathrm{e}} = - 2\Re\!\left\{ + 2\Re\left\{ \bar{\mathbf J}_{\eta}^{\Herm} \mathcal P^{\perp}_{\bar{\mathbf J}_{\psi}} \bar{\mathbf J}_{\eta} diff --git a/parts/sec7_userPositioning.tex b/parts/sec7_userPositioning.tex index b6d9f8f..09e3d46 100644 --- a/parts/sec7_userPositioning.tex +++ b/parts/sec7_userPositioning.tex @@ -23,15 +23,15 @@ \begin{equation} \mathbf u_\ell^{\mathrm{loc}}(\mathbf p)=\boldsymbol\Omega_\ell^\Tran\mathbf u_\ell(\mathbf p), \qquad - \alpha_\ell^{\mathrm{loc}}=\operatorname{atan2}\!\big(u^{\mathrm{loc}}_{\ell,2},u^{\mathrm{loc}}_{\ell,1}\big), + \alpha_\ell^{\mathrm{loc}}=\operatorname{atan2}\big(u^{\mathrm{loc}}_{\ell,2},u^{\mathrm{loc}}_{\ell,1}\big), \qquad - \beta_\ell^{\mathrm{loc}}=\arcsin\!\big(u^{\mathrm{loc}}_{\ell,3}\big), + \beta_\ell^{\mathrm{loc}}=\arcsin\big(u^{\mathrm{loc}}_{\ell,3}\big), \end{equation} % 并据此代入与第~\ref{subsec:single_arr_array_model} 小节完全相同的 \gls{ula}/\gls{upa} 阵列导向模板,得到本地导向矢量 % \begin{equation} - \mathbf a_\ell(\mathbf p)\triangleq\mathbf a_\ell\!\big(\alpha_\ell^{\mathrm{loc}}(\mathbf p),\beta_\ell^{\mathrm{loc}}(\mathbf p)\big)\in\mathbb C^{M_\ell\times1}. + \mathbf a_\ell(\mathbf p)\triangleq\mathbf a_\ell\big(\alpha_\ell^{\mathrm{loc}}(\mathbf p),\beta_\ell^{\mathrm{loc}}(\mathbf p)\big)\in\mathbb C^{M_\ell\times1}. \end{equation} % 也即\emph{每阵列内部仍是平面波模型,阵列导向 $\mathbf a_\ell$ 的形式一字不改};变的只是``本地角由 $\mathbf p$ 而非 $\boldsymbol\xi$ 诱导''。