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雷达海杂波:建模与目标检测
第1章 绪论·································································································1
1.1 前言···································································································2 1.2 海上监视雷达·······················································································2 1.3 海表面································································································3 1.4 海杂波特性··························································································4 1.5 海杂波建模··························································································5 1.5.1 基于电磁散射的物理建模································································6 1.5.2 基于海杂波观测的经验建模·····························································7 1.6 数据集································································································7 1.6.1 Ingara X波段数据集·······································································7 1.6.2 CSIR X波段数据集········································································8 1.7 本书结构·····························································································8 参考文献····································································································9 第2章 单基地海杂波···················································································11 2.1 概述··································································································12 2.2 平均后向散射······················································································13 2.2.1 异常传播····················································································15 2.2.2 多径散射····················································································16 2.2.3 GO-SSA平均后向散射模型····························································19 2.3 幅度分布····························································································21 2.3.1 分布模型····················································································24 2.3.2 拟合案例····················································································30 2.3.3 等效形状参数关系········································································31 2.4 海尖峰特性·························································································32 2.5 多普勒特性·························································································35 2.5.1 相干幅度统计特性········································································37 2.5.2 平均多普勒谱··············································································39 2.5.3 时变且随距离变化的谱··································································40 2.6 纹理相关性·························································································43 参考文献···································································································45 第3章 双基地海杂波···················································································50 3.1 概述··································································································51 3.2 双基地几何结构···················································································51 3.3 有源双基地雷达···················································································54 3.3.1 海杂波测量·················································································54 3.3.2 平面内反射系数测量·····································································56 3.3.3 平面外反射系数测量·····································································57 3.3.4 幅度统计特性··············································································59 3.3.5 相关性·······················································································60 3.3.6 多普勒谱····················································································61 3.3.7 海尖峰·······················································································63 3.4 无源双基地雷达···················································································64 3.4.1 海杂波测量·················································································65 3.4.2 数据处理····················································································68 3.4.3 时延/多普勒域的幅度统计特性·······················································70 3.4.4 时域幅度统计特性和相关性····························································71 3.4.5 多普勒谱····················································································75 3.4.6 总结··························································································77 3.5 关于双基地海杂波的讨论·······································································78 参考文献···································································································78 第4章 参数化建模······················································································81 4.1 概述··································································································82 4.2 单基地平均后向散射·············································································82 4.2.1 英国皇家雷达研究院(RRE)模型···················································83 4.2.2 Sittrop模型·················································································83 4.2.3 佐治亚理工学院(GIT)模型··························································84 4.2.4 混合(Hybrid)模型·····································································85 4.2.5 技术服务公司(TSC)模型····························································86 4.2.6 Masuko模型················································································87 4.2.7 Ingara成像雷达系统集团(IRSG)模型············································88 4.2.8 美国海军研究实验室(NRL)模型···················································90 4.2.9 澳大利亚国防科技集团(DSTG)平均后向散射连续模型······················90 4.3 双基地平均反射系数·············································································93 4.3.1 平面内散射·················································································93 4.3.2 平面外散射·················································································96 4.4 K分布形状参数····················································································96 4.4.1 小擦地角模型··············································································97 4.4.2 DSTG连续形状参数模型·······························································98 4.5 多普勒谱··························································································101 4.5.1 平均多普勒谱模型······································································101 4.5.2 时域去相关模型·········································································104 4.5.3 演化多普勒谱模型······································································104 4.6 空间相关性·······················································································112 参考文献·································································································114 第5章 海杂波仿真····················································································117 5.1 概述································································································118 5.2 均匀多普勒谱····················································································118 5.3 演化多普勒谱····················································································122 5.3.1 频域仿真··················································································122 5.3.2 时域仿真··················································································124 5.3.3 多相位中心···············································································125 5.3.4 扫描雷达场景············································································126 5.3.5 仿真案例··················································································128 5.4 其他仿真算法····················································································132 5.4.1 空时有限杂波(STLC)模型························································132 5.4.2 复合G2模型·············································································135 5.4.3 算法比较··················································································137 5.4.4 总结························································································146 参考文献·································································································146 第6章 性能预测建模·················································································149 6.1 概述································································································150 6.2 雷达距离方程····················································································151 6.3 非相干处理·······················································································153 6.3.1 恒定目标··················································································155 6.3.2 起伏目标··················································································156 6.3.3 复合杂波··················································································157 6.3.4 相关回波··················································································158 6.4 相干处理··························································································161 6.4.1 多普勒滤波···············································································162 6.4.2 自适应处理···············································································164 6.5 端到端雷达性能评估···········································································167 6.5.1 雷达性能案例············································································168 6.5.2 仿真性能预测············································································173 6.5.3 讨论························································································175 参考文献·································································································176 第7章 海上目标检测技术··········································································179 7.1 概述································································································180 7.2 非相干检测·······················································································181 7.2.1 杂波统计特性············································································181 7.2.2 恒虚警概率检测器······································································184 7.2.3 空间相关杂波背景下CA-CFAR的检测性能·····································186 7.2.4 扫描间处理···············································································187 7.2.5 其他方法··················································································189 7.3 Pareto CFAR检测器············································································190 7.3.1 Pareto Ⅰ型变换CFAR································································191 7.3.2 Pareto Ⅰ型完全充分统计量··························································191 7.3.3 Pareto Ⅱ型变换CFAR································································192 7.3.4 Pareto Ⅱ型贝叶斯CFAR·····························································193 7.3.5 检测结果··················································································194 7.3.6 总结························································································197 7.4 相干检测··························································································197 7.4.1 多通道雷达···············································································197 7.4.2 相干检测策略············································································199 7.4.3 预多普勒白化············································································199 7.4.4 后多普勒检测············································································201 7.4.5 后多普勒白化············································································201 7.4.6 基于模型的检测·········································································202 7.4.7 多普勒谱混叠············································································203 7.5 非均匀环境下的检测···········································································204 7.5.1 单一数据集检测器······································································204 7.5.2 固定尺度混合············································································205 7.5.3 可变尺度混合············································································206 7.5.4 纹理估计和归一化混合································································206 7.5.5 检测结果··················································································207 参考文献·································································································210 第8章 目标检测的新方法··········································································214 8.1 时间/频率目标分离·············································································215 8.1.1 子带分解与重构·········································································216 8.1.2 子带选取··················································································218 8.1.3 检测性能··················································································220 8.1.4 总结和展望···············································································222 8.2 稀疏信号分离····················································································222 8.2.1 调谐Q小波变换········································································223 8.2.2 短时傅里叶变换·········································································223 8.2.3 检测方法··················································································226 8.2.4 检测性能··················································································230 8.2.5 总结和展望···············································································232 8.3 字典学习··························································································232 8.3.1 字典学习技术············································································233 8.3.2 性能评估··················································································234 8.3.3 检测性能··················································································236 8.3.4 总结和展望···············································································237 8.4 检测前跟踪·······················································································238 8.4.1 数学模型··················································································238 8.4.2 检测滤波前的伯努利跟踪·····························································240 8.4.3 仿真细节··················································································241 8.4.4 检测和跟踪性能·········································································242 8.4.5 总结和展望···············································································244 参考文献·································································································245 附录A 拟合优度指标·················································································250 A.1 卡方检验··························································································251 A.2 Kolmogorov-Smirnov(KS)检验···························································251 A.3 Bhattacharyya距离··············································································251 A.4 阈值误差··························································································252 参考文献·································································································252 附录B 演化多普勒谱的双峰参数································································253 附录C 大气和降水损失·············································································260
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