{"id":41725,"date":"2024-10-01T05:31:08","date_gmt":"2024-10-01T05:31:08","guid":{"rendered":"https:\/\/express24.ir\/d\/product\/%d8%aa%d8%b1%d8%ac%d9%85%d9%87-%d9%81%d8%a7%d8%b1%d8%b3%db%8c-%d9%85%d9%82%d8%a7%d9%84%d9%87-annz-%db%8c%da%a9-%d8%a7%d9%84%da%af%d9%88%d8%b1%db%8c%d8%aa%d9%85-%d8%aa%d8%ae%d9%85%db%8c%d9%86-%d8%ac\/"},"modified":"2024-10-01T05:31:09","modified_gmt":"2024-10-01T05:31:09","slug":"%d8%aa%d8%b1%d8%ac%d9%85%d9%87-%d9%81%d8%a7%d8%b1%d8%b3%db%8c-%d9%85%d9%82%d8%a7%d9%84%d9%87-annz-%db%8c%da%a9-%d8%a7%d9%84%da%af%d9%88%d8%b1%db%8c%d8%aa%d9%85-%d8%aa%d8%ae%d9%85%db%8c%d9%86-%d8%ac","status":"publish","type":"product","link":"https:\/\/express24.ir\/d\/product\/%d8%aa%d8%b1%d8%ac%d9%85%d9%87-%d9%81%d8%a7%d8%b1%d8%b3%db%8c-%d9%85%d9%82%d8%a7%d9%84%d9%87-annz-%db%8c%da%a9-%d8%a7%d9%84%da%af%d9%88%d8%b1%db%8c%d8%aa%d9%85-%d8%aa%d8%ae%d9%85%db%8c%d9%86-%d8%ac\/","title":{"rendered":"\u062a\u0631\u062c\u0645\u0647 \u0641\u0627\u0631\u0633\u06cc \u0645\u0642\u0627\u0644\u0647 ANNZ+: \u06cc\u06a9 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u062a\u062e\u0645\u06cc\u0646 \u062c\u0627\u0628\u062c\u0627\u06cc\u06cc \u0628\u0647 \u0642\u0631\u0645\u0632 \u0641\u062a\u0648\u0645\u062a\u0631\u06cc\u06a9 \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 \u0628\u0627 \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc \u062f\u0631 \u0628\u0631\u0631\u0633\u06cc PAU"},"content":{"rendered":"\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n
\u0639\u0646\u0648\u0627\u0646 \u0645\u0642\u0627\u0644\u0647 \u0628\u0647 \u0627\u0646\u06af\u0644\u06cc\u0633\u06cc <\/td>\nANNZ+: an enhanced photometric redshift estimation algorithm with applications on the PAU Survey<\/td>\n<\/tr>\n
\u0639\u0646\u0648\u0627\u0646 \u0645\u0642\u0627\u0644\u0647 \u0628\u0647 \u0641\u0627\u0631\u0633\u06cc <\/td>\n\u062a\u0631\u062c\u0645\u0647 \u0641\u0627\u0631\u0633\u06cc \u0645\u0642\u0627\u0644\u0647 ANNZ+: \u06cc\u06a9 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u062a\u062e\u0645\u06cc\u0646 \u062c\u0627\u0628\u062c\u0627\u06cc\u06cc \u0628\u0647 \u0642\u0631\u0645\u0632 \u0641\u062a\u0648\u0645\u062a\u0631\u06cc\u06a9 \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 \u0628\u0627 \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc \u062f\u0631 \u0628\u0631\u0631\u0633\u06cc PAU<\/td>\n<\/tr>\n
\u0646\u0648\u06cc\u0633\u0646\u062f\u06af\u0627\u0646 <\/td>\nImdad Mahmud Pathi, John Y. H. Soo, Mao Jie Wee, Sazatul Nadhilah Zakaria, Nur Azwin Ismail, Carlton M. Baugh, Giorgio Manzoni, Enrique Gaztanaga, Francisco J. Castander, Martin Eriksen, Jorge Carretero, Enrique Fernandez, Juan Garcia-Bellido, Ramon Miquel, Cristobal Padilla, Pablo Renard, Eusebio Sanchez, Ignacio Sevilla-Noarbe, Pau Tallada-Cresp\u00ed<\/td>\n<\/tr>\n
\u0641\u0631\u0645\u062a \u0645\u0642\u0627\u0644\u0647 \u0627\u0646\u06af\u0644\u06cc\u0633\u06cc <\/td>\nPDF<\/td>\n<\/tr>\n
\u0632\u0628\u0627\u0646 \u0645\u0642\u0627\u0644\u0647 \u062a\u062d\u0648\u06cc\u0644\u06cc <\/td>\n\u062a\u0631\u062c\u0645\u0647 \u0641\u0627\u0631\u0633\u06cc<\/td>\n<\/tr>\n
\u0641\u0631\u0645\u062a \u0645\u0642\u0627\u0644\u0647 \u062a\u0631\u062c\u0645\u0647 \u0634\u062f\u0647 <\/td>\n\u0628\u0647 \u0635\u0648\u0631\u062a \u0641\u0627\u06cc\u0644 \u0648\u0631\u062f<\/td>\n<\/tr>\n
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\u062a\u0639\u062f\u0627\u062f \u0635\u0641\u062d\u0627\u062a<\/td>\n37<\/td>\n<\/tr>\n
\u0644\u06cc\u0646\u06a9 \u062f\u0627\u0646\u0644\u0648\u062f \u0631\u0627\u06cc\u06af\u0627\u0646 \u0645\u0642\u0627\u0644\u0647 \u0627\u0646\u06af\u0644\u06cc\u0633\u06cc<\/td>\n\u062f\u0627\u0646\u0644\u0648\u062f \u0645\u0642\u0627\u0644\u0647<\/a><\/td>\n<\/tr>\n
\u062f\u0633\u062a\u0647 \u0628\u0646\u062f\u06cc \u0645\u0648\u0636\u0648\u0639\u0627\u062a <\/td>\nInstrumentation and Methods for Astrophysics,Cosmology and Nongalactic Astrophysics,\u0627\u0628\u0632\u0627\u0631 \u062f\u0642\u06cc\u0642 \u0648 \u0631\u0648\u0634 \u0647\u0627\u06cc \u0627\u062e\u062a\u0631\u0641\u06cc\u0632\u06cc\u06a9 , \u06a9\u06cc\u0647\u0627\u0646 \u0634\u0646\u0627\u0633\u06cc \u0648 \u0627\u062e\u062a\u0631\u0641\u06cc\u0632\u06cc\u06a9 \u063a\u06cc\u0631\u0642\u0627\u0646\u0648\u0646\u06cc ,<\/td>\n<\/tr>\n
\u062a\u0648\u0636\u06cc\u062d\u0627\u062a <\/td>\nSubmitted 16 September, 2024; originally announced September 2024. , Comments: 37 pages, 9 figures, submitted to JCAP<\/td>\n<\/tr>\n
\u062a\u0648\u0636\u06cc\u062d\u0627\u062a \u0628\u0647 \u0641\u0627\u0631\u0633\u06cc <\/td>\n\u0627\u0631\u0627\u0626\u0647 \u0634\u062f\u0647 16 \u0633\u067e\u062a\u0627\u0645\u0628\u0631 2024 \u061b\u062f\u0631 \u0627\u0628\u062a\u062f\u0627 \u062f\u0631 \u0633\u067e\u062a\u0627\u0645\u0628\u0631 2024 \u0627\u0639\u0644\u0627\u0645 \u0634\u062f. \u060c \u0646\u0638\u0631\u0627\u062a: 37 \u0635\u0641\u062d\u0647 \u060c 9 \u0634\u06a9\u0644 \u060c \u0628\u0647 JCAP \u0627\u0631\u0633\u0627\u0644 \u0634\u062f\u0647 \u0627\u0633\u062a<\/td>\n<\/tr>\n
\u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0628\u06cc\u0634\u062a\u0631 \u0627\u0632 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u062f\u0631 \u067e\u0627\u06cc\u06af\u0627\u0647 \u0647\u0627\u06cc \u0639\u0644\u0645\u06cc <\/td>\n\n INSPIRE HEP<\/a>
\n
\n NASA ADS<\/a>
\n
\n Google Scholar<\/a>
\n
\n Semantic Scholar<\/a>
\n
\n arXiv<\/a><\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n\r\n\r\n \r\n \r\n \r\n \r\n
\u0641\u0631\u0645\u062a \u0627\u0631\u0627\u0626\u0647 \u062a\u0631\u062c\u0645\u0647 \u0645\u0642\u0627\u0644\u0647 <\/td>\r\n \u062a\u062d\u0648\u06cc\u0644 \u0628\u0647 \u0635\u0648\u0631\u062a \u0641\u0627\u06cc\u0644 \u0648\u0631\u062f<\/td>\r\n <\/tr>\r\n
\u0632\u0645\u0627\u0646 \u062a\u062d\u0648\u06cc\u0644 \u062a\u0631\u062c\u0645\u0647 \u0645\u0642\u0627\u0644\u0647 <\/td>\r\n \u0628\u06cc\u0646 2 \u062a\u0627 3 \u0631\u0648\u0632 \u067e\u0633 \u0627\u0632 \u062b\u0628\u062a \u0633\u0641\u0627\u0631\u0634<\/td>\r\n <\/tr>\r\n\t
\u06a9\u06cc\u0641\u06cc\u062a \u062a\u0631\u062c\u0645\u0647 <\/td>\r\n \u0628\u0633\u06cc\u0627\u0631 \u0628\u0627\u0644\u0627. \u0645\u0642\u0627\u0644\u0647 \u0641\u0642\u0637 \u062a\u0648\u0633\u0637 \u0645\u062a\u0631\u062c\u0645\u06cc\u0646 \u0628\u0627 \u0645\u062f\u0631\u06a9 \u062f\u0627\u0646\u0634\u06af\u0627\u0647\u06cc \u0645\u062a\u0631\u062c\u0645\u06cc \u062a\u0631\u062c\u0645\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f.<\/td>\r\n <\/tr>\r\n\t\t
\u062c\u062f\u0627\u0648\u0644 \u0648 \u0641\u0631\u0645\u0648\u0644 \u0647\u0627 <\/td>\r\n \u06a9\u0644\u06cc\u0647 \u062c\u062f\u0627\u0648\u0644 \u0648 \u0641\u0631\u0645\u0648\u0644 \u0647\u0627 \u0646\u06cc\u0632 \u062f\u0631 \u0641\u0627\u06cc\u0644 \u062a\u062d\u0648\u06cc\u0644\u06cc \u0648\u0631\u062f \u062f\u0631\u062c \u0645\u06cc\u200c\u0634\u0648\u0646\u062f.<\/td>\r\n <\/tr>\r\n<\/table>\r\n\r\n\n

\u0686\u06a9\u06cc\u062f\u0647<\/h2>\n

ANNZ is a fast and simple algorithm which utilises artificial neural networks (ANNs), it was known as one of the pioneers of machine learning approaches to photometric redshift estimation decades ago. We enhanced the algorithm by introducing new activation functions like tanh, softplus, SiLU, Mish and ReLU variants; its new performance is then vigorously tested on legacy samples like the Luminous Red Galaxy (LRG) and Stripe-82 samples from SDSS, as well as modern galaxy samples like the Physics of the Accelerating Universe Survey (PAUS). This work focuses on testing the robustness of activation functions with respect to the choice of ANN architectures, particularly on its depth and width, in the context of galaxy photometric redshift estimation. Our upgraded algorithm, which we named ANNZ+, shows that the tanh and Leaky ReLU activation functions provide more consistent and stable results across deeper and wider architectures with > 1 per cent improvement in root-mean-square error ($\u03c3_{\\textrm{RMS}}$) and 68th percentile error ($\u03c3_{68}$) when tested on SDSS data sets. While assessing its capabilities in handling high dimensional inputs, we achieved an improvement of 11 per cent in $\u03c3_{\\textrm{RMS}}$ and 6 per cent in $\u03c3_{68}$ with the tanh activation function when tested on the 40-narrowband PAUS dataset; it even outperformed ANNZ2, its supposed successor, by 44 per cent in $\u03c3_{\\textrm{RMS}}$. This justifies the effort to upgrade the 20-year-old ANNZ, allowing it to remain viable and competitive within the photo-z community today. The updated algorithm ANNZ+ is publicly available at https:\/\/github.com\/imdadmpt\/ANNzPlus.<\/p>\n

\u0686\u06a9\u06cc\u062f\u0647 \u0628\u0647 \u0641\u0627\u0631\u0633\u06cc (\u062a\u0631\u062c\u0645\u0647 \u0645\u0627\u0634\u06cc\u0646\u06cc)<\/h2>\n

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\u0641\u06cc\u0632\u06cc\u06a9 \u0628\u0631\u0631\u0633\u06cc \u0634\u062a\u0627\u0628 \u062f\u0647\u0646\u062f\u0647 \u062c\u0647\u0627\u0646 (PAUS) \u0622\u0632\u0645\u0627\u06cc\u0634 \u0645\u06cc \u0634\u0648\u062f.\u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0628\u0631 \u0622\u0632\u0645\u0627\u06cc\u0634 \u0627\u0633\u062a\u062d\u06a9\u0627\u0645 \u062a\u0648\u0627\u0628\u0639 \u0641\u0639\u0627\u0644 \u0633\u0627\u0632\u06cc \u0628\u0627 \u062a\u0648\u062c\u0647 \u0628\u0647 \u0627\u0646\u062a\u062e\u0627\u0628 \u0645\u0639\u0645\u0627\u0631\u06cc \u0647\u0627\u06cc ANN \u060c \u0628\u0647 \u0648\u06cc\u0698\u0647 \u062f\u0631 \u0639\u0645\u0642 \u0648 \u0639\u0631\u0636 \u0622\u0646 \u060c \u062f\u0631 \u0632\u0645\u06cc\u0646\u0647 \u062a\u062e\u0645\u06cc\u0646 redshift \u0641\u0648\u062a\u0648\u0645\u062a\u0631\u06cc \u06a9\u0647\u06a9\u0634\u0627\u0646 \u0645\u062a\u0645\u0631\u06a9\u0632 \u0634\u062f\u0647 \u0627\u0633\u062a.\u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0628\u0647 \u0631\u0648\u0632 \u0634\u062f\u0647 \u0645\u0627 \u060c \u06a9\u0647 \u0645\u0627 \u0646\u0627\u0645 \u0622\u0646\u0632+\u0631\u0627 \u0646\u0627\u0645\u06af\u0630\u0627\u0631\u06cc \u06a9\u0631\u062f\u06cc\u0645 \u060c \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f \u06a9\u0647 \u062a\u0648\u0627\u0628\u0639 \u0641\u0639\u0627\u0644 \u0633\u0627\u0632\u06cc RELU TANH \u0648 Leaky \u0646\u062a\u0627\u06cc\u062c \u0633\u0627\u0632\u06af\u0627\u0631 \u062a\u0631 \u0648 \u067e\u0627\u06cc\u062f\u0627\u0631\u062a\u0631 \u0631\u0627 \u062f\u0631 \u0645\u0639\u0645\u0627\u0631\u06cc \u0647\u0627\u06cc \u0639\u0645\u06cc\u0642 \u062a\u0631 \u0648 \u06af\u0633\u062a\u0631\u062f\u0647 \u062a\u0631 \u0628\u0627> 1 \u062f\u0631\u0635\u062f \u0628\u0647\u0628\u0648\u062f \u062f\u0631 \u062e\u0637\u0627\u06cc \u0645\u0631\u0628\u0639 \u0631\u06cc\u0634\u0647 ($ \u03c3 _ {\\ textrm {RMS \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u0646\u062f.} $) \u0648 \u062e\u0637\u0627\u06cc \u0635\u062f\u06a9 68 ($ \u03c3_ {68} $) \u0647\u0646\u06af\u0627\u0645 \u0622\u0632\u0645\u0627\u06cc\u0634 \u062f\u0631 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc SDSS.\u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 \u062a\u0648\u0627\u0646\u0627\u06cc\u06cc \u0647\u0627\u06cc \u0622\u0646 \u0631\u0627 \u062f\u0631 \u0631\u0633\u06cc\u062f\u06af\u06cc \u0628\u0647 \u0648\u0631\u0648\u062f\u06cc \u0647\u0627\u06cc \u0627\u0628\u0639\u0627\u062f\u06cc \u0628\u0627\u0644\u0627 \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u060c \u0645\u0627 11 \u062f\u0631\u0635\u062f \u062f\u0631 $ \u03c3 _ {\\ textrm {rms}}} $ \u0648 6 \u062f\u0631\u0635\u062f \u062f\u0631 $ \u03c3_ {68} $ \u0628\u0627 \u0639\u0645\u0644\u06a9\u0631\u062f \u0641\u0639\u0627\u0644 \u0633\u0627\u0632\u06cc TANH \u0647\u0646\u06af\u0627\u0645 \u0622\u0632\u0645\u0627\u06cc\u0634 \u0631\u0648\u06cc 40 \u0628\u0647 \u062f\u0633\u062a \u0622\u0648\u0631\u062f\u06cc\u0645.\u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 PAUS -NARROWBAND \u061b\u0627\u06cc\u0646 \u062d\u062a\u06cc \u0627\u0632 ANNZ2 \u060c \u062c\u0627\u0646\u0634\u06cc\u0646 \u0641\u0631\u0636 \u0634\u062f\u0647 \u062e\u0648\u062f \u060c 44 \u062f\u0631\u0635\u062f \u062f\u0631 $ \u03c3 _ {\\ textrm {rms}} $ \u0628\u0647\u062a\u0631 \u0639\u0645\u0644 \u06a9\u0631\u062f.\u0627\u06cc\u0646 \u0627\u0645\u0631 \u062a\u0644\u0627\u0634 \u0628\u0631\u0627\u06cc \u0628\u0647 \u0631\u0648\u0632\u0631\u0633\u0627\u0646\u06cc ANNZ 20 \u0633\u0627\u0644\u0647 \u0631\u0627 \u062a\u0648\u062c\u06cc\u0647 \u0645\u06cc \u06a9\u0646\u062f \u060c \u0648 \u0628\u0647 \u0622\u0646 \u0627\u062c\u0627\u0632\u0647 \u0645\u06cc \u062f\u0647\u062f \u062a\u0627 \u062f\u0631 \u062c\u0627\u0645\u0639\u0647 Photo-Z \u0627\u0645\u0631\u0648\u0632 \u0632\u0646\u062f\u0647 \u0648 \u0631\u0642\u0627\u0628\u062a\u06cc \u0628\u0627\u0642\u06cc \u0628\u0645\u0627\u0646\u062f.\u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0628\u0647 \u0631\u0648\u0632 \u0634\u062f\u0647 Annz+ \u062f\u0631 https:\/\/github.com\/imdadmpt\/annzplus \u0628\u0647 \u0635\u0648\u0631\u062a \u0639\u0645\u0648\u0645\u06cc \u062f\u0631 \u062f\u0633\u062a\u0631\u0633 \u0627\u0633\u062a.<\/p>\n\r\n\r\n \r\n \r\n \r\n \r\n
\u0641\u0631\u0645\u062a \u0627\u0631\u0627\u0626\u0647 \u062a\u0631\u062c\u0645\u0647 \u0645\u0642\u0627\u0644\u0647 <\/td>\r\n \u062a\u062d\u0648\u06cc\u0644 \u0628\u0647 \u0635\u0648\u0631\u062a \u0641\u0627\u06cc\u0644 \u0648\u0631\u062f<\/td>\r\n <\/tr>\r\n
\u0632\u0645\u0627\u0646 \u062a\u062d\u0648\u06cc\u0644 \u062a\u0631\u062c\u0645\u0647 \u0645\u0642\u0627\u0644\u0647 <\/td>\r\n \u0628\u06cc\u0646 2 \u062a\u0627 3 \u0631\u0648\u0632 \u067e\u0633 \u0627\u0632 \u062b\u0628\u062a \u0633\u0641\u0627\u0631\u0634<\/td>\r\n <\/tr>\r\n\t
\u06a9\u06cc\u0641\u06cc\u062a \u062a\u0631\u062c\u0645\u0647 <\/td>\r\n \u0628\u0633\u06cc\u0627\u0631 \u0628\u0627\u0644\u0627. \u0645\u0642\u0627\u0644\u0647 \u0641\u0642\u0637 \u062a\u0648\u0633\u0637 \u0645\u062a\u0631\u062c\u0645\u06cc\u0646 \u0628\u0627 \u0645\u062f\u0631\u06a9 \u062f\u0627\u0646\u0634\u06af\u0627\u0647\u06cc \u0645\u062a\u0631\u062c\u0645\u06cc \u062a\u0631\u062c\u0645\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f.<\/td>\r\n <\/tr>\r\n\t\t
\u062c\u062f\u0627\u0648\u0644 \u0648 \u0641\u0631\u0645\u0648\u0644 \u0647\u0627 <\/td>\r\n \u06a9\u0644\u06cc\u0647 \u062c\u062f\u0627\u0648\u0644 \u0648 \u0641\u0631\u0645\u0648\u0644 \u0647\u0627 \u0646\u06cc\u0632 \u062f\u0631 \u0641\u0627\u06cc\u0644 \u062a\u062d\u0648\u06cc\u0644\u06cc \u0648\u0631\u062f \u062f\u0631\u062c \u0645\u06cc\u200c\u0634\u0648\u0646\u062f.<\/td>\r\n <\/tr>\r\n<\/table>\r\n\r\n\n","protected":false},"excerpt":{"rendered":"

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