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Learning from nature: insights into GraphDOP's representations of the Earth System by Lean, Peter, Alexe, Mihai, Boucher, Eulalie, Pinnington, Ewan, Lang, Simon, Laloyaux, Patrick, Bormann, Niels, McNally, Anthony

Published 2025

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Using data assimilation tools to dissect GraphDOP by Laloyaux, Patrick, Alexe, Mihai, Boucher, Eulalie, Lean, Peter, Pinnington, Ewan, Lang, Simon, Necker, Tobias, McNally, Anthony

Published 2025

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Learning Coupled Earth System Dynamics with GraphDOP by Boucher, Eulalie, Alexe, Mihai, Lean, Peter, Pinnington, Ewan, Lang, Simon, Laloyaux, Patrick, Zampieri, Lorenzo, de Rosnay, Patricia, Bormann, Niels, McNally, Anthony

Published 2025

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Data driven weather forecasts trained and initialised directly from observations by McNally, Anthony, Lessig, Christian, Lean, Peter, Boucher, Eulalie, Alexe, Mihai, Pinnington, Ewan, Chantry, Matthew, Lang, Simon, Burrows, Chris, Chrust, Marcin, Pinault, Florian, Villeneuve, Ethel, Bormann, Niels, Healy, Sean

Published 2024

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GraphDOP: Towards skilful data-driven medium-range weather forecasts learnt and initialised directly from observations by Alexe, Mihai, Boucher, Eulalie, Lean, Peter, Pinnington, Ewan, Laloyaux, Patrick, McNally, Anthony, Lang, Simon, Chantry, Matthew, Burrows, Chris, Chrust, Marcin, Pinault, Florian, Villeneuve, Ethel, Bormann, Niels, Healy, Sean

Published 2024

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Masked Autoencoders for Microscopy are Scalable Learners of Cellular Biology by Kraus, Oren, Kenyon-Dean, Kian, Saberian, Saber, Fallah, Maryam, McLean, Peter, Leung, Jess, Sharma, Vasudev, Khan, Ayla, Balakrishnan, Jia, Celik, Safiye, Beaini, Dominique, Sypetkowski, Maciej, Cheng, Chi Vicky, Morse, Kristen, Makes, Maureen, Mabey, Ben, Earnshaw, Berton

Published 2024

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if (filemtime($filename) + $maxlifetime < time()) { unlink($filename); $count++; } } return $count; } /** * A function that is called internally when session data is to be saved. * * @param string $sessId The current session ID * @param string $data The session data to write * * @return bool */ protected function saveSession($sessId, $data): bool { $sessFile = $this->path . '/sess_' . $sessId; if ($handle = fopen($sessFile, 'w')) { $return = false; // Lock the file for exclusive access to avoid issues with multiple // processes writing session simultaneously: if (flock($handle, LOCK_EX)) { $return = fwrite($handle, $data); // Make sure that there's no trailing data by truncating the file to // the correct length: ftruncate($handle, strlen($data)); fflush($handle); flock($handle, LOCK_UN); } fclose($handle); if ($return !== false) { return true; } } // If we got this far, something went wrong with the file output... // It is tempting to throw an exception here, but this code is called // outside of the context of exception handling, so all we can do is // echo a message.

// Anecdotal testing Today and Yesterday seems to indicate destroy() // is called by the garbage collector and everything is good. // Something to keep in mind though. return 0; } /** * Write function that is called when session data is to be saved. * * @param string $sessId The current session ID * @param string $data The session data to write * * @return bool */ public function write($sessId, $data): bool { if ($this->writesDisabled) { return true; } return $this->saveSession($sessId, $data); } /** * A function that is called internally when session data is to be saved. * * @param string $sessId The current session ID * @param string $data The session data to write * * @return bool */ abstract protected function saveSession($sessId, $data): bool; }

* * @return void */ public function writeClose() { // The assumption is that we're using PHP's ext/session. // session_write_close() will actually overwrite $_SESSION with an // empty array on completion -- which leads to a mismatch between what // is in the storage object and $_SESSION. To get around this, we // temporarily reset $_SESSION to an array, and then re-link it to // the storage object. // // Additionally, while you _can_ write to $_SESSION following a // session_write_close() operation, no changes made to it will be // flushed to the session handler. As such, we now mark the storage // object isImmutable. $storage = $this->getStorage(); if (! $storage->isImmutable()) { $_SESSION = $storage->toArray(true); session_write_close(); $storage->fromArray($_SESSION); $storage->markImmutable(); } } /** * Attempt to set the session name * * If the session has already been started, or if the name provided fails * validation, an exception will be raised. * * @param string $name * @return SessionManager * @throws Exception\InvalidArgumentException */ public function setName($name) { if ($this->sessionExists()) { throw new Exception\InvalidArgumentException( 'Cannot set session name after a session has already started'

Environment & details:

GET Data

Key	Value
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POST Data empty

Files empty

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Session

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Environment Variables empty

Registered Handlers

0. Whoops\Handler\PrettyPageHandler

Environment & details:

GET Data

Key	Value
author	"Lean, Peter"

POST Data empty

Files empty

Cookies empty

Session

Key	Value
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Search	Laminas\Stdlib\ArrayObject {#1265}
FlashMessenger	Laminas\Stdlib\ArrayObject {#1379}
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Server/Request Data

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HTTP_USER_AGENT	"Mozilla/5.0 AppleWebKit/537.36 (KHTML, like Gecko; compatible; ClaudeBot/1.0; +claudebot@anthropic.com)"
HTTP_ACCEPT_ENCODING	"gzip, br, zstd, deflate"
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PATH	"/usr/local/sbin:/usr/local/bin:/usr/sbin:/usr/bin:/snap/bin"
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SERVER_ADMIN	"admin@localhost"
SCRIPT_FILENAME	"/usr/local/vufind/public/index.php"
REMOTE_PORT	"52334"
REDIRECT_URL	"/Author/Home"
REDIRECT_QUERY_STRING	"author=Lean%2C+Peter"
GATEWAY_INTERFACE	"CGI/1.1"
SERVER_PROTOCOL	"HTTP/1.1"
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QUERY_STRING	"author=Lean%2C+Peter"
REQUEST_URI	"/Author/Home?author=Lean%2C+Peter"
SCRIPT_NAME	"/index.php"
PHP_SELF	"/index.php"
REQUEST_TIME_FLOAT	1785076030.8762
REQUEST_TIME	1785076030

Environment Variables empty

Registered Handlers

0. Whoops\Handler\PrettyPageHandler

Search Results - Lean, Peter

Learning from nature: insights into GraphDOP's representations of the Earth System by Lean, Peter, Alexe, Mihai, Boucher, Eulalie, Pinnington, Ewan, Lang, Simon, Laloyaux, Patrick, Bormann, Niels, McNally, Anthony

Using data assimilation tools to dissect GraphDOP by Laloyaux, Patrick, Alexe, Mihai, Boucher, Eulalie, Lean, Peter, Pinnington, Ewan, Lang, Simon, Necker, Tobias, McNally, Anthony

Learning Coupled Earth System Dynamics with GraphDOP by Boucher, Eulalie, Alexe, Mihai, Lean, Peter, Pinnington, Ewan, Lang, Simon, Laloyaux, Patrick, Zampieri, Lorenzo, de Rosnay, Patricia, Bormann, Niels, McNally, Anthony

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