|
71 | 71 | \section{Synoptic Sky Surveying at Universal Cadence} |
72 | 72 | \def\secname{intro:baseline}\label{sec:\secname} |
73 | 73 |
|
| 74 | +\credit{ivezic}, |
| 75 | +\credit{drphilmarshall}, |
| 76 | +\credit{michaelstrauss} |
| 77 | + |
| 78 | + |
74 | 79 | The LSST defined a so-called ``baseline cadence'', described in the |
75 | 80 | \href{http://adsabs.harvard.edu/abs/2008arXiv0805.2366I}{LSST overview |
76 | 81 | paper} and Chapter 3 of the Science Book. This was used |
@@ -153,32 +158,33 @@ \section{Synoptic Sky Surveying at Universal Cadence} |
153 | 158 | \section{Evaluating and Optimizing the LSST Observing Strategy} |
154 | 159 | \def\secname{intro:evaluation}\label{sec:\secname} |
155 | 160 |
|
156 | | -The next step is to quantify how well any given realization of the |
157 | | -LSST observing strategy (i.e., an output of \OpSim) supports the (many) |
| 161 | +\credit{drphilmarshall} |
| 162 | + |
| 163 | +Given a realization of the LSST observing strategy (i.e., an output of |
| 164 | +\OpSim), our first task is to quantify how well it supports the (many) |
158 | 165 | science projects that LSST will enable. As the algorithms controlling |
159 | | -\OpSim are varied, some projects will benefit, while others may |
160 | | -suffer. By quantifying this for each projects, we can determine which cadence |
| 166 | +\OpSim are varied, some projects will benefit, while others may suffer. |
| 167 | +By quantifying this for each projects, we can determine which cadence |
161 | 168 | maximizes the science potential overall of the project. |
162 | 169 |
|
163 | | -Therefore, we need |
164 | | -a {\it science-based evaluation of the baseline |
165 | | -LSST observing strategy and its variants}. After simulating a sample |
| 170 | +Therefore, we need a {\it science-based evaluation of the baseline LSST |
| 171 | +observing strategy and its variants}. After simulating a sample |
166 | 172 | observing schedule consistent with this strategy (see |
167 | 173 | \autoref{chp:cadexp}), we then need to quantify its value to each |
168 | | -science team. This is what the LSST Simulations team's ``Metric Analysis |
169 | | -Framework'' was designed to enable: science case investigators can |
170 | | -now design quantitative evaluations of the outputs of \OpSim, to answer |
171 | | -the question, ``how good would that observing strategy be, for my |
| 174 | +science team. This is what the LSST Simulations team's ``Metric |
| 175 | +Analysis Framework'' was designed to enable: science case investigators |
| 176 | +can now design quantitative evaluations of the outputs of \OpSim, to |
| 177 | +answer the question, ``how good would that observing strategy be, for my |
172 | 178 | science?'' These ``metrics'' can be coded against the \MAF API, and |
173 | 179 | shared among the LSST science community at the |
174 | 180 | \href{https://sims-maf.lsst.io/metricList.html#contributed-mafcontrib-metrics}{\simsMafContrib} |
175 | | -online repository. All of the \MAF metrics described in this paper can be |
176 | | -found there. |
| 181 | +online repository. All of the \MAF metrics described in this paper can |
| 182 | +be found there. |
177 | 183 |
|
178 | 184 | Once the fiducial strategy has |
179 | 185 | been evaluated in this way, then any other strategy can be evaluated |
180 | | -in the same terms, using the same code. We will then be able to %start |
181 | | -optimize the strategy through iterations between \OpSim and \MAF. |
| 186 | +in the same terms, using the same code. We will then be able to iterate towards an |
| 187 | +science-optimized strategy. |
182 | 188 |
|
183 | 189 | With this program in mind, it makes sense to define {\it one ``Figure |
184 | 190 | of Merit'' (FoM) per science project}, that captures the value of the |
@@ -229,23 +235,42 @@ \section{Influencing the LSST Observing Schedule} |
229 | 235 | the findings presented in this paper be taken forward? |
230 | 236 |
|
231 | 237 | In this section we describe the mechanisms by which community input to |
232 | | -the developing observing schedule will be absorbed, and then explain how |
| 238 | +the developing observing schedule will be absorbed, and explain how |
233 | 239 | we will distil the vital information that the project needs from our |
234 | | -\OpSim / \MAF analyses. |
| 240 | +\OpSim / \MAF analyses. We then provide a target timeline for the provision of community input. |
235 | 241 |
|
236 | 242 | % - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - |
237 | 243 |
|
238 | 244 | \subsection{How will the results of our analyses be used?} |
239 | 245 | \label{sec:\secname:useage} |
240 | 246 |
|
241 | | -% Beth to write this, with Andy Connolly and guidance from |
242 | | -% Michael Strauss and the SAC. |
| 247 | +\credit{bethwillman}, \credit{connolly}, \credit{ivezic} |
| 248 | + |
| 249 | +Through the end of construction and commissioning, this community |
| 250 | +Observing Strategy White Paper will remain a living document that is |
| 251 | +{\it the vehicle for the community to communicate to the LSST Project |
| 252 | +regarding the Wide-Fast-Deep and mini-survey observing strategies.} |
| 253 | +{\it The Project Scientist will synthesize and act on the results |
| 254 | +presented in this paper,} with support from the Science Advisory |
| 255 | +Committee and Survey Strategy Committee (see below). |
| 256 | + |
| 257 | +As described in the LSST Operations Plan (LPM-181), the observing |
| 258 | +strategy will continue to be refined and optimized during operations: |
| 259 | +the Survey Scientist will chair a survey evaluation working group that |
| 260 | +will evaluate quarterly the current and expected performance of the |
| 261 | +survey and scheduler software. This group may include representation |
| 262 | +from the Survey Support Scientist, the Pipelines and Data Products |
| 263 | +group, the Data Processing group, the Camera team, and science |
| 264 | +community. The science community representation may be implemented as a |
| 265 | +sub-group of the Science Advisory Committee. |
243 | 266 |
|
244 | 267 | % - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - |
245 | 268 |
|
246 | | -\subsection{Science Case Conclusions} |
| 269 | +\subsection{Communicating via Science Case Conclusions} |
247 | 270 | \label{sec:\secname:caseConclusions} |
248 | 271 |
|
| 272 | +\credit{ivezic} |
| 273 | + |
249 | 274 | In order to consolidate the various constraints on the observing |
250 | 275 | strategy by different science cases, and provide high signal to noise |
251 | 276 | data for the project to take forward, each science case will answer ten |
@@ -331,6 +356,127 @@ \subsection{Science Case Conclusions} |
331 | 356 | \navigationbar |
332 | 357 |
|
333 | 358 |
|
| 359 | +% - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - |
| 360 | + |
| 361 | +\subsection{Timeline} |
| 362 | +\label{sec:\secname:timeline} |
| 363 | + |
| 364 | +\credit{connolly}, |
| 365 | +\credit{drphilmarshall} |
| 366 | + |
| 367 | +%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% |
| 368 | +\begin{figure}[ht!] |
| 369 | +\includegraphics[angle=0,width=0.9\linewidth,clip]{figs/opsim_timeline.pdf} |
| 370 | +\caption{Target timeline for the iterated optimization of the LSST observing strategy through 2020.} |
| 371 | +\label{fig:timeline} |
| 372 | +\end{figure} |
| 373 | +%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% |
| 374 | + |
| 375 | +The intersection between the community and the scheduler development, |
| 376 | +and the expected support that can be provided by the Project, is |
| 377 | +outlined in \autoref{fig:timeline}. From the point of view of the community, this timeline contains a number of interesting features: |
| 378 | + |
| 379 | +\begin{description} |
| 380 | + |
| 381 | +\item{\textbf{Update of the Baseline Cadence and Exploration of Rolling |
| 382 | +Cadences.}} During development of version 1.0 of this white paper, the |
| 383 | +Project has been developing an enhanced operations simulator code, |
| 384 | +\OpSim~4. This will be used to generate, by September 2017, a new set of |
| 385 | +observing strategies, including some that have a ``rolling cadence'' |
| 386 | +component. This is in response to the results presented in the science |
| 387 | +chapters of this paper. Analysis of these simulations would form the |
| 388 | +backbone of an updated, version 2.0 of this white paper, with existing |
| 389 | +science cases being updated to include quantitative assessment of the |
| 390 | +new \OpSim~4 simulations, and new science cases being identified and |
| 391 | +investigated. |
| 392 | + |
| 393 | +\item{\textbf{The definition of the Deep Drilling Fields (DDFs) and |
| 394 | +associated cadences.}} The September 2017 simulations will all continue |
| 395 | +to use the baseline DDF cadence. However, by September 2017, the LSST |
| 396 | +will issue a call for proposals to define the cadence and properties of |
| 397 | +the currently selected DDFs, and to propose a new set of DDFs. To enable |
| 398 | +this, the project will publish the known boundary conditions for |
| 399 | +additional DDFs (e.g.\ the definition of a DDF, the current division of |
| 400 | +survey time, constraints on the number of filter exchanges that can be |
| 401 | +accomplished within a night, the expected range of integration times). |
| 402 | +This call will include a request to describe the science objectives of |
| 403 | +new DDFs, the position on the sky of these DDFs, the depth required as a |
| 404 | +function of filter, the required cadence of observations, and the |
| 405 | +metrics that will demonstrate that the DDF observations meet their |
| 406 | +science requirements (these metrics do not need to be written within the |
| 407 | +framework of \MAF). Delivery of these white papers by the community will |
| 408 | +expected by the end of 2017. The LSST Observing Strategy GitHub |
| 409 | +repository can support the development and aggregation of these DDF |
| 410 | +white papers. The SAC will be asked to make a recommendation to the |
| 411 | +project by the end of April 2018 on which DDFs and cadences should be |
| 412 | +considered, and the project will respond to these recommendations by |
| 413 | +September 2018. The Project's ``SOCS and Scheduler'' team will support |
| 414 | +this effort by evaluating the proposed cadences and DDFs. This may be in |
| 415 | +the form of simulations (for new cadence proposals) or through an |
| 416 | +evaluation of the visibility and properties of the fields relative to |
| 417 | +the nominal performance of the LSST system. |
| 418 | + |
| 419 | +\item \textbf{The definition of Figures of Merit (FOMs) for the LSST |
| 420 | +survey strategy}. By September 2018 the project will issue a request to |
| 421 | +to the community to update this Observing Strategy white paper with |
| 422 | +\MAF-coded Figures of Merit, to evaluate both the Wide-Fast-Deep and the |
| 423 | +mini-surveys (Galactic plane, Northern Ecliptic Spur, South Celestial |
| 424 | +Cap) for their impacts on specific science cases. These FOMs will be |
| 425 | +required for the Project to evaluate the efficacy of different survey |
| 426 | +strategies on a range of LSST science (e.g.\ the trade-off between a |
| 427 | +rolling cadence for supernova classification vs transient detection or |
| 428 | +long period variability will need to be explored quantitatively). The |
| 429 | +requested delivery date for these \MAF FOMs into the Observing Strategy |
| 430 | +White Paper will be April 2019. This will leave time for a Survey |
| 431 | +Strategy Committee (see below) to undertake trade studies that |
| 432 | +incorporate the community-provided FOMs. Details of the design of the |
| 433 | +FOMs (including units, thresholds, speed) will be described at a later |
| 434 | +date (prior to September 2018). If Project resources can be allocated to |
| 435 | +the process, then the SOCS and Scheduler team will support the writing |
| 436 | +of the FOMs with advice and tutorials on the use of \OpSim~4~v1.4, but |
| 437 | +the Observing Strategy white paper community will be expected to deliver |
| 438 | +their metrics as \MAF code. |
| 439 | + |
| 440 | +\item \textbf{Establishment of a Survey Strategy Committee (SSC)}. Given |
| 441 | +the delivery of the FOMs, the project will establish a committee by July |
| 442 | +2019 to evaluate competing survey strategy proposals and to propose a |
| 443 | +survey strategy for commissioning and operation of the full LSST camera. |
| 444 | +This committee will be chaired by the LSST Project Scientist and be |
| 445 | +comprised of project and non-project personnel. The SAC will be asked to |
| 446 | +make recommendations for committee membership. The SSC will report to |
| 447 | +the LSST Director until the end of LSST construction and commissioning. |
| 448 | +In December 2019, based on the recommendation made by the SSC, the |
| 449 | +project will announce an initial survey strategy and publish a baseline |
| 450 | +simulation that reproduces that strategy. If Project resources can be |
| 451 | +allocated to the process, then the SOCS and Scheduler team might support |
| 452 | +the committee by helping to generate the proposed survey strategies. |
| 453 | + |
| 454 | +\end{description} |
| 455 | + |
| 456 | +%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% |
| 457 | +\begin{figure}[t!] |
| 458 | +\includegraphics[angle=0,width=0.9\linewidth,clip]{figs/opsim_timeline.pdf} |
| 459 | +\caption{Target timeline for the iterated optimization of the LSST observing strategy through 2020.} |
| 460 | +\label{fig:timeline} |
| 461 | +\end{figure} |
| 462 | +%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% |
| 463 | + |
| 464 | +It's important to note that the dates for this timeline are {\it |
| 465 | +targets}. Since the deliverables are dependent on the availability of |
| 466 | +project resources, these milestones should be considered as those we |
| 467 | +could achieve given our best effort. Likewise, given the limited |
| 468 | +availability of resources in the SOCS and Scheduler engineering team, |
| 469 | +support of community members who wish to use \OpSim v4 will be on a best |
| 470 | +effort basis. \OpSim v4 will be delivered as a Docker container and its |
| 471 | +use and operation will be documented, but there will be no guarantee of |
| 472 | +support for, or timeliness in response to requests for support from, |
| 473 | +community users. The solution to this problem is to work together: the LSST Observing Strategy community, represented here by this white paper, is already developing the skills to perform and analyze LSST operations simulations: by learning from each other, we can produce high quality quantitative conclusions for the Project to act upon. |
| 474 | + |
| 475 | + |
| 476 | + |
| 477 | +\navigationbar |
| 478 | + |
| 479 | + |
334 | 480 | % -------------------------------------------------------------------- |
335 | 481 |
|
336 | 482 | \section{Guidelines for Contributors} |
|
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