“Gurobi gives us the best schedules in our history.”
German First Division Basketball League,
Before the start of each season, the German First Division Basketball League (Beko BBL) is faced with the daunting problem of scheduling a total of 306 games among 18 participating teams. In addition to the typical constraints that arise in creating a schedule, our league is faced with several special constraints. The main issue is that most of the games take place in multi-purpose arenas that are used for a variety of other events and are thus not always available for league games. This has caused numerous problems, resulting in postponed games, lost ticket sales and unbalanced standings. Other important constraints involve limiting the number of successive home and away-games, matching the most interesting games to available TV slots, minimizing total driving distances on a newly established “derby” day, as well as accommodating specific league-requested matchups.
Because classical sports scheduling models were unable to accommodate all these requirements, we employed a model specifically developed for our league by Professor Stephan Westphal at the University of Göttingen. In order to solve this model, we needed a powerful commercial solver that could find the best solutions in a reasonable amount of time.
By using the Gurobi Optimizer, we are now able to find solutions in less than 20 minutes. By using these solutions in consultation with Professor Westphal, the league was able to construct an optimized schedule starting with the 2011/2012 season. It is fully synchronized to the availability restrictions of our multi-purpose arenas, effectively assigns the most interesting games to available broadcasting slots, succeeds in minimizing the distances driven by the teams on derby day, produces a nearly minimal number of successive home and away games, and manages to accommodate a significant number of added special “wishes”. We now have by far the most fan-friendly schedule in our history. We anticipate that these optimized schedules will be a key factor in increasing the league’s fan base and growing revenues.
We embed the Gurobi Optimizer in a custom, standalone scheduling application, written in Java.
(Basketball Bundesliga) is the premier basketball league in Germany with 18 teams and over 300 games each season. The German First Division Basketball League finds scheduling solutions in less than 20 minutes for previously unsolvable models. The key reasons we chose Gurobi for our optimization needs were:
Overall they provide a very pleasant working experience. Visit www.gurobi.de for more information.
GUROBI NEWSLETTER
Latest news and releases
Choose the evaluation license that fits you best, and start working with our Expert Team for technical guidance and support.
Request free trial hours, so you can see how quickly and easily a model can be solved on the cloud.
Cookie | Duration | Description |
---|---|---|
_biz_flagsA | 1 year | A Cloudflare cookie set to record users’ settings as well as for authentication and analytics. |
_biz_pendingA | 1 year | A Cloudflare cookie set to record users’ settings as well as for authentication and analytics. |
_biz_sid | 30 minutes | This cookie is set by Bizible, to store the user's session id. |
ARRAffinity | session | ARRAffinity cookie is set by Azure app service, and allows the service to choose the right instance established by a user to deliver subsequent requests made by that user. |
ARRAffinitySameSite | session | This cookie is set by Windows Azure cloud, and is used for load balancing to make sure the visitor page requests are routed to the same server in any browsing session. |
BIGipServersj02web-nginx-app_https | session | NGINX cookie |
cookielawinfo-checkbox-advertisement | 1 year | Set by the GDPR Cookie Consent plugin, this cookie is used to record the user consent for the cookies in the "Advertisement" category . |
cookielawinfo-checkbox-analytics | 11 months | This cookie is set by GDPR Cookie Consent plugin. The cookie is used to store the user consent for the cookies in the category "Analytics". |
cookielawinfo-checkbox-functional | 11 months | The cookie is set by GDPR cookie consent to record the user consent for the cookies in the category "Functional". |
cookielawinfo-checkbox-necessary | 11 months | This cookie is set by GDPR Cookie Consent plugin. The cookies is used to store the user consent for the cookies in the category "Necessary". |
cookielawinfo-checkbox-others | 11 months | This cookie is set by GDPR Cookie Consent plugin. The cookie is used to store the user consent for the cookies in the category "Other. |
cookielawinfo-checkbox-performance | 11 months | This cookie is set by GDPR Cookie Consent plugin. The cookie is used to store the user consent for the cookies in the category "Performance". |
CookieLawInfoConsent | 1 year | Records the default button state of the corresponding category & the status of CCPA. It works only in coordination with the primary cookie. |
elementor | never | This cookie is used by the website's WordPress theme. It allows the website owner to implement or change the website's content in real-time. |
JSESSIONID | session | New Relic uses this cookie to store a session identifier so that New Relic can monitor session counts for an application. |
viewed_cookie_policy | 11 months | The cookie is set by the GDPR Cookie Consent plugin and is used to store whether or not user has consented to the use of cookies. It does not store any personal data. |
Cookie | Duration | Description |
---|---|---|
__cf_bm | 30 minutes | This cookie, set by Cloudflare, is used to support Cloudflare Bot Management. |
_biz_nA | 1 year | Bizible sets this cookie to remember users’ settings as well as for authentication and analytics. |
_biz_uid | 1 year | This cookie is set by Bizible, to store user id on the current domain. |
_hjAbsoluteSessionInProgress | 30 minutes | Hotjar sets this cookie to detect a user's first pageview session, which is a True/False flag set by the cookie. |
_mkto_trk | 2 years | This cookie is set by Marketo. This allows a website to track visitor behavior on the sites on which the cookie is installed and to link a visitor to the recipient of an email marketing campaign, to measure campaign effectiveness. Tracking is performed anonymously until a user self-identifies by submitting a form. |
bcookie | 1 year | LinkedIn sets this cookie from LinkedIn share buttons and ad tags to recognize browser ID. |
bscookie | 1 year | LinkedIn sets this cookie to store performed actions on the website. |
doc_langsBB | 1 year | Documentation system cookie |
doc_version | 1 year | Documentation system cookie |
lang | session | LinkedIn sets this cookie to remember a user's language setting. |
lidc | 1 day | LinkedIn sets the lidc cookie to facilitate data center selection. |
UserMatchHistory | 1 month | LinkedIn sets this cookie for LinkedIn Ads ID syncing. |
whova_client_id | 10 years | Event agenda system cookie |
Cookie | Duration | Description |
---|---|---|
_gat_UA-5909815-1 | 1 minute | A variation of the _gat cookie set by Google Analytics and Google Tag Manager to allow website owners to track visitor behaviour and measure site performance. The pattern element in the name contains the unique identity number of the account or website it relates to. |
Cookie | Duration | Description |
---|---|---|
_an_uid | 7 days | 6Sense Cookie |
_BUID | 1 year | This cookie, set by Bizible, is a universal user id to identify the same user across multiple clients’ domains. |
_ga | 2 years | The _ga cookie, installed by Google Analytics, calculates visitor, session and campaign data and also keeps track of site usage for the site's analytics report. The cookie stores information anonymously and assigns a randomly generated number to recognize unique visitors. |
_ga_* | 1 year 1 month 4 days | Google Analytics sets this cookie to store and count page views. |
_gat_UA-* | 1 minute | Google Analytics sets this cookie for user behaviour tracking. |
_gcl_au | 3 months | Provided by Google Tag Manager to experiment advertisement efficiency of websites using their services. |
_gd_session | 4 hours | This cookie is used for collecting information on users visit to the website. It collects data such as total number of visits, average time spent on the website and the pages loaded. |
_gd_visitor | 2 years | This cookie is used for collecting information on the users visit such as number of visits, average time spent on the website and the pages loaded for displaying targeted ads. |
_gid | 1 day | Installed by Google Analytics, _gid cookie stores information on how visitors use a website, while also creating an analytics report of the website's performance. Some of the data that are collected include the number of visitors, their source, and the pages they visit anonymously. |
_hjFirstSeen | 30 minutes | Hotjar sets this cookie to identify a new user’s first session. It stores the true/false value, indicating whether it was the first time Hotjar saw this user. |
_hjIncludedInSessionSample_* | 2 minutes | Hotjar cookie that is set to determine if a user is included in the data sampling defined by a site's daily session limit. |
_hjRecordingEnabled | never | Hotjar sets this cookie when a Recording starts and is read when the recording module is initialized, to see if the user is already in a recording in a particular session. |
_hjRecordingLastActivity | never | Hotjar sets this cookie when a user recording starts and when data is sent through the WebSocket. |
_hjSession_* | 30 minutes | Hotjar cookie that is set when a user first lands on a page with the Hotjar script. It is used to persist the Hotjar User ID, unique to that site on the browser. This ensures that behavior in subsequent visits to the same site will be attributed to the same user ID. |
_hjSessionUser_* | 1 year | Hotjar cookie that is set when a user first lands on a page with the Hotjar script. It is used to persist the Hotjar User ID, unique to that site on the browser. This ensures that behavior in subsequent visits to the same site will be attributed to the same user ID. |
_hjTLDTest | session | To determine the most generic cookie path that has to be used instead of the page hostname, Hotjar sets the _hjTLDTest cookie to store different URL substring alternatives until it fails. |
6suuid | 2 years | 6Sense Cookie |
AnalyticsSyncHistory | 1 month | LinkedIn cookie |
BE_CLA3 | 1 year 1 month 4 days | BrightEdge sets this cookie to enable data aggregation, analysis and report creation to assess marketing effectiveness and provide solutions for SEO, SEM and website performance. |
CONSENT | 2 years | YouTube sets this cookie via embedded youtube-videos and registers anonymous statistical data. |
dj | 10 years | DemandJump cookie |
djaimid.a28e | 2 years | DemandJump cookiean |
djaimses.a28e | 30 minutes | DemandJump cookie |
li_gc | 5 months 27 days | LinkedIn Cookie |
ln_or | 1 day | LinkedIn Cookie |
vuid | 2 years | Vimeo installs this cookie to collect tracking information by setting a unique ID to embed videos to the website. |
Cookie | Duration | Description |
---|---|---|
__adroll | 1 year 1 month | This cookie is set by AdRoll to identify users across visits and devices. It is used by real-time bidding for advertisers to display relevant advertisements. |
__adroll_fpc | 1 year | AdRoll sets this cookie to target users with advertisements based on their browsing behaviour. |
__adroll_shared | 1 year 1 month | Adroll sets this cookie to collect information on users across different websites for relevant advertising. |
__ar_v4 | 1 year | This cookie is set under the domain DoubleClick, to place ads that point to the website in Google search results and to track conversion rates for these ads. |
_fbp | 3 months | This cookie is set by Facebook to display advertisements when either on Facebook or on a digital platform powered by Facebook advertising, after visiting the website. |
_te_ | session | Adroll cookie |
fr | 3 months | Facebook sets this cookie to show relevant advertisements to users by tracking user behaviour across the web, on sites that have Facebook pixel or Facebook social plugin. |
IDE | 1 year 24 days | Google DoubleClick IDE cookies are used to store information about how the user uses the website to present them with relevant ads and according to the user profile. |
li_sugr | 3 months | LinkedIn sets this cookie to collect user behaviour data to optimise the website and make advertisements on the website more relevant. |
test_cookie | 15 minutes | The test_cookie is set by doubleclick.net and is used to determine if the user's browser supports cookies. |
VISITOR_INFO1_LIVE | 5 months 27 days | A cookie set by YouTube to measure bandwidth that determines whether the user gets the new or old player interface. |
YSC | session | YSC cookie is set by Youtube and is used to track the views of embedded videos on Youtube pages. |
yt-remote-connected-devices | never | YouTube sets this cookie to store the video preferences of the user using embedded YouTube video. |
yt-remote-device-id | never | YouTube sets this cookie to store the video preferences of the user using embedded YouTube video. |
yt.innertube::nextId | never | This cookie, set by YouTube, registers a unique ID to store data on what videos from YouTube the user has seen. |
yt.innertube::requests | never | This cookie, set by YouTube, registers a unique ID to store data on what videos from YouTube the user has seen. |