{"id":2017,"date":"2020-10-28T10:56:03","date_gmt":"2020-10-28T13:56:03","guid":{"rendered":"https:\/\/geekplusrobotics.borealtech.com\/ai\/"},"modified":"2020-10-28T10:56:03","modified_gmt":"2020-10-28T13:56:03","slug":"ai","status":"publish","type":"page","link":"https:\/\/geekplusrobotics.borealtech.com\/en\/ai\/","title":{"rendered":"AI"},"content":{"rendered":"

[vc_section full_width=”stretch_row” css=”.vc_custom_1603891448945{background-image: url(https:\/\/geekplusrobotics.borealtech.com\/wp-content\/uploads\/2020\/10\/Algorithm-banner_bg.jpg?id=1416) !important;background-position: center !important;background-repeat: no-repeat !important;background-size: cover !important;}” el_class=”gpr-series-banner”][vc_row][vc_column][vc_column_text el_class=”gpr-technology-banner text-white”]<\/p>\n

Algorithm<\/h1>\n

Data-driven \u2022 Intelligent \u2022 Precise<\/h4>\n

The Geek+ AI Research Center is committed to changing the world through technological
\ninnovation, focusing on machine learning and operational optimization algorithms to build
\ncore competence for sustainable competitive advantage[\/vc_column_text][\/vc_column][\/vc_row][\/vc_section][vc_section full_width=”stretch_row_content”][vc_row][vc_column css=”.vc_custom_1603891829012{padding-top: 0px !important;padding-right: 0px !important;padding-bottom: 0px !important;padding-left: 0px !important;}”][vc_single_image image=”1423″ img_size=”full” css=”.vc_custom_1603891834932{margin-bottom: 0px !important;}”][\/vc_column][\/vc_row][\/vc_section][vc_section full_width=”stretch_row” css=”.vc_custom_1603892186729{background-color: #2b6cb0 !important;background-position: center !important;background-repeat: no-repeat !important;background-size: cover !important;}”][vc_row el_class=”d-flex”][vc_column offset=”vc_col-lg-6 vc_col-md-6 vc_col-xs-12″][vc_column_text el_class=”gpr-tech-rich-text text-white”]<\/p>\n

Typical Algorithm Application 01<\/span><\/h6>\n

Task Matching<\/span><\/h2>\n

Driven by the historical matching experience data, the shelves to be moved are matched with the mobile robot (AMR) one by one, and the current and future reward values are maximized by the combination of online and offline learning. Then the optimal matching strategy is obtained through continuous iterative learning.<\/span><\/p>\n

[\/vc_column_text][\/vc_column][vc_column offset=”vc_col-lg-6 vc_col-md-6 vc_col-xs-12″ el_class=”right-content”][vc_single_image image=”1433″ img_size=”full” alignment=”center” css=”.vc_custom_1603892323945{margin-top: 20px !important;}”][\/vc_column][\/vc_row][\/vc_section][vc_section][vc_row content_placement=”middle”][vc_column offset=”vc_col-lg-6 vc_col-md-6 vc_col-xs-12″][vc_column_text el_class=”gpr-tech-rich-text”]<\/p>\n

Typical Algorithm Application 02<\/h6>\n

Path Planning<\/h2>\n

Breaking the limitation of the traditional way of path planning, the algorithm of deep reinforcement learning and dynamic programming is adopted to proceed multi-agents distributed collaborative path planning, so as to reach the destination in the shortest time while ensuring safe obstacle avoidance.[\/vc_column_text][\/vc_column][vc_column offset=”vc_col-lg-6 vc_col-md-6 vc_col-xs-12″][vc_single_image image=”1437″ img_size=”full” alignment=”center” css=”.vc_custom_1603892625361{margin-top: 20px !important;}”][\/vc_column][\/vc_row][\/vc_section][vc_section full_width=”stretch_row” css=”.vc_custom_1603892186729{background-color: #2b6cb0 !important;background-position: center !important;background-repeat: no-repeat !important;background-size: cover !important;}”][vc_row][vc_column][vc_column_text el_class=”gpr-tech-rich-text text-white”]<\/p>\n

Typical Algorithm Application 03<\/h6>\n

Order Grouping<\/h2>\n

By mining and analyzing massive historical order data, and predicting future orders, the optimal order wave combination can be obtained through feature extraction, association analysis and unsupervised clustering.[\/vc_column_text][\/vc_column][vc_column][vc_single_image image=”1445″ img_size=”full” alignment=”center” css=”.vc_custom_1603893046449{margin-top: 20px !important;}”][\/vc_column][\/vc_row][\/vc_section][vc_section][vc_row content_placement=”middle” el_class=”d-flex”][vc_column offset=”vc_col-lg-6 vc_col-md-6 vc_col-xs-12″][vc_column_text el_class=”gpr-tech-rich-text”]<\/p>\n

Typical Algorithm Application 04<\/h6>\n

Shelf Adjustment<\/h2>\n

Based on the prediction of future order demand, the\u00a0shelves are likely to be transported is computed, and the robot handling tasks are generated to adjust the shelves to the most suitable position in the warehouse, so as to minimize their overall travel distance.[\/vc_column_text][\/vc_column][vc_column offset=”vc_col-lg-6 vc_col-md-6 vc_col-xs-12″ el_class=”right-content”][vc_single_image image=”1449″ img_size=”full” alignment=”center” css=”.vc_custom_1603893121510{margin-top: 20px !important;}”][\/vc_column][\/vc_row][\/vc_section][vc_section full_width=”stretch_row” css=”.vc_custom_1603892186729{background-color: #2b6cb0 !important;background-position: center !important;background-repeat: no-repeat !important;background-size: cover !important;}”][vc_row][vc_column offset=”vc_col-lg-6 vc_col-md-6 vc_col-xs-12″][vc_column_text el_class=”gpr-tech-rich-text text-white”]<\/p>\n

Typical Algorithm Application 05<\/h6>\n

3D Bin Packing<\/h2>\n

Our algorithms recommend different box sizes according to the volume information of the ordered goods, which minimizes the cost of packaging materials and improves the packaging efficiency through repeated heuristic search.[\/vc_column_text][\/vc_column][vc_column offset=”vc_col-lg-6 vc_col-md-6 vc_col-xs-12″][vc_single_image image=”1454″ img_size=”full” alignment=”center” css=”.vc_custom_1603893213799{margin-top: 20px !important;}”][\/vc_column][\/vc_row][\/vc_section][vc_section][vc_row content_placement=”middle” el_class=”d-flex”][vc_column offset=”vc_col-lg-6 vc_col-md-6 vc_col-xs-12″][vc_column_text el_class=”gpr-tech-rich-text”]<\/p>\n

Typical Algorithm Application 06<\/h6>\n

Smart Replenishment<\/h2>\n

A data-driven end-to-end inventory replenishment model is adopted. Based on real-time monitoring of warehouse status and order sales within the cycle time, a deep neural network is employed to not only generate multi-level and multi-area replenishment plans, but also avoid the impact of the bullwhip effect and greatly improve the replenishment accuracy.[\/vc_column_text][\/vc_column][vc_column offset=”vc_col-lg-6 vc_col-md-6 vc_col-xs-12″ el_class=”right-content”][vc_single_image image=”1459″ img_size=”full” alignment=”center” css=”.vc_custom_1603893319691{margin-top: 20px !important;}”][\/vc_column][\/vc_row][\/vc_section]<\/p>\n<\/section>","protected":false},"excerpt":{"rendered":"

[vc_section full_width=”stretch_row” css=”.vc_custom_1603891448945{background-image: url(https:\/\/geekplusrobotics.borealtech.com\/wp-content\/uploads\/2020\/10\/Algorithm-banner_bg.jpg?id=1416) !important;background-position: center !important;background-repeat: no-repeat !important;background-size: cover !important;}” el_class=”gpr-series-banner”][vc_row][vc_column][vc_column_text el_class=”gpr-technology-banner text-white”] Algorithm Data-driven \u2022 Intelligent \u2022 Precise The Geek+ AI Research Center is committed to changing the world through technological innovation, focusing on machine learning and operational optimization algorithms to build core competence for sustainable competitive advantage[\/vc_column_text][\/vc_column][\/vc_row][\/vc_section][vc_section full_width=”stretch_row_content”][vc_row][vc_column css=”.vc_custom_1603891829012{padding-top: 0px !important;padding-right: 0px 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el_class=”gpr-series-banner”][vc_row][vc_column][vc_column_text el_class=”gpr-technology-banner text-white”] Algorithm Data-driven \u2022 Intelligent \u2022 Precise The Geek+ AI Research Center is committed to changing the world through technological innovation, focusing on machine learning and operational optimization algorithms to build core competence for sustainable competitive advantage[\/vc_column_text][\/vc_column][\/vc_row][\/vc_section][vc_section full_width=”stretch_row_content”][vc_row][vc_column css=”.vc_custom_1603891829012{padding-top: 0px !important;padding-right: 0px […]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/geekplusrobotics.borealtech.com\/en\/ai\/\" \/>\n<meta property=\"og:site_name\" content=\"Geek+ Robotics\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data1\" content=\"4 minutes\" \/>\n<script type=\"application\/ld+json\" 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