The California Harmful Algal Bloom Monitoring and Alert Program: A Success Story for Coordinated Ocean Observing

of the food chain in most freshwater and marine systems and provide many positive benefits, including production of about half the oxygen on the planet and transformation of sunlight and inorganic elements into the organic material and energy that drive productive aquatic ecosystems. A subset of the phytoplankton, referred to as harmful algal bloom (HAB) species, such as the domoicacidproducing Pseudo-nitzschia, are persistent threats to coastal resources, local economies, and human and animal health throughout US waters. HABs will likely intensify in response to anthropogenic climate change, and there is an immediate need for more effective strategies for monitoring and communicating the risks of HABs to human and ecosystem health. The ocean science community has developed several novel sensors and methods for monitoring and predicting this diversity of HAB events. These include the Imaging FlowCytobot (IFCB) and various biophysical modeling systems optimized for HAB prediction. Research efforts funded by agencies such as California Sea Grant and the NOAA competitive HAB programs have resulted in advances in understanding and monitoring HABs in California and elsewhere, but outcomes were necessarily focused on specific regions, organisms, and impacts. California HAB researchers, stakeholders, and monitoring programs identified a needed statewide capacity that encompasses existing and emerging HAB issues and more effectively leverages new technologies in a coordinated manner. This led to development of the California Harmful Algal Bloom Monitoring and Alert Program (Cal-HABMAP) with an ambitious set of goals, including studies to normalize the diverse methodologies used in HAB research and monitoring, development of an economic analysis of resources along the California coast and the potential impact of HABs on these resources, and design and development of an integrated network of observations and models that are accessible to all HAB stakeholders. The California Harmful Algal Bloom Monitoring and Alert Program: A Success Story for Coordinated Ocean Observing

Phytoplankton, microscopic marine algae, are at the base of the food chain in most freshwater and marine systems and provide many positive benefits, including production of about half the oxygen on the planet and transformation of sunlight and inorganic elements into the organic material and energy that drive productive aquatic ecosystems.A subset of the phytoplankton, referred to as harmful algal bloom (HAB) species, such as the domoicacid-producing Pseudo-nitzschia, are persistent threats to coastal resources, local economies, and human and animal health throughout US waters.HABs will likely intensify in response to anthropogenic climate change, and there is an immediate need for more effective strategies for monitoring and communicating the risks of HABs to human and ecosystem health.Observing System (SCCOOS) to provide robust Californiawide observations.Integration into the IOOS network ensured long-term stability of both funding and products and an opportunity to leverage ongoing efforts to facilitate research-to-operations as new technologies matured and were widely adopted by the community.
Today, Cal-HABMAP has greatly expanded in research scope and geographic range, achieving the vision set forth more than a decade ago (Kudela et al., 2015).In addition to the eight original sites, shore stations have been   nowcast and forecast products for both Pseudo-nitzschia blooms and domoic acid.Statistical ecological models rely on an understanding of the underlying mechanics of bloom formation and utilize near-real-time information from numerical model simulations, satellite imagery, and field observations from both Cal-HABMAP and marine mammal stranding programs (Anderson et al., 2019).
These maps are intended to be easily interpreted by end users; for example, a quote from the public portal notes that "as Dungeness crab fishermen, we are following these models daily."C-HARM predictions are also combined with other IOOS data to provide value-added products such as interactive data displays where stakeholders can identify overlapping areas of risk (Figure 1).

An exciting new network of
The ocean science community has developed several novel sensors and methods for monitoring and predicting this diversity of HAB events.These include the Imaging FlowCytobot (IFCB) and various biophysical modeling systems optimized for HAB prediction.Research efforts funded by agencies such as California Sea Grant and the NOAA competitive HAB programs have resulted in advances in understanding and monitoring HABs in California and elsewhere, but outcomes were necessarily focused on specific regions, organisms, and impacts.California HAB researchers, stakeholders, and monitoring programs identified a needed statewide capacity that encompasses existing and emerging HAB issues and more effectively leverages new technologies in a coordinated manner.This led to development of the California Harmful Algal Bloom Monitoring and Alert Program (Cal-HABMAP) with an ambitious set of goals, including studies to normalize the diverse methodologies used in HAB research and monitoring, development of an economic analysis of resources along the California coast and the potential impact of HABs on these resources, and design and development of an integrated network of observations and models that are accessible to all HAB stakeholders.The California Harmful Algal Bloom Monitoring and Alert Program: A Success Story for Coordinated Ocean Observing By Raphael M. Kudela, Clarissa Anderson, and Henry Ruhl Cal-HABMAP began as a grass-roots network of observing sites in 2008 with eight shore stations spanning southern to central California.While predating the establishment of the US Integrated Ocean Observing System (IOOS), it was quickly adopted by, and integrated with, the Central and Northern California Ocean Observing System (CeNCOOS) and the Southern California Coastal Ocean FIGURE 1. Probability of cellular domoic acid (DA) exceeding 10 picograms per cell (left) and the overlap of that probability exceeding 60% with regions of high probability of bycatch (from the EcoCAST model), shown in purple (right) for May 5, 2020.Purple indicates areas with multiple risks for fishing.The merging of C-HARM and EcoCAST is an example of valueadded projects that support the California Marine Protected Area networks.On the right panel, several shore stations hosting Imaging FlowCytobots are indicated by black dots along with two mooring deployments marked by green dots.

FIGURE 2 .
FIGURE 2. An Imaging FlowCytobot was recently deployed on a wave-powered buoy (bottom left).Photo credit: MBARI It processes 5 mL of seawater every ~30 minutes, producing high-resolution images of each particle (top).The last three plankton images show the harmful algal bloom (HAB) organisms Alexandrium, Dinophysis, and Pseudonitzschia.The data are processed using machine learning to identify major groups (bottom right), providing an index of the entire plankton assemblage as well as target HAB species, in this case for June 2020 from Santa Cruz Wharf, California.
IFCBs is being brought online to complement shore station and model observations with high temporal resolution (~30 minutes) plankton imagery.These instruments provide automated monitoring and classification of phytoplankton imagery at critical sites where many environmental observations are currently collected.The IFCB takes high-resolution images of fluorescing particles, primarily phytoplankton, and computer vision techniques provide standard morphometric data for each image, such as cell size and aspect ratio.Machine learning algorithms are then used to categorize images of taxonomic groups of interest, for example, Pseudo-nitzschia, while also providing information about the full community assemblage (Figure 2).Capturing the full assemblage is critical for understanding and predicting HAB events since HABs are just one component of the plankton.California leads the nation and world in creating the first such network of its size and paves the way for a National HAB Observing Network.Cal-HABMAP's success emerges from several core principles.First, sustained funding and a pathway from research-to-operations has allowed the HAB community to capitalize on the rich historical research and monitoring programs in California.Second, Cal-HABMAP is compliant with standardization of essential ocean variables (Muller-Karger et al., 2018), and its goals are well aligned with the needs and goals of local, state, and federal agencies.Finally, Cal-HABMAP is responsive to the needs and requirements of end users.As noted by one stakeholder, Frances Gulland, Commissioner at the US Marine Mammal Commission and former Senior Scientist at the Pacific Marine Mammal Center, "There have been repeated calls for such capability at workshops and in publications from oceanographers, veterinarians, ecologists, and public health officials, as these blooms have dramatic effects on marine mammal health as well as on the economy and human health."We are hopeful that Cal-HABMAP can provide a successful example of how best to implement similar networks regionally, nationally, and internationally.