di Francesco Messina
Proponiamo di seguito un articolo che descrive la rivoluzione robotica e le applicazioni della intelligenza artificiale in campo agricolo.
Le startup tecnologiche specializzate nel settore agricolo hanno raccolto oltre 800 milioni di dollari negli ultimi 5 anni. Le offerte per le start-up che utilizzano la robotica e la learning machine per risolvere i problemi nel settore agricolo hanno iniziato a prendere slancio nel 2014, in linea con il sempre più crescente interesse per l’intelligenza artificiale in molteplici settori, come la sanità, la finanza e il commercio.
Società di Venture Capital “Smart money” come Bessemer Venture Partners, Accel Partners, Khosla Ventures, Lux Capital e Data Collective hanno investito su droni multifunzionali e su imprese di computer vision specializzate in applicazioni per l’agricoltura, come DJI e Orbital Insight, così come su startup tecnologiche del settore come Blue River Technology. Anche grandi Gruppi come Monsanto e Syngenta, attivi investitori nel campo delle tecnologie legate al settore agricolo, hanno sostenuto imprese come Resson e la precedentemente menzionata Blue River Technology.
“Dovremo capire come far crescere molto più cibo su molto meno terreno e farlo in modo sostenibile”. – Michael Stern, CEO di Climate Corp.
Secondo CB Insights, le tecnologie di Robotica e di Intelligenza Artificiale utilizzate nel settore agricolo sono suddivise in 5 diverse categorie in base all’area di focalizzazione:
Analisi delle immagini satellitari: l’analisi delle immagini satellitari fornisce una comprensione delle pratiche agricole a livello macro. I dati geo-spaziali possono fornire informazioni su modelli di distribuzione delle colture in tutto il mondo e sull’impatto dei cambiamenti climatici sull’agricoltura, tra le altre possibili applicazioni. Le startup in questi casi utilizzano algoritmi di learning machine e algoritmi computer vision per classificare i dati ed estrarre le informazioni significative da milioni di immagini satellitari.
Le tecnologie di Orbital Insight hanno raccolto finanziamenti per 78,7 milioni di dollari, incluso un round Series C pari a 50 milioni di dollari il primo trimestre del 2017, supportato da investitori come Lux Capital, Sequoia Capital e Google Ventures. Le loro soluzioni per l’agricoltura includono un modello per la previsione del rendimento delle colture.
Monitoraggio sul campo: Questa categoria include i produttori di droni specializzati nel settore agricolo, nonché le startup che lavorano con algoritmi di computer vision per elaborare i dati rilavati dai droni e da altre telecamere presenti sul campo.
Le startup produttrici di droni specializzate su attività come l’ispezione dei terreni e le misurazioni, per settori come quello agricolo e dell’edilizia, hanno visto concretizzarsi 41 deal nel corso dell’anno – il più grande numero di deal tra le categorie di robotiche aziendali nel 2016 – a fronte dei 22 conclusi nel 2015.
Sul versante software, imprese come Prospera utilizzano tecnologie computer vision basate sull’apprendimento al fine di monitorare le colture in tempo reale.
Valutazione della temperatura del raccolto e del terreno: le startup in questo campo utilizzano, tra le altre applicazioni, il machine learning per prevedere l’effetto di vari microbi sulla salute delle piante (Indigo Agriculture) e identificare le mutazioni genetiche in agenti patogeni che potrebbero essere dannosi per l’impianto.
Nel secondo trimestre del 2017, Benson Hill Biosystems ha raccolto fondi per 25 milioni di dollari in Series C. La startup utilizza un motore cognitivo, CropOS, per identificare i percorsi genetici delle piante che possono migliorare la fotosintesi. Nel terzo trimestre del 2016, Indigo, società basata nel Massachusetts, ha raccolto circa 100 milioni in un round Series C da Alaska Permanent Fund e Flagship Pioneering.
Robot agricoli: Questa categoria include i robot che operano sul terreno svolgendo varie attività agricole.
La Blue River Technology sta sviluppando robot che utilizzano la tecnologia computer vision per individuare e diserbare le erbacce presenti sulle piante di cotone. Il beneficiario della National Science Foundation è sostenuto dalle società di Smart money Venture Capital Data Collective e Khosla Ventures.
Un’altra startup, l’Abundant Robotics, che è uscita da SRI International lo scorso anno, ha raccolto 10 milioni di dollari da investitori come Google Ventures e Yamaha Motor Ventures, al fine di sviluppare un robot per la raccolta di mele.
Analisi predittive: Le startup utilizzano modelli di machine learning per la ricerca e lo sviluppo del settore agricolo, le analisi stagionali, la modellizzazione dei diversi scenari di mercato e l’ottimizzazione dei costi aziendali, tra le altre applicazioni.
La spagnola Ec2ce ha raccolto 1 milione di dollari nel primo trimestre del 2017. aWhere, società con base in Colorado, ha ottenuto 7 milioni di dollari da AgFunder, Aravaipa Ventures e Elixir Capital nel terzo trimestre del 2014, e un round di convertible note per un totale di 3 milioni di dollari l’anno successivo.
STARTUP CHE SVILUPPANO TECNOLOGIE DI INTELLIGENZA ARTIFICIALE E ROBOTICA PER IL SETTORE AGRICOLO
| Impresa | Categoria | Investitori selezionati | Totale finanziamenti (Milioni di dollari) |
| Abundant Robotics | Robot agricoli | Comet Labs, Google Ventures, KPCB Edge, SRI International, Tellus Partners, Yamaha Motor Ventures | M$ 10.00 |
| Agri Eye | Monitoraggio sul campo | 1991 Open Data Incubator | M$ 0.15 |
| Airwood Aerostructures | Monitoraggio sul campo | StartupXseed Ventures | |
| aWhere | Analisi predittive | AgFunder, Aravaipa Ventures, Elixir Capital | M$ 12.45 |
| Benson Hill Biosystems | Analisi della salute della coltura e del terreno | Alexandria Venture Investments, BioGenerator, Cultivation Capital, Fall Line Capital, iSelect Fund, Lewis & Clark Ventures, Mercury Fund, Middleland Capital, Missouri Technology Corporation, National Corn Growers Association, Prelude Ventures, Prolog Ventures, S2G Ventures, Technology Acceleration Partners | M$ 34.21 |
| Blue River Technology | Robot agricoli | Data Collective, Innovation Endeavors, Khosla Ventures, Monsanto Growth Ventures, National Science Foundation, Pontifax, Stanford Angels & Entrepreneurs, Steve Blank, Syngenta Ventures, Ulu Ventures | M$ 30.75 |
| Clearpath Robotics | Robot agricoli | Caterpillar Ventures, Eclipse Ventures, GE Ventures, iNovia Capital, Public Works and Government Services Canada, RRE Ventures, Silicon Valley Bank | M$ 40.79 |
| Descartes Labs | Analisi delle immagini da satellite | Correlation Ventures, Crosslink Capital, Cultivian Sandbox, DARPA, Data Collective, New Mexico Economic Development Department, TenOneTen Ventures, ValueStream | M$ 8.38 |
| DJI Innovations | Monitoraggio sul campo | Accel Partners, Sequoia Capital China | M$ 105.00 |
| ec2ec | Analisi predittive | NA | M$ 1.06 |
| Farmbot | Robot agricoli | muru-D, SYD Ventures | M$ 0.07 |
| FarmShots | Analisi delle immagini da satellite | Y Combinator | M$ 1.77 |
| Gamaya | Monitoraggio sul campo | Foundation for Technological Innovation, Seed4Equity, VI Partners | M$ 3.72 |
| GeoVisual Analytics | Analisi predittive | AI Capital, Colorado Office of Economic Development and International Trade, NASA, SVG Ventures, Taylor Farms, THRIVE Accelerator | M$ 1.27 |
| Harvest CROO | Robot agricoli | NA | M$ 1.71 |
| HoneyComb Corp. | Monitoraggio sul campo | Oregon BEST, Portland Seed Fund, Prosper Portland | M$ 0.46 |
| HUVRData | Monitoraggio sul campo | Central Texas Angel Network, Houston Angel Network | M$ 2.00 |
| Indigo Agriculture | Analisi della salute della coltura e del terreno | Alaska Permanent Fund, Flagship Pioneering | M$ 163.50 |
| OmniEarth | Analisi delle immagini da satellite | Space Angels Network, Weather Analytics | M$ 5.16 |
| Optimal | Analisi predittive | Entrepreneur First | M$ 0.01 |
| Orbital Insight | Analisi delle immagini da satellite | Balyasny Asset Management, Bloomberg Beta, citizen.vc, CME Ventures, Envision Ventures, Geodesic Capital, Google Ventures, In-Q-Tel, Intellectus Partners, ITOCHU Corporation, Lux Capital, Sequoia Capital | M$ 78.70 |
| PEAT | Analisi della salute della coltura e del terreno | Atlantic Labs, Merck Accelerator | M$ 0.06 |
| PrecisionHawk | Monitoraggio sul campo | Bob Young, DuPont, Innovate Indiana Fund, Intel Capital, Millennium Technology Value Partners, NTT DoCoMo Ventures, USAA, Verizon Ventures, Yamaha Motor Ventures | M$ 29.00 |
| Prospera | Monitoraggio sul campo | Bessemer Venture Partners | M$ 7.00 |
| Raptor Maps | Monitoraggio sul campo | Commercial Drone Fund, Y Combinator | M$ 0.72 |
| Resson | Monitoraggio sul campo | BDC Capital, BDC Venture Capital, Build Ventures, East Valley Ventures, Monsanto Growth Ventures, New Brunswick Innovation Foundation, Rho Canada | M$ 14.00 |
| Sensurion | Monitoraggio sul campo | NA | M$ 2.00 |
| SkySquirrel Technologies | Monitoraggio sul campo | Innovacorp, The Pearse Lyons Accelerator – Alltech | M$ 1.02 |
| Trace Genomics | Analisi della salute della coltura e del terreno | Fall Line Capital, Illumina Accelerator, Illumina Ventures, Refactor Capital, Terra, THRIVE Accelerator, Viking Global Investors | M$ 4.12 |
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Thanks for sharing your ideas with this blog. Additionally, a fable regarding the banking companies intentions while talking about property foreclosures is that the financial institution will not have my payments. There is a certain quantity of time that this bank will require payments every now and then. If you are also deep in the hole, they are going to commonly demand that you pay that payment in whole. However, that doesn’t mean that they will have any sort of installments at all. In the event you and the bank can seem to work some thing out, a foreclosure approach may stop. However, in case you continue to skip payments wih the new plan, the home foreclosure process can just pick up exactly where it was left off.
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In line with my observation, after a property foreclosure home is bought at an auction, it is common for your borrower to still have some sort ofthat remaining balance on the mortgage. There are many creditors who try to have all expenses and liens paid off by the up coming buyer. Even so, depending on particular programs, restrictions, and state legislation there may be a few loans that aren’t easily handled through the transfer of lending products. Therefore, the responsibility still lies on the customer that has obtained his or her property in foreclosure process. Thank you sharing your notions on this website.
I do believe that a home foreclosure can have a significant effect on the debtor’s life. Home foreclosures can have a 8 to several years negative effects on a borrower’s credit report. A borrower who may have applied for a home loan or any loans for example, knows that your worse credit rating can be, the more tough it is to secure a decent loan. In addition, it could possibly affect any borrower’s capability to find a quality place to let or rent, if that gets the alternative property solution. Good blog post.
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At this time it seems like Drupal is the top blogging platform available right now. (from what I’ve read) Is that what you are using on your blog?
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I’d personally also like to express that most people that find themselves without health insurance can be students, self-employed and people who are laid-off. More than half on the uninsured are under the age of Thirty-five. They do not sense they are in need of health insurance simply because they’re young and also healthy. Its income is normally spent on property, food, and entertainment. Some people that do go to work either whole or as a hobby are not given insurance by way of their jobs so they get along without as a result of rising valuation on health insurance in the us. Thanks for the thoughts you talk about through your blog.
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