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At Impactful Ninja, we curate positive and impactful news for you. Add Impactful Ninja as a preferred source on Google or sign up for our free newsletter to get these delivered straight to your inbox—just like our expert roundup below!
📰 The quick summary: A new AI model called EarlyDetect can identify hidden warning signs of solar eruptions nearly nine hours before they appear, giving power grids and satellite operators more time to prepare. 📈 One key stat: EarlyDetect detected precursor patterns an average of 9.24 hours before solar active regions became visible, outperforming both a standard Transformer model and an earlier benchmark method. 💬 One key quote: “The most valuable thing this work shows is that we can use machine learning to predict when solar active regions will emerge in advance,” said Jonas Tirona, the study’s corresponding author and NJIT undergraduate researcher.
1️⃣ The big picture: Solar active regions are areas of intense magnetic activity that can give rise to solar storms capable of disrupting satellite communications and power grids. Until now, detecting these regions before they become visible on the Sun’s surface has been extremely difficult. A research team led by New Jersey Institute of Technology developed an AI model called EarlyDetect that scans acoustic wave patterns and magnetic field data from NASA’s Solar Dynamics Observatory to spot faint early warning signs. In tests on solar events not included in its training data, the model identified precursor signals an average of 9.24 hours before active regions appeared. The team published their findings in the Journal of Geophysical Research: Machine Learning and Computation.
2️⃣ Why is this good news: Earlier warnings of solar activity could give power grid operators and satellite communications companies critical extra time to take protective action before a storm hits. Detecting these signals nearly nine hours in advance represents a meaningful improvement over existing methods, opening a wider window for preparation. Counterintuitively, the team found that keeping noisy, unfiltered data actually made the model more accurate, showing that subtle fluctuations carry real predictive value. On top of the model itself, the researchers released a public dataset and an interactive portal, giving both the machine learning and heliophysics communities shared tools to push this research further. As more teams build on this foundation, forecasting solar weather events could become far more reliable.
3️⃣ What’s next: EarlyDetect is not yet an operational real-time forecasting system, and the researchers still need to test it across a much larger number of solar events to reduce false alarms. Future work will also need to connect active region emergence more directly to the likelihood of actual solar flares or coronal mass ejections. The public release of the SolARED dataset and SAR Portal invites broader collaboration to accelerate that progress.
Jamie is passionate about finding, analyzing, and sharing everything related to science & research news. He uses a vast historical database to compare and contextualize current developments, providing a depth of expertise that sets his work apart. Articles authored by Jamie are further enhanced by the use of a multimodal large language model, offering a scientific perspective on all news featured.
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var fluentFormVars = {"ajaxUrl":"https://impactful.ninja/wp-admin/admin-ajax.php","forms":[],"step_text":"Step %activeStep% of %totalStep% - %stepTitle%","step_completed_text":"Completed","is_rtl":"","date_i18n":{"previousMonth":"Previous Month","nextMonth":"Next Month","months":{"shorthand":["Jan","Feb","Mar","Apr","May","Jun","Jul","Aug","Sep","Oct","Nov","Dec"],"longhand":["January","February","March","April","May","June","July","August","September","October","November","December"]},"weekdays":{"longhand":["Sunday","Monday","Tuesday","Wednesday","Thursday","Friday","Saturday"],"shorthand":["Sun","Mon","Tue","Wed","Thu","Fri","Sat"]},"daysInMonth":[31,28,31,30,31,30,31,31,30,31,30,31],"rangeSeparator":" to ","weekAbbreviation":"Wk","scrollTitle":"Scroll to increment","toggleTitle":"Click to toggle","amPM":["AM","PM"],"yearAriaLabel":"Year","firstDayOfWeek":1},"pro_version":"6.2.13","fluentform_version":"6.2.13","force_init":"","stepAnimationDuration":"350","upload_completed_txt":"100% Completed","upload_start_txt":"0% Completed","uploading_txt":"Uploading","choice_js_vars":{"noResultsText":"No results found","loadingText":"Loading...","noChoicesText":"No choices to choose from","itemSelectText":"Press to select","maxItemTextSingular":"Only %%maxItemCount%% option can be added","maxItemTextPlural":"Only %%maxItemCount%% options can be added"},"input_mask_vars":{"clearIfNotMatch":false},"nonce":"1539fdf2c3","file_delete_nonce":"d4a3bd1de1","form_id":"5","step_change_focus":"1","has_cleantalk":"","pro_payment_script_compatible":"1","crop_image_title":"Crop Image","crop_confirm_txt":"Crop & Upload","crop_cancel_txt":"Cancel","crop_close_txt":"Close","crop_reset_txt":"Reset","crop_ratio_txt":"Crop ratio","crop_ratio_free_txt":"Free","crop_invalid_dimensions_txt":"The selected image is smaller than the required crop size.","crop_exact_dimensions_txt":"The cropped image must match the required width and height.","crop_dimension_instruction_txt":"Crop the image to exactly %1$s px x %2$s px.","crop_invalid_image_txt":"Unable to process the selected image.","crop_loading_txt":"Preparing image..."};
var fluentform_submission_messages_5 = {"file_upload_in_progress":"File upload in progress. Please wait...","javascript_handler_failed":"Javascript handler could not be loaded. Form submission has been failed. Reload the page and try again"};
var fluentform_payment_messages_5 = {"stock_out_message":"This Item is Stock Out","item_label":"Item","price_label":"Price","qty_label":"Qty","line_total_label":"Line Total","sub_total_label":"Sub Total","discount_label":"Discount","total_label":"Total","signup_fee_label":"Signup Fee","trial_label":"Trial","processing_text":"Processing...","confirming_text":"Confirming..."};
var fluentform_save_progress_messages_5 = {"copy_button":"Copy","email_button":"Email","email_placeholder":"Your Email Here","copy_success":"Copied"};
var fluentform_address_messages_5 = {"please_wait":"Please wait ...","location_not_determined":"Could not determine address from location.","address_fetch_failed":"Failed to fetch address from coordinates.","geolocation_failed":"Geolocation failed or was denied.","geolocation_not_supported":"Geolocation is not supported by this browser."};
var fluentform_gateway_messages_5 = {"request_failed":"Request failed. Please try again","payment_failed":"Payment process failed!","no_method_found":"No method found","processing_text":"Processing..."};
var fluentform_submission_messages_global = {"javascript_handler_failed":"Javascript handler could not be loaded. Form submission has been failed. Reload the page and try again"};
var fluentform_address_messages_global = {"please_wait":"Please wait ...","location_not_determined":"Could not determine address from location.","address_fetch_failed":"Failed to fetch address from coordinates.","geolocation_failed":"Geolocation failed or was denied.","geolocation_not_supported":"Geolocation is not supported by this browser."};
var fluentFormVars = {"ajaxUrl":"https://impactful.ninja/wp-admin/admin-ajax.php","forms":[],"step_text":"Step %activeStep% of %totalStep% - %stepTitle%","step_completed_text":"Completed","is_rtl":"","date_i18n":{"previousMonth":"Previous Month","nextMonth":"Next Month","months":{"shorthand":["Jan","Feb","Mar","Apr","May","Jun","Jul","Aug","Sep","Oct","Nov","Dec"],"longhand":["January","February","March","April","May","June","July","August","September","October","November","December"]},"weekdays":{"longhand":["Sunday","Monday","Tuesday","Wednesday","Thursday","Friday","Saturday"],"shorthand":["Sun","Mon","Tue","Wed","Thu","Fri","Sat"]},"daysInMonth":[31,28,31,30,31,30,31,31,30,31,30,31],"rangeSeparator":" to ","weekAbbreviation":"Wk","scrollTitle":"Scroll to increment","toggleTitle":"Click to toggle","amPM":["AM","PM"],"yearAriaLabel":"Year","firstDayOfWeek":1},"pro_version":"6.2.13","fluentform_version":"6.2.13","force_init":"","stepAnimationDuration":"350","upload_completed_txt":"100% Completed","upload_start_txt":"0% Completed","uploading_txt":"Uploading","choice_js_vars":{"noResultsText":"No results found","loadingText":"Loading...","noChoicesText":"No choices to choose from","itemSelectText":"Press to select","maxItemTextSingular":"Only %%maxItemCount%% option can be added","maxItemTextPlural":"Only %%maxItemCount%% options can be added"},"input_mask_vars":{"clearIfNotMatch":false},"nonce":"1539fdf2c3","file_delete_nonce":"d4a3bd1de1","form_id":"10","step_change_focus":"1","has_cleantalk":"","pro_payment_script_compatible":"1","crop_image_title":"Crop Image","crop_confirm_txt":"Crop & Upload","crop_cancel_txt":"Cancel","crop_close_txt":"Close","crop_reset_txt":"Reset","crop_ratio_txt":"Crop ratio","crop_ratio_free_txt":"Free","crop_invalid_dimensions_txt":"The selected image is smaller than the required crop size.","crop_exact_dimensions_txt":"The cropped image must match the required width and height.","crop_dimension_instruction_txt":"Crop the image to exactly %1$s px x %2$s px.","crop_invalid_image_txt":"Unable to process the selected image.","crop_loading_txt":"Preparing image..."};
var fluentform_submission_messages_10 = {"file_upload_in_progress":"File upload in progress. Please wait...","javascript_handler_failed":"Javascript handler could not be loaded. Form submission has been failed. Reload the page and try again"};
var fluentform_payment_messages_10 = {"stock_out_message":"This Item is Stock Out","item_label":"Item","price_label":"Price","qty_label":"Qty","line_total_label":"Line Total","sub_total_label":"Sub Total","discount_label":"Discount","total_label":"Total","signup_fee_label":"Signup Fee","trial_label":"Trial","processing_text":"Processing...","confirming_text":"Confirming..."};
var fluentform_save_progress_messages_10 = {"copy_button":"Copy","email_button":"Email","email_placeholder":"Your Email Here","copy_success":"Copied"};
var fluentform_address_messages_10 = {"please_wait":"Please wait ...","location_not_determined":"Could not determine address from location.","address_fetch_failed":"Failed to fetch address from coordinates.","geolocation_failed":"Geolocation failed or was denied.","geolocation_not_supported":"Geolocation is not supported by this browser."};
var fluentform_gateway_messages_10 = {"request_failed":"Request failed. Please try again","payment_failed":"Payment process failed!","no_method_found":"No method found","processing_text":"Processing..."};
var fluentform_submission_messages_global = {"javascript_handler_failed":"Javascript handler could not be loaded. Form submission has been failed. Reload the page and try again"};
var fluentform_address_messages_global = {"please_wait":"Please wait ...","location_not_determined":"Could not determine address from location.","address_fetch_failed":"Failed to fetch address from coordinates.","geolocation_failed":"Geolocation failed or was denied.","geolocation_not_supported":"Geolocation is not supported by this browser."};
var fluentFormVars = {"ajaxUrl":"https://impactful.ninja/wp-admin/admin-ajax.php","forms":[],"step_text":"Step %activeStep% of %totalStep% - %stepTitle%","step_completed_text":"Completed","is_rtl":"","date_i18n":{"previousMonth":"Previous Month","nextMonth":"Next Month","months":{"shorthand":["Jan","Feb","Mar","Apr","May","Jun","Jul","Aug","Sep","Oct","Nov","Dec"],"longhand":["January","February","March","April","May","June","July","August","September","October","November","December"]},"weekdays":{"longhand":["Sunday","Monday","Tuesday","Wednesday","Thursday","Friday","Saturday"],"shorthand":["Sun","Mon","Tue","Wed","Thu","Fri","Sat"]},"daysInMonth":[31,28,31,30,31,30,31,31,30,31,30,31],"rangeSeparator":" to ","weekAbbreviation":"Wk","scrollTitle":"Scroll to increment","toggleTitle":"Click to toggle","amPM":["AM","PM"],"yearAriaLabel":"Year","firstDayOfWeek":1},"pro_version":"6.2.13","fluentform_version":"6.2.13","force_init":"","stepAnimationDuration":"350","upload_completed_txt":"100% Completed","upload_start_txt":"0% Completed","uploading_txt":"Uploading","choice_js_vars":{"noResultsText":"No results found","loadingText":"Loading...","noChoicesText":"No choices to choose from","itemSelectText":"Press to select","maxItemTextSingular":"Only %%maxItemCount%% option can be added","maxItemTextPlural":"Only %%maxItemCount%% options can be added"},"input_mask_vars":{"clearIfNotMatch":false},"nonce":"1539fdf2c3","file_delete_nonce":"d4a3bd1de1","form_id":"17","step_change_focus":"1","has_cleantalk":"","pro_payment_script_compatible":"1","crop_image_title":"Crop Image","crop_confirm_txt":"Crop & Upload","crop_cancel_txt":"Cancel","crop_close_txt":"Close","crop_reset_txt":"Reset","crop_ratio_txt":"Crop ratio","crop_ratio_free_txt":"Free","crop_invalid_dimensions_txt":"The selected image is smaller than the required crop size.","crop_exact_dimensions_txt":"The cropped image must match the required width and height.","crop_dimension_instruction_txt":"Crop the image to exactly %1$s px x %2$s px.","crop_invalid_image_txt":"Unable to process the selected image.","crop_loading_txt":"Preparing image..."};
var fluentform_submission_messages_17 = {"file_upload_in_progress":"File upload in progress. Please wait...","javascript_handler_failed":"Javascript handler could not be loaded. Form submission has been failed. Reload the page and try again"};
var fluentform_payment_messages_17 = {"stock_out_message":"This Item is Stock Out","item_label":"Item","price_label":"Price","qty_label":"Qty","line_total_label":"Line Total","sub_total_label":"Sub Total","discount_label":"Discount","total_label":"Total","signup_fee_label":"Signup Fee","trial_label":"Trial","processing_text":"Processing...","confirming_text":"Confirming..."};
var fluentform_save_progress_messages_17 = {"copy_button":"Copy","email_button":"Email","email_placeholder":"Your Email Here","copy_success":"Copied"};
var fluentform_address_messages_17 = {"please_wait":"Please wait ...","location_not_determined":"Could not determine address from location.","address_fetch_failed":"Failed to fetch address from coordinates.","geolocation_failed":"Geolocation failed or was denied.","geolocation_not_supported":"Geolocation is not supported by this browser."};
var fluentform_gateway_messages_17 = {"request_failed":"Request failed. Please try again","payment_failed":"Payment process failed!","no_method_found":"No method found","processing_text":"Processing..."};
var fluentform_submission_messages_global = {"javascript_handler_failed":"Javascript handler could not be loaded. Form submission has been failed. Reload the page and try again"};
var fluentform_address_messages_global = {"please_wait":"Please wait ...","location_not_determined":"Could not determine address from location.","address_fetch_failed":"Failed to fetch address from coordinates.","geolocation_failed":"Geolocation failed or was denied.","geolocation_not_supported":"Geolocation is not supported by this browser."};
//# sourceURL=fluent-form-submission-js-extra
var PayPalCommerceGateway = {"url":"https://www.paypal.com/sdk/js?client-id=AV7sN95De2IGlDsM9Ik1rVkYH9DOGaadfuQEmmGw-rMqKiZ4eSw_A6MT_5-dnW8Aw3nJUWcRxdCVYV5w¤cy=USD&integration-date=2026-09-02&components=buttons,funding-eligibility&vault=false&commit=false&intent=capture&disable-funding=card,paylater&enable-funding=venmo","url_params":{"client-id":"AV7sN95De2IGlDsM9Ik1rVkYH9DOGaadfuQEmmGw-rMqKiZ4eSw_A6MT_5-dnW8Aw3nJUWcRxdCVYV5w","currency":"USD","integration-date":"2026-09-02","components":"buttons,funding-eligibility","vault":"false","commit":"false","intent":"capture","disable-funding":"bancontact,blik,eps,ideal,mybank,p24,trustly,multibanco,oxxo,card,paylater","enable-funding":"venmo"},"script_attributes":{"data-partner-attribution-id":"Woo_PPCP"},"client_id":"AV7sN95De2IGlDsM9Ik1rVkYH9DOGaadfuQEmmGw-rMqKiZ4eSw_A6MT_5-dnW8Aw3nJUWcRxdCVYV5w","currency":"USD","data_client_id":{"set_attribute":false,"endpoint":"/?wc-ajax=ppc-data-client-id","nonce":"1c4ba87038","user":0,"has_subscriptions":false,"paypal_subscriptions_enabled":true},"redirect":"https://impactful.ninja/checkout/","context":"mini-cart","ajax":{"simulate_cart":{"endpoint":"/?wc-ajax=ppc-simulate-cart","nonce":"baacf9fb02"},"change_cart":{"endpoint":"/?wc-ajax=ppc-change-cart","nonce":"72c312004d"},"create_order":{"endpoint":"/?wc-ajax=ppc-create-order","nonce":"f6eed08152"},"approve_order":{"endpoint":"/?wc-ajax=ppc-approve-order","nonce":"c88113ef27"},"get_order":{"endpoint":"/?wc-ajax=ppc-get-order","nonce":"b13ed9b289"},"approve_subscription":{"endpoint":"/?wc-ajax=ppc-approve-subscription","nonce":"7c3802dfd7"},"save_checkout_form":{"endpoint":"/?wc-ajax=ppc-save-checkout-form","nonce":"9a9363c7bd"},"validate_checkout":{"endpoint":"/?wc-ajax=ppc-validate-checkout","nonce":"9584f55892"},"cart_script_params":{"endpoint":"/?wc-ajax=ppc-cart-script-params"},"create_setup_token":{"endpoint":"/?wc-ajax=ppc-create-setup-token","nonce":"bc72e64164"},"create_payment_token":{"endpoint":"/?wc-ajax=ppc-create-payment-token","nonce":"a0024f5f02"},"create_payment_token_for_guest":{"endpoint":"/?wc-ajax=ppc-update-customer-id","nonce":"7eceec730e"},"update_shipping":{"endpoint":"/?wc-ajax=ppc-update-shipping","nonce":"917cb16460"},"update_customer_shipping":{"shipping_options":{"endpoint":"https://impactful.ninja/wp-json/wc/store/v1/cart/select-shipping-rate"},"shipping_address":{"cart_endpoint":"https://impactful.ninja/wp-json/wc/store/v1/cart/","update_customer_endpoint":"https://impactful.ninja/wp-json/wc/store/v1/cart/update-customer"},"wp_rest_nonce":"66632f6986","update_shipping_method":"/?wc-ajax=update_shipping_method"}},"cart_contains_subscription":"","subscription_plan_id":"","subscription_custom_id":"","variable_paypal_subscription_variations":[],"variable_paypal_subscription_variation_from_cart":"","subscription_product_allowed":"","subscription_button_allowed":"1","locations_with_subscription_product":{"product":false,"payorder":false,"cart":false},"subscriptions_accept_manual_renewals":"","enforce_vault":"","can_save_vault_token":"","is_free_trial_cart":"","bn_codes":{"checkout":"Woo_PPCP","cart":"Woo_PPCP","mini-cart":"Woo_PPCP","product":"Woo_PPCP"},"payer":null,"button":{"wrapper":"#ppc-button-ppcp-gateway","is_disabled":false,"mini_cart_wrapper":"#ppc-button-minicart","is_mini_cart_disabled":false,"cancel_wrapper":"#ppcp-cancel","mini_cart_style":{"layout":"vertical","color":"gold","shape":"rect","label":"paypal","tagline":false,"height":35},"style":{"layout":"vertical","color":"gold","shape":"rect","label":"paypal","tagline":false}},"separate_buttons":{"card":{"id":"ppcp-card-button-gateway","wrapper":"#ppc-button-ppcp-card-button-gateway","style":{"shape":"rect","color":"black","layout":"horizontal"}}},"hosted_fields":{"wrapper":"#ppcp-hosted-fields","labels":{"credit_card_number":"","cvv":"","mm_yy":"MM/YY","fields_empty":"Card payment details are missing. Please fill in all required fields.","fields_not_valid":"Unfortunately, your credit card details are not valid.","card_not_supported":"Unfortunately, we do not support your credit card.","cardholder_name_required":"Cardholder's first and last name are required, please fill the checkout form required fields."},"valid_cards":[],"contingency":"NO_3D_SECURE"},"messages":{"wrapper":".ppcp-messages","is_hidden":false,"block":{"enabled":false},"amount":0,"placement":"payment","style":{"layout":"text","logo":{"type":"primary","position":"left"},"text":{"color":"black","size":"12"},"color":"blue","ratio":"1x1"}},"labels":{"error":{"generic":"Something went wrong. Please try again or choose another payment source.","required":{"generic":"Required form fields are not filled.","field":"%s is a required field.","elements":{"terms":"Please read and accept the terms and conditions to proceed with your order."}}},"billing_field":"Billing %s","shipping_field":"Shipping %s"},"simulate_cart":{"enabled":true,"throttling":5000},"order_id":"0","order_key":"","single_product_buttons_enabled":"1","mini_cart_buttons_enabled":"1","basic_checkout_validation_enabled":"","early_checkout_validation_enabled":"1","funding_sources_without_redirect":["paypal","paylater","venmo","card"],"user":{"is_logged":false,"has_wc_card_payment_tokens":false},"should_handle_shipping_in_paypal":"","server_side_shipping_callback":{"enabled":true},"appswitch":{"enabled":true},"needShipping":"","vaultingEnabled":"","productType":null,"manualRenewalEnabled":"","final_review_enabled":"1"};
//# sourceURL=ppcp-smart-button-js-extra
